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models/csp_bridges2/beeg_config.json

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+{"block_size": 1024, "vocab_size": 2048, "n_layer": 4, "n_head": 128, "d_head": 16, "d_model": 2048, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.125, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_k,attn_q,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.5, "expansion_factor": 8, "expansion_factor_mlp": 8, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 8192, "enable_bigram_table": true, "learnable_bigram_table": false, "d_pos_emb": null, "dropout_cat_pos_emb": false, "sinusoidal_cat_pos_emb": false, "flash": true, "sink": false, "rtopk": false, "n_embd": null}

models/csp_sweep1_1x_0.9Mnonzero_afrac0.062/beeg_config.json

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+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 16, "d_head": 16, "d_model": 256, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.0625, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.125, "expansion_factor": 1, "expansion_factor_mlp": 1, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 1024, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_1x_0.9Mnonzero_afrac0.125/beeg_config.json

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+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 16, "d_head": 16, "d_model": 256, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.125, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.125, "expansion_factor": 1, "expansion_factor_mlp": 1, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 1024, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_1x_0.9Mnonzero_afrac0.250/beeg_config.json

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+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 16, "d_head": 16, "d_model": 256, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.25, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.125, "expansion_factor": 1, "expansion_factor_mlp": 1, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 1024, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_1x_0.9Mnonzero_afrac0.500/beeg_config.json

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+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 16, "d_head": 16, "d_model": 256, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.5, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.125, "expansion_factor": 1, "expansion_factor_mlp": 1, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 1024, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_1x_1.9Mnonzero_afrac0.062/beeg_config.json

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+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 16, "d_head": 16, "d_model": 256, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.0625, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.25, "expansion_factor": 1, "expansion_factor_mlp": 1, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 1024, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_1x_1.9Mnonzero_afrac1.000/beeg_config.json

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+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 16, "d_head": 16, "d_model": 256, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": null, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.25, "expansion_factor": 1, "expansion_factor_mlp": 1, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 1024, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_1x_3.7Mnonzero_afrac1.000/beeg_config.json

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+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 16, "d_head": 16, "d_model": 256, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": null, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.5, "expansion_factor": 1, "expansion_factor_mlp": 1, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 1024, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_1x_7.4Mnonzero_afrac0.125/beeg_config.json

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+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 16, "d_head": 16, "d_model": 256, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.125, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 1, "expansion_factor": 1, "expansion_factor_mlp": 1, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 1024, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_2x_0.9Mnonzero_afrac0.062/beeg_config.json

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+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 32, "d_head": 16, "d_model": 512, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.0625, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.125, "expansion_factor": 2, "expansion_factor_mlp": 2, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 2048, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_2x_1.9Mnonzero_afrac0.062/beeg_config.json

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+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 32, "d_head": 16, "d_model": 512, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.0625, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.25, "expansion_factor": 2, "expansion_factor_mlp": 2, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 2048, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_2x_1.9Mnonzero_afrac0.125/beeg_config.json

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+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 32, "d_head": 16, "d_model": 512, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.125, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.25, "expansion_factor": 2, "expansion_factor_mlp": 2, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 2048, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_2x_1.9Mnonzero_afrac0.250/beeg_config.json

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+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 32, "d_head": 16, "d_model": 512, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.25, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.25, "expansion_factor": 2, "expansion_factor_mlp": 2, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 2048, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_2x_1.9Mnonzero_afrac0.500/beeg_config.json

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+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 32, "d_head": 16, "d_model": 512, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.5, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.25, "expansion_factor": 2, "expansion_factor_mlp": 2, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 2048, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_2x_14.8Mnonzero_afrac0.062/beeg_config.json

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+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 32, "d_head": 16, "d_model": 512, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.0625, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 2, "expansion_factor": 2, "expansion_factor_mlp": 2, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 2048, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_2x_14.8Mnonzero_afrac0.125/beeg_config.json

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+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 32, "d_head": 16, "d_model": 512, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.125, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 2, "expansion_factor": 2, "expansion_factor_mlp": 2, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 2048, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_2x_14.8Mnonzero_afrac0.250/beeg_config.json

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+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 32, "d_head": 16, "d_model": 512, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.25, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 2, "expansion_factor": 2, "expansion_factor_mlp": 2, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 2048, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_2x_14.8Mnonzero_afrac1.000/beeg_config.json

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+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 32, "d_head": 16, "d_model": 512, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": null, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 2, "expansion_factor": 2, "expansion_factor_mlp": 2, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 2048, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_2x_3.7Mnonzero_afrac0.500/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 32, "d_head": 16, "d_model": 512, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.5, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.5, "expansion_factor": 2, "expansion_factor_mlp": 2, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 2048, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_2x_7.4Mnonzero_afrac0.062/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 32, "d_head": 16, "d_model": 512, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.0625, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 1, "expansion_factor": 2, "expansion_factor_mlp": 2, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 2048, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_2x_7.4Mnonzero_afrac0.250/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 32, "d_head": 16, "d_model": 512, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.25, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 1, "expansion_factor": 2, "expansion_factor_mlp": 2, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 2048, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_4x_0.9Mnonzero_afrac0.062/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 64, "d_head": 16, "d_model": 1024, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.0625, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.125, "expansion_factor": 4, "expansion_factor_mlp": 4, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 4096, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_4x_0.9Mnonzero_afrac0.125/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 64, "d_head": 16, "d_model": 1024, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.125, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.125, "expansion_factor": 4, "expansion_factor_mlp": 4, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 4096, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_4x_0.9Mnonzero_afrac0.250/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 64, "d_head": 16, "d_model": 1024, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.25, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.125, "expansion_factor": 4, "expansion_factor_mlp": 4, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 4096, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_4x_0.9Mnonzero_afrac0.500/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 64, "d_head": 16, "d_model": 1024, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.5, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.125, "expansion_factor": 4, "expansion_factor_mlp": 4, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 4096, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_4x_1.9Mnonzero_afrac0.250/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 64, "d_head": 16, "d_model": 1024, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.25, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.25, "expansion_factor": 4, "expansion_factor_mlp": 4, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 4096, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_4x_1.9Mnonzero_afrac0.500/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 64, "d_head": 16, "d_model": 1024, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.5, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.25, "expansion_factor": 4, "expansion_factor_mlp": 4, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 4096, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_4x_14.8Mnonzero_afrac0.500/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 64, "d_head": 16, "d_model": 1024, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.5, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 2, "expansion_factor": 4, "expansion_factor_mlp": 4, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 4096, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_4x_14.8Mnonzero_afrac1.000/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 64, "d_head": 16, "d_model": 1024, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": null, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 2, "expansion_factor": 4, "expansion_factor_mlp": 4, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 4096, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_4x_3.7Mnonzero_afrac0.062/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 64, "d_head": 16, "d_model": 1024, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.0625, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.5, "expansion_factor": 4, "expansion_factor_mlp": 4, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 4096, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_4x_7.4Mnonzero_afrac0.062/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 64, "d_head": 16, "d_model": 1024, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.0625, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 1, "expansion_factor": 4, "expansion_factor_mlp": 4, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 4096, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_4x_7.4Mnonzero_afrac0.250/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 64, "d_head": 16, "d_model": 1024, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.25, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 1, "expansion_factor": 4, "expansion_factor_mlp": 4, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 4096, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_4x_7.4Mnonzero_afrac1.000/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 64, "d_head": 16, "d_model": 1024, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": null, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 1, "expansion_factor": 4, "expansion_factor_mlp": 4, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 4096, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null, "n_embd": null}

models/csp_sweep1_8x_1.9Mnonzero_afrac1.000/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 128, "d_head": 16, "d_model": 2048, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": null, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "tokenizer_name": "tinypython_2k", "grad_checkpointing": true, "d_mlp": 8192, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null}

models/csp_sweep1_8x_14.8Mnonzero_afrac0.250/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 128, "d_head": 16, "d_model": 2048, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.25, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "tokenizer_name": "tinypython_2k", "grad_checkpointing": true, "d_mlp": 8192, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null}

models/csp_sweep1_8x_3.7Mnonzero_afrac0.125/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 128, "d_head": 16, "d_model": 2048, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.125, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "tokenizer_name": "tinypython_2k", "grad_checkpointing": true, "d_mlp": 8192, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null}

models/csp_sweep1_8x_3.7Mnonzero_afrac1.000/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 128, "d_head": 16, "d_model": 2048, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": null, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "tokenizer_name": "tinypython_2k", "grad_checkpointing": true, "d_mlp": 8192, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null}

models/csp_sweep1_8x_7.4Mnonzero_afrac0.500/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 128, "d_head": 16, "d_model": 2048, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.5, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "tokenizer_name": "tinypython_2k", "grad_checkpointing": true, "d_mlp": 8192, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null}

models/csp_sweep1_8x_7.4Mnonzero_afrac1.000/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 128, "d_head": 16, "d_model": 2048, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": null, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "tokenizer_name": "tinypython_2k", "grad_checkpointing": true, "d_mlp": 8192, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": null}

models/csp_yolo2/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 8, "n_head": 128, "d_head": 16, "d_model": 2048, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": 0.25, "afrac_loctypes": "attn_in,attn_out,mlp_in,mlp_out,mlp_neuron,attn_v,attn_k,attn_q", "afrac_approx": false, "enable_sparse_kernels": false, "ignore_dw_grad": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "tokenizer_name": "tinypython_2k", "pfrac": 0.0625, "expansion_factor": 8, "expansion_factor_mlp": 8, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 8192, "enable_bigram_table": true, "learnable_bigram_table": true, "d_pos_emb": 32, "flash": true, "sink": true, "rtopk": false, "n_embd": null}

models/dense1_4x/beeg_config.json

@@ -0,0 +1 @@
+{"block_size": 1024, "vocab_size": 2048, "n_layer": 4, "n_head": 64, "d_head": 16, "d_model": 1024, "dropout": 0.0, "bias": true, "ln_bias": true, "rms_norm": true, "residual_activation_type": "identity", "activation_type": "gelu", "afrac": null, "enable_sparse_kernels": false, "debug_nans": false, "tied_unembed": false, "bigram_table_rank": null, "pfrac": 16, "expansion_factor": 4, "expansion_factor_mlp": 4, "debug_exact_topk": true, "grad_checkpointing": true, "sparse_matmul_impl": "cuda", "d_mlp": 4096, "flash": true, "enable_bigram_table": true, "learnable_bigram_table": true, "n_embd": null}

train_curves/csp_bridges1/progress.json

@@ -0,0 +1 @@
+{"xent": 1.3716938495635986, "test_kl": 0.0, "test_xent": 1.2761914730072021, "grad_norm": 0, "weight_sparsity": 0.9893760681152344, "L0_as_frac_of_orig_params": 0.25989243388175964, "L0": 2251264.0, "L0_non_LN": 2228224.0, "L0_non_embed": 1835008.0, "L0_non_embed_as_frac_of_orig_params": 0.5, "param_norm": 610.7026977539062, "aux_invertable": 0.5948593616485596, "elapsed_tokens": 31992053760, "grad_scale": 8192.0, "lr": 6.354985519237744e-06, "pfrac": 0.5, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 269959.87127701443, "num_alive_neurons/c_fc/layer_0": 8192, "num_alive_neurons/c_fc/layer_1": 8192, "num_alive_neurons/c_fc/layer_2": 8192, "num_alive_neurons/c_fc/layer_3": 8192, "test_kl_bridged": 0.20348259806632996, "test_xent_bridged": 1.365612506866455, "dead_qk/layer_0": 1546, "dead_qk/layer_1": 1711, "dead_qk/layer_2": 1610, "dead_qk/layer_3": 1299, "empirical_L0_frac/transformer.wte.weight": 0.0625, "empirical_L0_frac/transformer.wpe.weight": 0.0625, 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