diff --git "a/quant_strategy.json" "b/quant_strategy.json" new file mode 100644--- /dev/null +++ "b/quant_strategy.json" @@ -0,0 +1,7044 @@ +{ + "measurement": { + "model.layers.0": { + "accuracy": 0.9387481212615967, + "total_bits": 2392364544, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "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 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.1": { + "accuracy": 0.9249188899993896, + "total_bits": 1913441280, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.2": { + "accuracy": 0.9290580749511719, + "total_bits": 1913441280, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.3": { + "accuracy": 0.9390685558319092, + "total_bits": 2392364544, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "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 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.4": { + "accuracy": 0.9857082515954971, + "total_bits": 1781323776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.5": { + "accuracy": 0.9845201373100281, + "total_bits": 1781323776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.6": { + "accuracy": 0.9839909970760345, + "total_bits": 1781323776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.7": { + "accuracy": 0.9823634028434753, + "total_bits": 1797835776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "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 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.8": { + "accuracy": 0.9807344079017639, + "total_bits": 1781323776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.9": { + "accuracy": 0.9785402715206146, + "total_bits": 1781323776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.10": { + "accuracy": 0.969155490398407, + "total_bits": 1781323776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.11": { + "accuracy": 0.9737809002399445, + "total_bits": 1781323776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.12": { + "accuracy": 0.9709079265594482, + "total_bits": 1781323776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.13": { + "accuracy": 0.9660024046897888, + "total_bits": 1797835776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "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 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.14": { + "accuracy": 0.962091863155365, + "total_bits": 1797835776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "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 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.15": { + "accuracy": 0.9591107368469238, + "total_bits": 1797835776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "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 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.16": { + "accuracy": 0.9580490589141846, + "total_bits": 1913441280, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.17": { + "accuracy": 0.9430419206619263, + "total_bits": 1797835776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "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 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.18": { + "accuracy": 0.9419629573822021, + "total_bits": 1913441280, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.19": { + "accuracy": 0.9483222961425781, + "total_bits": 2243735040, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.20": { + "accuracy": 0.9485784769058228, + "total_bits": 2243735040, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.21": { + "accuracy": 0.9429830312728882, + "total_bits": 2243735040, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.22": { + "accuracy": 0.9458010196685791, + "total_bits": 2243735040, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.23": { + "accuracy": 0.9437160491943359, + "total_bits": 2243735040, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.24": { + "accuracy": 0.9447606801986694, + "total_bits": 2243735040, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.25": { + "accuracy": 0.9447439908981323, + "total_bits": 2243735040, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.26": { + "accuracy": 0.9421296119689941, + "total_bits": 2243735040, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.27": { + "accuracy": 0.9523688554763794, + "total_bits": 2524482048, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "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 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.28": { + "accuracy": 0.9514505863189697, + "total_bits": 2524482048, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "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 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.29": { + "accuracy": 0.9474127292633057, + "total_bits": 2524482048, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "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 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.30": { + "accuracy": 0.9526963233947754, + "total_bits": 2524482048, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "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 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.31": { + "accuracy": 0.9488188028335571, + "total_bits": 2507970048, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.32": { + "accuracy": 0.9416358470916748, + "total_bits": 2243735040, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.33": { + "accuracy": 0.9522119760513306, + "total_bits": 2524482048, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "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 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.34": { + "accuracy": 0.9522979259490967, + "total_bits": 2524482048, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "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 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.35": { + "accuracy": 0.9543243646621704, + "total_bits": 2524482048, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "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 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.36": { + "accuracy": 0.9434570074081421, + "total_bits": 2243735040, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.37": { + "accuracy": 0.9494645595550537, + "total_bits": 2375852544, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.38": { + "accuracy": 0.946861982345581, + "total_bits": 2243735040, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.39": { + "accuracy": 0.9434640407562256, + "total_bits": 2243735040, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.40": { + "accuracy": 0.9389679431915283, + "total_bits": 1913441280, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.41": { + "accuracy": 0.9382375478744507, + "total_bits": 1797835776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "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 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.42": { + "accuracy": 0.9404760599136353, + "total_bits": 1781323776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.43": { + "accuracy": 0.9399638175964355, + "total_bits": 1913441280, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.44": { + "accuracy": 0.9387813806533813, + "total_bits": 1781323776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.45": { + "accuracy": 0.9399402141571045, + "total_bits": 1797835776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "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 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.46": { + "accuracy": 0.9413566589355469, + "total_bits": 1781323776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.47": { + "accuracy": 0.938915491104126, + "total_bits": 1781323776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.48": { + "accuracy": 0.9397766590118408, + "total_bits": 1781323776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.49": { + "accuracy": 0.9411633014678955, + "total_bits": 1913441280, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.50": { + "accuracy": 0.9405524730682373, + "total_bits": 1781323776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.51": { + "accuracy": 0.9395687580108643, + "total_bits": 1781323776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.52": { + "accuracy": 0.9392974376678467, + "total_bits": 1913441280, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.53": { + "accuracy": 0.9393208026885986, + "total_bits": 1781323776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.54": { + "accuracy": 0.9405031204223633, + "total_bits": 1797835776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "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 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.55": { + "accuracy": 0.9381136894226074, + "total_bits": 1797835776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "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 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.56": { + "accuracy": 0.9387059211730957, + "total_bits": 1913441280, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.57": { + "accuracy": 0.9395537376403809, + "total_bits": 1913441280, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.58": { + "accuracy": 0.9386160373687744, + "total_bits": 1781323776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.59": { + "accuracy": 0.939523458480835, + "total_bits": 1913441280, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.60": { + "accuracy": 0.9479351043701172, + "total_bits": 2243735040, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.61": { + "accuracy": 0.9383594989776611, + "total_bits": 1913441280, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.62": { + "accuracy": 0.9377686977386475, + "total_bits": 1797835776, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "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 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.63": { + "accuracy": 0.9513249397277832, + "total_bits": 2243735040, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.64": { + "accuracy": 0.9461920261383057, + "total_bits": 2243735040, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.65": { + "accuracy": 0.9485762119293213, + "total_bits": 2243735040, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.66": { + "accuracy": 0.9480736255645752, + "total_bits": 2243735040, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.67": { + "accuracy": 0.9452338218688965, + "total_bits": 2243735040, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.68": { + "accuracy": 0.9403183460235596, + "total_bits": 2243735040, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.69": { + "accuracy": 0.9416608810424805, + "total_bits": 2243735040, + "o_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.70": { + "accuracy": 0.9401443004608154, + "total_bits": 2375852544, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.71": { + "accuracy": 0.9414169788360596, + "total_bits": 2392364544, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "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 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.72": { + "accuracy": 0.9400119781494141, + "total_bits": 2524482048, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "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 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.73": { + "accuracy": 0.9523789882659912, + "total_bits": 2838271488, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.74": { + "accuracy": 0.9499166011810303, + "total_bits": 2838271488, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.75": { + "accuracy": 0.9441912174224854, + "total_bits": 2838271488, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.76": { + "accuracy": 0.9409258365631104, + "total_bits": 2838271488, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.77": { + "accuracy": 0.9407234191894531, + "total_bits": 2838271488, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.78": { + "accuracy": 0.9634088277816772, + "total_bits": 3317202432, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "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 + }, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + "model.layers.79": { + "accuracy": 0.9395296573638916, + "total_bits": 2838271488, + "o_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "q_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "k_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "v_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "gate_proj": { + "group_size": { + "2": 64 + }, + "bits": [ + 2 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + } +} \ No newline at end of file