{
    "measurement": {
        "model.layers.0.self_attn": [
            {
                "accuracy": 0.9723789442505222,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9780428106314503,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9797543098102324,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9866149308363674,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9874612665153109,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883095036493614,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9888580416154582,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9899328835890628,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9910353625455173,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9916414177860133,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935489566487377,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946006404788932,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939432875762577,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951290448952932,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966267265153874,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997343642218766,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969169514042733,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978821260283439,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990114523870943,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.0.block_sparse_moe": [
            {
                "accuracy": 0.9470630267751403,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9502741813194007,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9533718172460794,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9534707932616584,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9896914768469287,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994617663887766,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946740173145372,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983695777764297,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990627152392335,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980739268630714,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991465412967955,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993249411354554,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992256802825068,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999641451486923,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996038535230127,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996436073140558,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997802299951672,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.1.self_attn": [
            {
                "accuracy": 0.9922886864005704,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932619284882094,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938893268699758,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962747989120544,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965171824733261,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965884515440848,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976759439850866,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977560198894935,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978968193681794,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980053141389362,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982423442834261,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983415571514342,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983869443367439,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984969661818468,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990720202167722,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992289007359432,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999341836172789,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999554199108843,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9998002357101541,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.1.block_sparse_moe": [
            {
                "accuracy": 0.9033002929063514,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9147166591137648,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.917688517132774,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9176881196908653,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9866429540634272,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925287768292037,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925898770052299,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967420966095233,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981917800023439,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974663409739151,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979367799996908,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984733517053428,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988810028594344,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990648863995375,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990438102954613,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990543355554564,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993138658721819,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.2.self_attn": [
            {
                "accuracy": 0.9968741290795151,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970921961757995,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973857874829264,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983408458483609,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984124637867353,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984984053971857,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988849656010643,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989988977877147,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991362662485699,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991691527384319,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992289565898318,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992868762765283,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992914163840396,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993670762996771,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995659077999335,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996717791209448,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996612229610946,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9998284873124703,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999911554810069,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.2.block_sparse_moe": [
            {
                "accuracy": 0.9959476465919579,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960806568487897,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966164704492257,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967951220423856,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980997315651621,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982433974055311,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998490081034106,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990009274106342,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990920949567226,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999037892573142,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991569046187578,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995074501098316,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995751608921637,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997269223051717,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997476794555951,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9998004531655624,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9999187848939073,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.3.self_attn": [
            {
                "accuracy": 0.9960540416141157,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963521757053968,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967383678340411,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977765210624057,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980005416273343,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981063941304456,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998586296740541,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987239877737011,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988564154473352,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989027771134715,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990064425064702,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999103327906596,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991066444317767,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992095982561295,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99948984477669,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995934633939214,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996182910199423,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997786394767445,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9998865023453618,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.3.block_sparse_moe": [
            {
                "accuracy": 0.9924238987805438,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9928775257794769,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932084425890935,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933520147387753,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952897335388116,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953010632307269,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954356067282788,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957113152086094,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955047733128595,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982781660655746,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983563491332461,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970605142734712,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973982555529801,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971109134821745,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995158121273562,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995588574352041,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996368466602235,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.4.self_attn": [
            {
                "accuracy": 0.9930278428219026,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933165192123852,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952871299392427,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963483251885918,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964839067542925,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968019741645548,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998298842132499,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983615534456476,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984729249026714,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985480361774535,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986327956503374,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987661140257842,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988093515694345,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989524748561962,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993551710076645,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994762630713012,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999531745355398,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997168238564882,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9998654920213994,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.4.block_sparse_moe": [
            {
                "accuracy": 0.9935313634487102,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937242912637885,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994575412987615,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994859484002518,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967698607179045,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970467084131087,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974369140581985,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982621816361643,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998462656771153,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983648757788615,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998565276100635,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991616910820085,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992813311200734,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995346316018185,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995684041800814,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996494551101023,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9998622966562607,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.5.self_attn": [
            {
                "accuracy": 0.9938858339082799,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942435484263115,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994904040118854,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962310595219606,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968179392562888,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968889562333061,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979373580736137,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979882948864542,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982350674763438,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983085216335894,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983879319133848,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984947025714064,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986622770356917,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987911830103258,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992247454401877,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993692769785412,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994345164104743,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996595491529661,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9998380752699632,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.5.block_sparse_moe": [
            {
                "accuracy": 0.991900950713898,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921402088803006,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932338242215337,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936136677642935,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959305303600559,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962564448869671,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967635545472149,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997858372536939,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980561439479061,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979226355335413,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981859701656504,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989390804366849,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990926899663464,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994182287864533,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994586912730483,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995663461540971,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9998342495939596,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.6.self_attn": [
            {
                "accuracy": 0.9930321904685115,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9934960339887766,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941209118187544,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955613836973498,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965121365166851,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964881970372517,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977377823015559,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977675481932238,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979667145071289,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980437458834786,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981664298265969,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998314790054792,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984960573656281,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986062527150352,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991496338834622,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999290746324732,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999372333676547,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99957946319455,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9998103091427311,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.6.block_sparse_moe": [
            {
                "accuracy": 0.9892491604405222,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9895830601017224,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9910806744956062,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915917426915257,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994627497602778,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995043213806639,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957313621926005,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971682631694421,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973844929445477,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972540591661527,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975558827063651,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998522183712339,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987956635923183,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991034426820988,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999278944938851,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994255771780445,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997739652719702,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.7.self_attn": [
            {
                "accuracy": 0.9912121831221157,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920149170793593,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992596445394156,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944117012128117,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953329681156902,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955791452011908,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972927267190244,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973092524960521,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975154089406715,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976540194329573,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977420587820234,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978845439218276,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980930865185655,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982645607560698,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989530003140317,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991189097372626,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992696968201926,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995040296153093,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997815450792586,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.7.block_sparse_moe": [
            {
                "accuracy": 0.9864966916647973,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9868997059529647,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9888462477538269,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9895087135228096,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932171106629539,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937559517857153,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946525573759573,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964252204335935,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996756806733174,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965332632164063,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969659772286832,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982268444509828,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984843586480565,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990312548970905,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990953006818017,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992891287229213,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997294266108838,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.8.self_attn": [
            {
                "accuracy": 0.9896371297218138,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905282791442005,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914347729718429,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939303472783649,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948594319648691,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949121805329924,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967381632086472,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996758566761855,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971352871179988,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972515878434933,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974278467416298,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975726243465033,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977452651437488,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979014463860949,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987520190825308,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989459353937491,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991372138338193,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994194868504565,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999757067729206,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.8.block_sparse_moe": [
            {
                "accuracy": 0.9847250576713122,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9851646771567175,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9873057824734133,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9880310744629242,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923277568741469,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929377733715228,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939340582059231,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959372130797419,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963209319139423,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960684455945739,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965544941442204,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979666655090114,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982816449137317,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988483767319849,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989373235230232,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991414594742309,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995856547220683,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.9.self_attn": [
            {
                "accuracy": 0.9865340306132566,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9882440101646353,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9895330922736321,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925053330734954,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936917881132104,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937705189731787,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960518582665827,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961640090295987,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964939800738648,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966744809753436,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967550610817852,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970135261355608,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997249622741947,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974693253134319,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984293845845968,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987262737104174,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989227127225604,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993079541800398,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996981470344508,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.9.block_sparse_moe": [
            {
                "accuracy": 0.9811325071495958,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9817008355457801,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9844277794036316,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9853603780793492,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9904660794709343,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991232626431156,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924928592736251,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994961974247417,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954336851442349,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951225162221817,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957311398575257,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997504336944985,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978664122700138,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986329855892109,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987267476080888,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990024237804391,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996158595959059,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.10.self_attn": [
            {
                "accuracy": 0.9871725601551589,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9879020349326311,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9890599312930135,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918789955991087,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9934302763285814,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935417919987231,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957265375232964,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958377511320577,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961563923534413,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964215044456068,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966677517622884,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996931550464069,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971318786265329,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973811911077064,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983956397336442,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986738645238802,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988493814853427,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992615631772424,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996785550470122,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.10.block_sparse_moe": [
            {
                "accuracy": 0.978656776365824,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9792932721029501,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9824214186228346,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9834756833151914,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9892018649406964,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9900610634795157,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914912980602821,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994277816353133,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948066036231467,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944784262188477,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951638503698632,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971744776667038,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975852971911081,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984536902811669,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985608153729117,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988746545295726,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999574982305603,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.11.self_attn": [
            {
                "accuracy": 0.9835803214809857,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9846903634024784,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9857345524942502,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9890294520300813,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9913992345245788,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915747981140157,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948761839914368,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949526899144985,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953083478030749,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956438088447612,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957497652285383,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960254027573683,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963732830692607,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966576933074975,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979778699489543,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983143168719835,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986084013708023,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990461614615924,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996225069439788,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.11.block_sparse_moe": [
            {
                "accuracy": 0.9751821380050387,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9759076846239623,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9794862443814054,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9806957582768518,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.987383558502188,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883939455467043,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.990033061869326,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933374452593853,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939552701398497,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935419122339226,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943500863955705,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966982391779311,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971782716384041,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981983132038295,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983191156152316,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986774665630946,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995100058854405,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.12.self_attn": [
            {
                "accuracy": 0.9786502461938653,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9802414731530007,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.982001971337013,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9867554987577023,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9893935130530735,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9895844054844929,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933364036478451,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99353753602918,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939918533709715,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943650388959213,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946584768986213,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949970313391532,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995368263364071,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957420444879972,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974313528000494,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978522358178452,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982478748079302,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998745654231243,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995107544773418,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.12.block_sparse_moe": [
            {
                "accuracy": 0.9720582770532928,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9728487419197336,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9770598555332981,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9784847084665671,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.985770776620484,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.986908931095968,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9888400777126662,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924884480860783,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931895134141087,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927175687698764,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936291601115954,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962775224594225,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968178753879329,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979694930570986,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981051022605243,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985230429283547,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994463564435137,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.13.self_attn": [
            {
                "accuracy": 0.9756271644146182,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.977072660723934,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9787114348146133,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9843233827268705,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.986802510189591,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.987073948737816,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923982976251864,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925252283574082,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933950486010872,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937528716109227,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936496597365476,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941011976698064,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994598701610812,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950471029806067,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969972776380018,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974792254288332,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980706357000599,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985844145612646,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994743896704676,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.13.block_sparse_moe": [
            {
                "accuracy": 0.9688998488127254,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9698505269479938,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9745093473757152,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.976058047148399,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9842931653838605,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9855451459879987,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9876658893335843,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9916985381860286,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924680341573549,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919607133197132,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929648862598697,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958873379218858,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964838592022716,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977506801515119,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978997928719764,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983579391391686,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993725882732178,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.14.self_attn": [
            {
                "accuracy": 0.9729964022117201,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9746936571027618,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9769445236306638,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9829468958632788,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9864514244254678,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9865927445644047,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9917828718025703,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920145814321586,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927047491946723,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930740718918969,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930887269511004,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935479816631414,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940642593428493,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945394315145677,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967362820025301,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972293052960595,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978955534152192,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984353955514962,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994205395069002,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.14.block_sparse_moe": [
            {
                "accuracy": 0.9670198638050351,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9680412836896721,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9729997485119384,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9746283736894839,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.983354978801799,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9846821214741794,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.986917956819525,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911969860404497,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920076259077177,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991469128683093,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925356607709546,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956316499919922,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962698652379913,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976111697942542,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977717875408416,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982522389000223,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993487948204347,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.15.self_attn": [
            {
                "accuracy": 0.9689783760113642,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9717327750986442,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9741725923086051,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9804072217084467,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9851219714182662,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9852290053095203,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9913316411984852,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914474280303693,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918365522389649,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920738465807517,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924513032601681,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930296303282375,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935519450955326,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940636393803288,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964392713154666,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970099589336314,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977198272463284,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983368774046539,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993724039877634,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.15.block_sparse_moe": [
            {
                "accuracy": 0.9636211856268346,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9647474479570519,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9703367400506977,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9721792448835913,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9816213214944582,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9830859737267019,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.985618838458322,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.990266627035453,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911705775884911,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905837267579045,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9917622485008906,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951806877943454,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958844597604184,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973632107175945,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975443823095702,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980842170170945,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992829784005153,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.16.self_attn": [
            {
                "accuracy": 0.9649225002503954,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9673592615290545,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9698553078342229,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9762439112237189,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9830073857156094,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9832297036045929,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.990288168672123,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9904625050839968,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909046031389153,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9916073216154473,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915963117528008,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920173872451414,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925641161098611,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932847274612868,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960116088113864,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966455819376279,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974874780964456,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99811915680948,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993036830883284,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.16.block_sparse_moe": [
            {
                "accuracy": 0.961237381270621,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9624587821308523,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9684996909927577,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9704748240474146,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9804074672865681,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9819726335990708,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9846859896060778,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989618024424999,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905925581115298,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9899651272280607,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912245448649628,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948660303998622,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956143955423613,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971895415947074,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973824294393125,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979582449013833,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992295598403871,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.17.self_attn": [
            {
                "accuracy": 0.9646101712714881,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9659532222431153,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9687870936468244,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9768051244900562,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9817714170785621,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.981945975945564,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9897722715249984,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9899688260047697,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905967226368375,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911612650903407,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9908357235108269,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914391463753418,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99213123939262,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927112971490715,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956630961751216,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963513962211437,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973206422073417,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980462219300534,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992726895352462,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.17.block_sparse_moe": [
            {
                "accuracy": 0.9592376691871323,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9605055245920084,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9667122396058403,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9687453002261464,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.979426565754693,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9810569577966817,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9838655206549447,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891003378579626,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9901134693500353,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9894726545462618,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907851602329174,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946204617008334,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953964608721435,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970532194784028,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972606663359329,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978632043439575,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991916248973212,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.18.self_attn": [
            {
                "accuracy": 0.9619735502055846,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9633545521064661,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9664222937135492,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.974622063775314,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9804533539863769,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9807242958340794,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9888032553426456,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9890408995706821,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9897793202253524,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.990489795236499,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9901558477868093,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9908488630899228,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915302420995431,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921799331496004,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995275179258897,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960998821225076,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997062395705143,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978627807468001,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992142968194457,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.18.block_sparse_moe": [
            {
                "accuracy": 0.957723434723448,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9590278092655353,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9654493970738258,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9675638950138818,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9786573498568032,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.980343389819609,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9832408381771529,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9886698320915457,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9897195684025064,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9890788967022672,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9904358322964981,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944185285130516,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952214288568939,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969352321313636,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971600609242159,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977807598588697,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991574399264209,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.19.self_attn": [
            {
                "accuracy": 0.9572606925503351,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9601231664419174,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9632431165664457,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9711087665928062,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9785143792105373,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9787308766390197,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9873018390935613,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9875083587830886,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9884484792273724,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891730381641537,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891702701279428,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9900294234248577,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907467451994307,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991402243183984,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948925278295064,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995666957784124,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966646705906896,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975284670945257,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991038249845587,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.19.block_sparse_moe": [
            {
                "accuracy": 0.9555861951084808,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9569395610596985,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9636667991289869,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9658739602309652,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9774702617432922,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9792633128527086,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9822867539187428,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9880482565349666,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989160800119862,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9884574838069966,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9898966058099177,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940976299767499,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949527267453959,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967667077689839,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969937684254546,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976383578068635,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991217821989267,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.20.self_attn": [
            {
                "accuracy": 0.9566553204203956,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9590650245081633,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9628270347020589,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9713988365838304,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9781688160437625,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9784677246061619,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9867599486315157,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9871078289288562,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9880148423399078,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9889208216191037,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9889947256015148,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9897086033597589,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905785020673648,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9913781473078416,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994883275416214,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995623716746195,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966483377793338,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975407907913905,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990963978989384,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.20.block_sparse_moe": [
            {
                "accuracy": 0.9516598905902356,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9531316296779551,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9605654137558304,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9630417696898803,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9754259626788553,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9773978316225111,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9807379991398193,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9869304758612998,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9881516887544421,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9874214651208604,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9889976459962782,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935725908144377,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945028701476986,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964630338436109,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967306448925228,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974459423538065,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990219916699061,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.21.self_attn": [
            {
                "accuracy": 0.9508762359619141,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9532782376045361,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9571692505269311,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9668585917388555,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9745214484864846,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9745518000272568,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9846144144103164,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9848728023061994,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9862354395881994,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9872787205531495,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9871347807347775,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9882202323060483,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891519501106814,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9900031011784449,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939364376550657,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947504089504946,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960795426086406,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970629598792584,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989526642830242,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.21.block_sparse_moe": [
            {
                "accuracy": 0.9491128117660992,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9506498108385131,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9583182982751168,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.960907384112943,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9741656892292667,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9762311287340708,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9796724722837098,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9862457284907578,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9875345530745108,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9867787374096224,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.988425202012877,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932403555139899,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994211946723226,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962778347398853,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965618442183768,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973092992840975,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989600539001913,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.22.self_attn": [
            {
                "accuracy": 0.9471615119837224,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9492747411713935,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9542290203389712,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9656709344417322,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9728968338458799,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9732615426764823,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9845446453691693,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9848880311474204,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9859580502088647,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9868706614943221,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9864065401634434,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9874664660601411,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9886629810498562,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9896010280208429,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938008153330884,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947939772537211,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959960239684733,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997126908016071,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989286852887744,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.22.block_sparse_moe": [
            {
                "accuracy": 0.9495982214575633,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9511806503287517,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9585508468444459,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9610570493387058,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9745995934354141,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.976635477039963,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9798403258319013,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9864545653981622,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9877101298916386,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9870029601006536,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9886323710379656,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933540916026686,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943173803549143,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963270176922379,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966212263716443,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997323124196555,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989831483135276,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.23.self_attn": [
            {
                "accuracy": 0.9599328333279118,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9616884638671763,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9648706823354587,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9728593476756942,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.979005086410325,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9795277114608325,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9876877596543636,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.988008268221165,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9889441405830439,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9896216971683316,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9894061163504375,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9901803973771166,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912393379054265,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919606025432586,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951719270466128,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959490975779772,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967718340776628,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977458280227438,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991131710212358,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.23.block_sparse_moe": [
            {
                "accuracy": 0.9528749200399034,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9543480565189384,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9610526444157586,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9633141037775204,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9761182327347342,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.978058645821875,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9809929861803539,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9873360113269882,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9884994975873269,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9877867959294235,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9893322113784961,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937615216113045,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946719833678799,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965617449379351,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968205054065038,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974400039391185,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990284431332839,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.24.self_attn": [
            {
                "accuracy": 0.9629989856039174,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.964267987117637,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9675918453722261,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9747647716721985,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.981004303204827,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9813826014869846,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9887737837561872,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891552522458369,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9899856579577317,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9904539310809923,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9904849867598386,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911629771668231,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919097442689235,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9926112279863446,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995569659397006,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962996116810245,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970675686345203,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979026170349243,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991998877494552,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.24.block_sparse_moe": [
            {
                "accuracy": 0.9521695903968066,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9536439806688577,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9602849336806685,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9625147879123688,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9757090704806615,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9776826169691049,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9806095224339515,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9871187677053967,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883052048826357,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9875468745449325,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891268690844299,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936257186709554,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945631560767652,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964895045995945,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967459888612211,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973619179436355,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990077573129383,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.25.self_attn": [
            {
                "accuracy": 0.9626855807146057,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9638260545325466,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9672971128311474,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9736666656681336,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9808419398323167,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.981354960182216,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9886857130913995,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9890384396276204,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9900814584980253,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905960504256655,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905580884224037,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9913415783521486,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921530814754078,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9928119404721656,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956376013215049,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963800357472792,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970001214678632,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979021667404595,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991789381456329,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.25.block_sparse_moe": [
            {
                "accuracy": 0.9496978220413439,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.951232852821704,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9579899092786945,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9603142503183335,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9743880214809906,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9764332544873469,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9794931900687516,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9863911533757346,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9876423672394594,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9868784146965481,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9885227227932774,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932923976957682,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942628242424689,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996305668639252,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965823233433184,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972382233390817,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989630266136373,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.26.self_attn": [
            {
                "accuracy": 0.958293994423002,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9604022990097292,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9638164544012398,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9712741849652957,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.97660849703243,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9769365611718968,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.986639455484692,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9867450251185801,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9877885648456868,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9895204878412187,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891722579486668,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9902139008772792,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911073121329537,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9917526570643531,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950247298911563,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958685000456171,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965853601024719,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977103127275768,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991158953307604,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.26.block_sparse_moe": [
            {
                "accuracy": 0.948480005026795,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9500188906677067,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9569594219792634,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9593820926384069,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9737386270135175,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9758250427548774,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.978993302793242,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9860103097889805,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9872956266190158,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9865423348092008,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9882113441562979,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931131330158678,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941039921104675,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996200406934804,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964924361993326,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971808902155317,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998922458036759,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.27.self_attn": [
            {
                "accuracy": 0.962750623759348,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9642513215076178,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9670174800266977,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9730810181354173,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9807138636824675,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9811151901085395,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9881772625667509,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883931492367992,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9896830556099303,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9902646801783703,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.990205201174831,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907380244549131,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9917008853444713,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924689772669808,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954348016690346,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996232099194458,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970084635460807,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978782233065431,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999161292480494,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.27.block_sparse_moe": [
            {
                "accuracy": 0.9477177258813754,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9492550924187526,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9563274361426011,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9588394687743858,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9732788613764569,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9753938366484363,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.978721191349905,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9857827884552535,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9870926758885616,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9863237727986416,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9880209470284171,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930136371549452,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940125722932862,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99615479820568,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964513270315365,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971686552962638,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989280062645776,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.28.self_attn": [
            {
                "accuracy": 0.9591902937972918,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9614526168443263,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9649270488298498,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9721881833393127,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9783815551490989,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9787315605790354,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9873589298513252,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9878273405192886,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.988708496603067,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9894578629173338,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989430136687588,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9901343311794335,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912137166684261,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919928385934327,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951842999871587,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959721714803891,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996710958359472,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977120137846214,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991111375256878,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.28.block_sparse_moe": [
            {
                "accuracy": 0.9464444324257784,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9479225432733074,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9553730218322016,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9581087921978906,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.972432817594381,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9746433566906489,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9782155668654013,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.985254299841472,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9866457756434102,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9858971676731016,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9876474512711866,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927950357305235,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938238862814615,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996019242604234,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963436142606952,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997120384748996,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998879359325656,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.29.self_attn": [
            {
                "accuracy": 0.9585189360077493,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.960936218383722,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9651009194785729,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9731899100879673,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9785098714346532,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.978935404040385,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9869477398751769,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9874838115647435,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883238298789365,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9887576624169014,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9888039366633166,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9897497538477182,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9908295916829957,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918595848430414,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951340114494087,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957851988001494,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966082943792571,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975064349273453,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990779472591385,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.29.block_sparse_moe": [
            {
                "accuracy": 0.9504548044642434,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9518567703198642,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9585433742613532,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9609864127705805,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.974513215420302,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9765291697985958,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9797076002287213,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9863963644456817,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.987669541122159,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9869547053385759,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9885665486799553,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933358800990391,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942878395959269,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963280913034396,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966129309759708,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99729473863772,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989645262730846,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.30.self_attn": [
            {
                "accuracy": 0.9694657204963733,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9703420804289635,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.974080273299478,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9792847065255046,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.984065856115194,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9842780832696008,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9902056709106546,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905990246625151,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914215681346832,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9917887865158264,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9916752981225727,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9922544189248583,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933749836709467,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940523381228559,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963568408675201,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969859352095227,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974221733464219,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983467016954819,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993029888491947,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.30.block_sparse_moe": [
            {
                "accuracy": 0.948402053269092,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9498465290525928,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9567046710290015,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9592831558547914,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9733857254614122,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9754957391414791,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9788087980705313,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9857768025540281,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9871164975047577,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9863812021940248,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9880761323875049,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930471993575338,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940402938664192,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961587825746392,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964764606593235,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971820696991927,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989248348947513,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.31.self_attn": [
            {
                "accuracy": 0.9671074480866082,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9681849573389627,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9745103910099715,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9788671473506838,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9837807719013654,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9838977597391931,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9900628610921558,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9906520778749837,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914344112039544,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918116334738443,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919610596916755,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924473868813948,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936215957422974,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941994991459069,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964513447557692,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970969201494881,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974093456330593,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984118012707768,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992958952016124,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.31.block_sparse_moe": [
            {
                "accuracy": 0.94778739544563,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9492415022687055,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9557835053419694,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9582744359504431,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9730939092987683,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9752164456876926,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9783877941663377,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9856129129912006,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9869600441015791,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.986243270104751,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9879405931715155,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929833088390296,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939778630068759,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961222755373456,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964388913249422,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971195579673804,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988996757601853,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.32.self_attn": [
            {
                "accuracy": 0.964019317238126,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9654296719818376,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9692491078749299,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9768809097295161,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9813079366867896,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9816162377246656,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891930476587731,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9893536974705057,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9900823513453361,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9906902213697322,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905861260776874,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912416468432639,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9922490964600001,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9928114525537239,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957221992081031,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963942607173522,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971514775388641,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979781638976419,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992146927979775,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.32.block_sparse_moe": [
            {
                "accuracy": 0.9486919189803302,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9500981587334536,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9564620771561749,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9589175180299208,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9734968253760599,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.975595450057881,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9787011472508311,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9858511920901947,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9871813931385987,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9864587414631387,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9881369159120368,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930958648692467,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940760104000219,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961900688322203,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996500656761782,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971553920768201,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998922219517226,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.33.self_attn": [
            {
                "accuracy": 0.9660671056481078,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9674839764484204,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9706421600712929,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9770647041732445,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9823773445968982,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9826641608087812,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9894621434214059,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9897358619637089,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9904290488484548,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9910126985487295,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911029148061061,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9917641219362849,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9926126054415363,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931979960601893,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959067196432443,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965511484151648,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972405049447843,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980597465273604,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999237027765048,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.33.block_sparse_moe": [
            {
                "accuracy": 0.9484475443023257,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9498406883794814,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9561106443288736,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9585603181039914,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9733080080186483,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9754247055388987,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9784992753702682,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9857328736834461,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9870782032812713,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9863435429433594,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9880418991961051,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930352865922032,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940328677257639,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996166386288678,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964719615745707,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971232287134626,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989374462884371,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.34.self_attn": [
            {
                "accuracy": 0.9675412323849741,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9692321560869459,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9727482840826269,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9783153645694256,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9835636440257076,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9838925528165419,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9904059974214761,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907395216287114,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9913707231753506,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918407429067884,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919035815255484,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992537206147972,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9934627666370943,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939401632946101,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964153318796889,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969334451088798,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975255864374049,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998278077944633,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992972542868301,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.34.block_sparse_moe": [
            {
                "accuracy": 0.9500991204986349,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9514545329730026,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9572483678930439,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9595356223871931,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.974177610303741,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9762259144044947,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9790609820920508,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9862039972940693,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9874935489642667,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9867996530956589,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9884361650038045,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993268744830857,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942236931310617,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962794685452536,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965893380249327,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971859278957709,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989517815356521,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.35.self_attn": [
            {
                "accuracy": 0.9751908705802634,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9762539541698061,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9800937164400239,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9841655641212128,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9873915275675245,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9874350127211073,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925500568497228,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927326521428768,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931459668223397,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935727217598469,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9934879267821088,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939898365846602,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949398852259037,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952925657853484,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972103201325808,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976472306007054,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980230944511277,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987242568586225,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994413245658507,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.35.block_sparse_moe": [
            {
                "accuracy": 0.9496846428373829,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9510534887085669,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9566964800469577,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.958937247574795,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9739825329452287,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.976060126296943,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.978819469892187,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9860836670559365,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9873846386617515,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.986698674314539,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883497433620505,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932131497480441,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941823257686337,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962478924680909,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965558766307367,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971404169627931,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989245428178037,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.36.self_attn": [
            {
                "accuracy": 0.9714999505085871,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9727402751450427,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9758506199286785,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9811447905667592,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9853385652240831,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9855374161270447,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912794106057845,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915954275347758,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921238184833783,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925343024369795,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925514892020146,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930048749738489,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938543943862896,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943417757531279,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966092591494089,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971581680365489,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977190080826404,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984061011473386,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999367076157796,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.36.block_sparse_moe": [
            {
                "accuracy": 0.9510777269606479,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9524498115642928,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9578745073522441,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9599636096972972,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9748582241591066,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.976901125657605,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9795198298525065,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9866142943501472,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9878541981306626,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9871866971952841,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9887741194979753,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9934702518294216,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943983228149591,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996399294843286,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966882155495114,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972363736706029,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989865655870744,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.37.self_attn": [
            {
                "accuracy": 0.9687207902607042,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9702157753927168,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9730549197702203,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9792869597440585,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9839860546635464,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9842513367184438,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9903178270324133,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9906441097118659,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991304574868991,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9917835916712647,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919553263898706,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924916626769118,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931954184939968,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936952633506735,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962283600762021,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968381530161423,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974411021066771,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982148461513134,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992848407146084,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.37.block_sparse_moe": [
            {
                "accuracy": 0.9525863358867355,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9538973191520199,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9591010101721622,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9611005938495509,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.975586679240223,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9775988612673245,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9800650779507123,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9870093370700488,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.988212886848487,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9875610282470006,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989110819864436,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936565282987431,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945578987244517,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996479487275792,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967825979765621,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972981064493069,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989880437469765,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.38.self_attn": [
            {
                "accuracy": 0.9772515882505104,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9783231748151593,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9815025949210394,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9849950814095791,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883506703336025,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9886020195117453,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930293901925324,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932621577609098,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937655043031555,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940741082536988,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941784684706363,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946309407896479,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954446484771324,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99581081107317,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974981265222596,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978833781678986,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981790822821495,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987883254398184,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994806274889925,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.38.block_sparse_moe": [
            {
                "accuracy": 0.955996414879337,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9572328408830799,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9620311589678749,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9638587478839327,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9772603613964748,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9790880437940359,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9813618199550547,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9878756709513254,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.98900203606172,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883728473359952,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9898245875665452,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940693000753527,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949185758596286,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967196245888772,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969834623552742,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974582322902279,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990505982395916,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.39.self_attn": [
            {
                "accuracy": 0.9734683889546432,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9748451042105444,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9782325869018678,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9833791450364515,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9865550040849485,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9868584879150148,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920100832750904,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9922302133927587,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927782858285354,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993127400171943,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932454664012766,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936341033608187,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944819522934267,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949268542259233,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969762244872982,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974524623030447,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978867145637196,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985372021474177,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993927505784086,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.39.block_sparse_moe": [
            {
                "accuracy": 0.95577771239914,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9570028907619417,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.961825406702701,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9636391487147193,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9771608837181702,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9789821355952881,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9812699191825232,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9878533466835506,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9889750504080439,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883289788849652,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9897749401861802,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994054844675702,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948975598017569,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967303154844558,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996978701568878,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997452616407827,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990719740271743,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.40.self_attn": [
            {
                "accuracy": 0.9758047409413848,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9770003610174172,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9801077716401778,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9842518429504707,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.987666441971669,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9879078176454641,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99238071419677,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9926771966711385,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931523646009737,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9934845242241863,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937042116071098,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942012693500146,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949408151587704,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953612368190079,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972203199686192,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976664685309515,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979937097341463,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986165551599697,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994256706941087,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.40.block_sparse_moe": [
            {
                "accuracy": 0.9557594110956416,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9569809748209082,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9617569639813155,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9635514370747842,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9771186016732827,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9789547094842419,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9812368645507377,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9878454753634287,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9889670214470243,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883079504943453,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989762674231315,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940383547873353,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948836778858094,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967053989603301,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969709694341873,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974362216489681,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990515598674392,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.41.self_attn": [
            {
                "accuracy": 0.9742883485741913,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9757806130801328,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9791985493793618,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9836402321525384,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9870649088697974,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9872445021610474,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921185273051378,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923827917591552,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9928843503512326,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932673491639434,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9934654008029611,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938840657414403,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946925560579984,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951354417135008,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970843521368806,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975427540266537,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979355153500364,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985775012628437,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994013283430832,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.41.block_sparse_moe": [
            {
                "accuracy": 0.9575113393948413,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9586798966047354,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9633389792579692,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9650467530300375,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.978018949914258,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9797838693775702,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9819912054517772,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883481878205203,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9894278262509033,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.988775750665809,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9901679426402552,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942829964711564,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950946874378133,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968630098228459,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970892237142834,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975408208665613,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990957516565686,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.42.self_attn": [
            {
                "accuracy": 0.9744338050368242,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9757427674194332,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9782645210507326,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9827559593541082,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.986789825517917,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9870455165073508,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920392395142699,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992331439658301,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9928321532279369,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931715420680121,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993364244211989,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937827090470819,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944598354850314,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949090262234677,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969587708183099,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974482991310651,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978909002202272,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985333942640864,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994047353902715,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.42.block_sparse_moe": [
            {
                "accuracy": 0.9574499439331703,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9586126621579751,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9632332209148444,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.964911729155574,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9779664215166122,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9797358748037368,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9819305075652665,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883236925234087,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9894174038199708,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9887392538803397,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9901446115982253,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942627027048729,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995082345623814,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968532508864882,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970768674138526,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975250232964754,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990848834595454,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.43.self_attn": [
            {
                "accuracy": 0.9838737214886351,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9845778590824921,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9872687628376298,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9895217894372763,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9916558122204151,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918886718005524,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948428877032711,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950942439754726,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954550957409083,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956470253964653,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958005720109213,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960179014487949,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967396516876761,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970036406266445,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981799872075499,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984805246331234,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986250213805761,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991100225606715,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995936938953491,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.43.block_sparse_moe": [
            {
                "accuracy": 0.9590510323178023,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9601935431128368,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9646303667977918,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9662082231370732,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9788293906021863,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9805347757064737,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9826145900733536,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9888071751192911,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9898419660021318,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891808404790936,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905324729115819,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944894322034088,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952756802740623,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99698240564976,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971905562488246,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976092925280682,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991285291207532,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.44.self_attn": [
            {
                "accuracy": 0.9754644564527553,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9773069991206285,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9803122620796785,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9838273336208658,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9876417410268914,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9876644948526518,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992240321567806,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923784596248879,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931184165907325,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9934408781991806,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993614567523764,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940947798531852,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950078067631694,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954141255730065,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997171485585568,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976488515239907,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979236667641089,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986349543596589,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993905427681966,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.44.block_sparse_moe": [
            {
                "accuracy": 0.9591072267503478,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9602498104795814,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9646228588826489,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9661693045345601,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9788620140170678,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9805591505719349,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9826228643214563,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9888344664359465,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9898639800812816,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9892080960271414,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905493726982968,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945087285741465,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952877758296381,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969976119682542,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972055653233838,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997622775084892,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991543572677983,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.45.self_attn": [
            {
                "accuracy": 0.9753557264339179,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9764692999306135,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9791423518618103,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9833545361179858,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.987353329313919,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9876356902241241,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992469506287307,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927809170694673,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932251693462604,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935990607918939,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936540207854705,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940419278282207,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946854982408695,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951207234043977,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99706223897374,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975277810699481,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979925971747434,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986163706562365,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994267919100821,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.45.block_sparse_moe": [
            {
                "accuracy": 0.9590877269511111,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9602283754502423,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9645381667651236,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9660757161327638,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9788224222138524,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9805257888801862,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9825712887686677,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.988802593696164,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9898419012170052,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891814835718833,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905263487526099,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944886002558633,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952726944975439,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99698155353326,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971872140231426,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997601753580966,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991214683159342,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.46.self_attn": [
            {
                "accuracy": 0.9791037020040676,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9799129207676742,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9831620743207168,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9869538697821554,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989225248558796,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989322287219693,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993488771491684,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937790220792522,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942208369393484,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945468486330356,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945153438529815,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949224964366294,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956629083681037,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960213936174114,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975928575513535,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979974587458855,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982740409450344,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988564409359242,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994959668679257,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.46.block_sparse_moe": [
            {
                "accuracy": 0.9599558903137222,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9610686264059041,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9652884536189958,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9667743259633426,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.979237337160157,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9809125889732968,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9829251589544583,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989038423038437,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9900601215849747,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9893906322104158,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907155887485715,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99459542529803,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953657728547114,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970437445881544,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972395027070888,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976441920680372,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991379576094914,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.47.self_attn": [
            {
                "accuracy": 0.9815129075723235,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9823929616686655,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.985235150787048,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9880485211615451,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9904658210580237,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907285981898895,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944040837290231,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994656102026056,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950378018547781,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952463737936341,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951990887275315,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955084404573427,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962453317275504,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965268455271143,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979298106700298,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982622159441235,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985427093160979,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990461488805522,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995637346855801,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.47.block_sparse_moe": [
            {
                "accuracy": 0.9585318338358775,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9596813738462515,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9640279605227988,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9655757760629058,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.978503798134625,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9802222348807845,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9823055791202933,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9886539072758751,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9896998094482115,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9890262299450114,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9903855559168733,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944171832030406,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952062014162948,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969553524279036,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971563568506099,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975762352514721,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999139504948289,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.48.self_attn": [
            {
                "accuracy": 0.9752906775684096,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9764649081625976,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9799578019301407,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9849707668327028,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9874601890041959,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.987686680018669,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992530254778103,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927943564835005,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933060934927198,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937016600524657,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936941498526721,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940681249790941,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948623079981189,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952790459283278,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971454019359953,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976231353721232,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980164719891036,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998681244223917,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994352082494515,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.48.block_sparse_moe": [
            {
                "accuracy": 0.956778998952359,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9580212604487315,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9623803663998842,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9639679072715808,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.977630626730388,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9794329810538329,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9815234725683695,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9881450612883782,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9892373045004206,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9885714966221713,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9899940968025476,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941730105274473,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949989934793848,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996788403364917,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997032998726354,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974619198474102,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990755703283867,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.49.self_attn": [
            {
                "accuracy": 0.9754582359164488,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9764916434360202,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.980514341412345,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9844196474005003,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9873260961176129,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9875601121311774,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923373732162872,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927494222283713,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932466220925562,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993518002134806,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937553095223848,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940424612577772,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949988673033658,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995433475352911,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972288130920788,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977003177318693,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980027582714683,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987114446666965,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994301392835041,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.49.block_sparse_moe": [
            {
                "accuracy": 0.9553809315548278,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9566751492675394,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9611248050641734,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9627806995122228,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9769363915838767,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.978785821585916,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9809245331998682,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9877410058688838,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9888707866484765,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9882179790583905,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9896776898822282,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939936845257762,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948419633074082,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966877718616161,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969456200196873,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973867973458255,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990523081769425,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.50.self_attn": [
            {
                "accuracy": 0.9692607410834171,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9707877973560244,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9743991809955332,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9796720694866963,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9839705829799641,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9840856223308947,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9906238529656548,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9908392105062376,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9916219102451578,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920672858133912,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920066173363011,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992598806929891,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936035622667987,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941463288341765,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964586666537798,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970835287458613,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975642205390614,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983790973510622,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993220827682308,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.50.block_sparse_moe": [
            {
                "accuracy": 0.9533037963556126,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9547122551011853,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9593117469339631,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9610714772716165,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9759532500465866,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9778931279433891,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9801351338101085,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9871972353139427,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883750202134252,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9877204970398452,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9892478925175965,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937382264542975,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946267199266003,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99653448686513,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968138883450592,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972845259871974,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989994024626867,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.51.self_attn": [
            {
                "accuracy": 0.9641899180423934,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9657795085804537,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9709227211133111,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9772463322151452,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9821487228473416,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9825180214393185,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9897750987001928,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9900314365804661,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9906269855709979,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9910849648731528,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909920510326629,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915405494684819,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9926072208691039,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932178734088666,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959513272442564,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965651545353467,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972843895702681,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981504949500959,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992417677613048,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.51.block_sparse_moe": [
            {
                "accuracy": 0.9550252539920621,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9563649268820882,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9608025938505307,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9625411770539358,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9767715289781336,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9786337190598715,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.980833091045497,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9875839743908728,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9887248783779796,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9881281470588874,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9896079661411932,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939518906539888,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948106058000121,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966414033369801,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969279662946064,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973909785039723,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990377089170579,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.52.self_attn": [
            {
                "accuracy": 0.9676539074862376,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9694051900878549,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9735087307926733,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9795792814402375,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9838868784281658,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9842106621072162,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905710785969859,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9908309449747321,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914367226592731,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919206918493728,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991863164192182,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924817505816463,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933038236267748,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938407771551283,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962531507808308,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968694571762171,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974677030695602,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982885963163426,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992778299547354,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.52.block_sparse_moe": [
            {
                "accuracy": 0.9559367177425884,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9573067622259259,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9614949853566941,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9631342257780489,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9772948495810851,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9791282887163106,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9811840811889851,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9878240741090849,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9889203807251761,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883767040300881,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9898249103134731,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940637373438221,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949105975028942,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966696277479059,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969806190638337,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974177596195659,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990160739343992,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.53.self_attn": [
            {
                "accuracy": 0.9613845363492146,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9637186794134323,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9693928089109249,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9761180801142473,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9807766467565671,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9811276758264285,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9887966988026164,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891536352224648,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9898862402042141,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9904058841639198,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9903571195463883,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9910779689162155,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923064517279272,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929129628071678,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957289335579844,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964284109701111,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970368074682483,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980673930513149,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991810216661179,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.53.block_sparse_moe": [
            {
                "accuracy": 0.9605217533826362,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9617203583475202,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.965455735771684,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9669283589464612,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9796910224540625,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9813403730950085,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9831808966409881,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891530493623577,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.990159860062704,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9896255633066176,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909200098918518,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994704547105357,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954603646692703,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970603738365753,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973008382876287,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976985930607043,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991401120623777,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.54.self_attn": [
            {
                "accuracy": 0.9643672446545679,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.967103676230181,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9724226487451233,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9785329694277607,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9826405073836213,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.982697133833426,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9900744279584615,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9903744999319315,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912038745678728,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915812834587996,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9913140191638377,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919345914095175,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993106489215279,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936556087486679,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962107978426502,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99680195680412,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974156775169831,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983086448537506,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992640015761936,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.54.block_sparse_moe": [
            {
                "accuracy": 0.9604097755509429,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9615657447138801,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.965181124949595,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9666345151199494,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9798355436651036,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9814417412562761,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9832205797720235,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891484720428707,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.990087115787901,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9896601820073556,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909634465366253,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946872977889143,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995466422609752,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970022853631235,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972911230033787,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976920919380063,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999107543091668,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.55.self_attn": [
            {
                "accuracy": 0.97260100665153,
                "total_bits": 187058176,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9728446289373096,
                "total_bits": 192563200,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9777048073883634,
                "total_bits": 197738240,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9822088989167241,
                "total_bits": 234305024,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9857867275859462,
                "total_bits": 276964352,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9855175412230892,
                "total_bits": 277163264,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9916922135525965,
                "total_bits": 355869696,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909076019830536,
                "total_bits": 356068608,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992246012268879,
                "total_bits": 359029248,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923384101639385,
                "total_bits": 364154880,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993321712812758,
                "total_bits": 365243648,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937668020575074,
                "total_bits": 368204288,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943071804955252,
                "total_bits": 373442560,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946761047467589,
                "total_bits": 378966016,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99681574076385,
                "total_bits": 458761216,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997320558562933,
                "total_bits": 467046400,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977184128692898,
                "total_bits": 532030464,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985319004608755,
                "total_bits": 552898560,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993234846024279,
                "total_bits": 708191232,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.55.block_sparse_moe": [
            {
                "accuracy": 0.9601845073048025,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9614008965436369,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9647060683055315,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9661437816394027,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.980474888056051,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9820923660736298,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9836695255944505,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989306940784445,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9903759618900949,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989993340903311,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912541056910413,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947740953211905,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955092499621969,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969011345856416,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972748383224825,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976610410576541,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988326659004088,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.norm.norm": null,
        "lm_head.linear": null
    },
    "last_module_idx": 114
}