diff --git a/models/csp_bridges2/beeg_config.json b/models/csp_bridges2/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4168a35c780a40f30b999c213199e7bc80b7e43d
--- /dev/null
+++ b/models/csp_bridges2/beeg_config.json
@@ -0,0 +1 @@
+{"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}
\ No newline at end of file
diff --git a/models/csp_sweep1_1x_0.9Mnonzero_afrac0.062/beeg_config.json b/models/csp_sweep1_1x_0.9Mnonzero_afrac0.062/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..838952927b5717117c75333c3c830ea773152956
--- /dev/null
+++ b/models/csp_sweep1_1x_0.9Mnonzero_afrac0.062/beeg_config.json
@@ -0,0 +1 @@
+{"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}
\ No newline at end of file
diff --git a/models/csp_sweep1_1x_0.9Mnonzero_afrac0.125/beeg_config.json b/models/csp_sweep1_1x_0.9Mnonzero_afrac0.125/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2b5977131486df5f6d2a82c2402314c548030f4f
--- /dev/null
+++ b/models/csp_sweep1_1x_0.9Mnonzero_afrac0.125/beeg_config.json
@@ -0,0 +1 @@
+{"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}
\ No newline at end of file
diff --git a/models/csp_sweep1_1x_0.9Mnonzero_afrac0.250/beeg_config.json b/models/csp_sweep1_1x_0.9Mnonzero_afrac0.250/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ce516882974cd8cec990a0bebd72f8f4e0920517
--- /dev/null
+++ b/models/csp_sweep1_1x_0.9Mnonzero_afrac0.250/beeg_config.json
@@ -0,0 +1 @@
+{"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}
\ No newline at end of file
diff --git a/models/csp_sweep1_1x_0.9Mnonzero_afrac0.500/beeg_config.json b/models/csp_sweep1_1x_0.9Mnonzero_afrac0.500/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5fae85bddb2c4112b1ee2562a080ba3ea6dae995
--- /dev/null
+++ b/models/csp_sweep1_1x_0.9Mnonzero_afrac0.500/beeg_config.json
@@ -0,0 +1 @@
+{"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}
\ No newline at end of file
diff --git a/models/csp_sweep1_1x_1.9Mnonzero_afrac0.062/beeg_config.json b/models/csp_sweep1_1x_1.9Mnonzero_afrac0.062/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1ef2e1ff13a4c5e8b1b6c090e1bb4686eab91764
--- /dev/null
+++ b/models/csp_sweep1_1x_1.9Mnonzero_afrac0.062/beeg_config.json
@@ -0,0 +1 @@
+{"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}
\ No newline at end of file
diff --git a/models/csp_sweep1_1x_1.9Mnonzero_afrac1.000/beeg_config.json b/models/csp_sweep1_1x_1.9Mnonzero_afrac1.000/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..07944f86ebc1020a60e4d8956c7173d8000b5c59
--- /dev/null
+++ b/models/csp_sweep1_1x_1.9Mnonzero_afrac1.000/beeg_config.json
@@ -0,0 +1 @@
+{"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}
\ No newline at end of file
diff --git a/models/csp_sweep1_1x_3.7Mnonzero_afrac1.000/beeg_config.json b/models/csp_sweep1_1x_3.7Mnonzero_afrac1.000/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8567ba69c5332180f00a8107ebbd6636afe0338a
--- /dev/null
+++ b/models/csp_sweep1_1x_3.7Mnonzero_afrac1.000/beeg_config.json
@@ -0,0 +1 @@
+{"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}
\ No newline at end of file
diff --git a/models/csp_sweep1_1x_7.4Mnonzero_afrac0.125/beeg_config.json b/models/csp_sweep1_1x_7.4Mnonzero_afrac0.125/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5e9f8092725693ab6abc65fcad5351724d971557
--- /dev/null
+++ b/models/csp_sweep1_1x_7.4Mnonzero_afrac0.125/beeg_config.json
@@ -0,0 +1 @@
+{"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}
\ No newline at end of file
diff --git a/models/csp_sweep1_2x_0.9Mnonzero_afrac0.062/beeg_config.json b/models/csp_sweep1_2x_0.9Mnonzero_afrac0.062/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2a612b3bf66f889c68b0739b15a5751c2801c712
--- /dev/null
+++ b/models/csp_sweep1_2x_0.9Mnonzero_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": 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}
\ No newline at end of file
diff --git a/models/csp_sweep1_2x_1.9Mnonzero_afrac0.062/beeg_config.json b/models/csp_sweep1_2x_1.9Mnonzero_afrac0.062/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f7c3d282d068e8ef80cf0d2607d5e2c489efa17d
--- /dev/null
+++ b/models/csp_sweep1_2x_1.9Mnonzero_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": 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}
\ No newline at end of file
diff --git a/models/csp_sweep1_2x_1.9Mnonzero_afrac0.125/beeg_config.json b/models/csp_sweep1_2x_1.9Mnonzero_afrac0.125/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..42821028ee4a2fd9bdcc11d40fa318ae10dd0a92
--- /dev/null
+++ b/models/csp_sweep1_2x_1.9Mnonzero_afrac0.125/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": 0.125, "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}
\ No newline at end of file
diff --git a/models/csp_sweep1_2x_1.9Mnonzero_afrac0.250/beeg_config.json b/models/csp_sweep1_2x_1.9Mnonzero_afrac0.250/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..644545b862b206c3c238420c84ea29e0c6e3580d
--- /dev/null
+++ b/models/csp_sweep1_2x_1.9Mnonzero_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": 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}
\ No newline at end of file
diff --git a/models/csp_sweep1_2x_1.9Mnonzero_afrac0.500/beeg_config.json b/models/csp_sweep1_2x_1.9Mnonzero_afrac0.500/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..903e6423322ba19fa1793fd7d2b96cc9ba98d8b0
--- /dev/null
+++ b/models/csp_sweep1_2x_1.9Mnonzero_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": 0.25, "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}
\ No newline at end of file
diff --git a/models/csp_sweep1_2x_14.8Mnonzero_afrac0.062/beeg_config.json b/models/csp_sweep1_2x_14.8Mnonzero_afrac0.062/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a5570c66f9f2519db0c2ecdfcdf4a83a6ee024b8
--- /dev/null
+++ b/models/csp_sweep1_2x_14.8Mnonzero_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": 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}
\ No newline at end of file
diff --git a/models/csp_sweep1_2x_14.8Mnonzero_afrac0.125/beeg_config.json b/models/csp_sweep1_2x_14.8Mnonzero_afrac0.125/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7e63a43794b514c21de244ea0f2713f7b84bccef
--- /dev/null
+++ b/models/csp_sweep1_2x_14.8Mnonzero_afrac0.125/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": 0.125, "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}
\ No newline at end of file
diff --git a/models/csp_sweep1_2x_14.8Mnonzero_afrac0.250/beeg_config.json b/models/csp_sweep1_2x_14.8Mnonzero_afrac0.250/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b822d03968a9fa725afc2cc16aef5a839c99697c
--- /dev/null
+++ b/models/csp_sweep1_2x_14.8Mnonzero_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": 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}
\ No newline at end of file
diff --git a/models/csp_sweep1_2x_14.8Mnonzero_afrac1.000/beeg_config.json b/models/csp_sweep1_2x_14.8Mnonzero_afrac1.000/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..44e9e18ee7b6b0f29965db40b1a20f19fd9828eb
--- /dev/null
+++ b/models/csp_sweep1_2x_14.8Mnonzero_afrac1.000/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": 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}
\ No newline at end of file
diff --git a/models/csp_sweep1_2x_3.7Mnonzero_afrac0.500/beeg_config.json b/models/csp_sweep1_2x_3.7Mnonzero_afrac0.500/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..67d6d4dcd5fc16b20c8dda9f6adb54b79040b7dd
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/csp_sweep1_2x_7.4Mnonzero_afrac0.062/beeg_config.json b/models/csp_sweep1_2x_7.4Mnonzero_afrac0.062/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e1c3f8df03c5a769bb7189e26de0275a06a2c87e
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/csp_sweep1_2x_7.4Mnonzero_afrac0.250/beeg_config.json b/models/csp_sweep1_2x_7.4Mnonzero_afrac0.250/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..cd445a424b3d289570a3aa16eaade8be60e8208a
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/csp_sweep1_4x_0.9Mnonzero_afrac0.062/beeg_config.json b/models/csp_sweep1_4x_0.9Mnonzero_afrac0.062/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b84eed27007beabd6819e240f7bab5087dec11f0
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/csp_sweep1_4x_0.9Mnonzero_afrac0.125/beeg_config.json b/models/csp_sweep1_4x_0.9Mnonzero_afrac0.125/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..cef3a26c943924bb28d62ba7e05bf4c2d37962f0
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/csp_sweep1_4x_0.9Mnonzero_afrac0.250/beeg_config.json b/models/csp_sweep1_4x_0.9Mnonzero_afrac0.250/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8a9b80d1b5523a777a430bf25c59179a3997a590
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/csp_sweep1_4x_0.9Mnonzero_afrac0.500/beeg_config.json b/models/csp_sweep1_4x_0.9Mnonzero_afrac0.500/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..86289b056de09d4e54aae4b40903c29848418475
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/csp_sweep1_4x_1.9Mnonzero_afrac0.250/beeg_config.json b/models/csp_sweep1_4x_1.9Mnonzero_afrac0.250/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2379c8c8125f3b675107e9350034423c7f7538ba
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/csp_sweep1_4x_1.9Mnonzero_afrac0.500/beeg_config.json b/models/csp_sweep1_4x_1.9Mnonzero_afrac0.500/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e3e78cdf967a2b527e92c3ee72eb134aa8e7a685
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/csp_sweep1_4x_14.8Mnonzero_afrac0.500/beeg_config.json b/models/csp_sweep1_4x_14.8Mnonzero_afrac0.500/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ec91e735c4fcdbf64d211f2c439a69bfdeddc56e
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/csp_sweep1_4x_14.8Mnonzero_afrac1.000/beeg_config.json b/models/csp_sweep1_4x_14.8Mnonzero_afrac1.000/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e1c42948ffa1cdbafd771767c880abebd8d2e8c9
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/csp_sweep1_4x_3.7Mnonzero_afrac0.062/beeg_config.json b/models/csp_sweep1_4x_3.7Mnonzero_afrac0.062/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..45bc8d30bd3a842a57c3cfc0ad67116c83a04fb2
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/csp_sweep1_4x_7.4Mnonzero_afrac0.062/beeg_config.json b/models/csp_sweep1_4x_7.4Mnonzero_afrac0.062/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d3adcf03632eaf7133ddf5da04ff0b71b40fceac
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/csp_sweep1_4x_7.4Mnonzero_afrac0.250/beeg_config.json b/models/csp_sweep1_4x_7.4Mnonzero_afrac0.250/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fef494a554e1ba74dca1f2f4ec46563d9542fb9f
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/csp_sweep1_4x_7.4Mnonzero_afrac1.000/beeg_config.json b/models/csp_sweep1_4x_7.4Mnonzero_afrac1.000/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e9b0cb88f1f780404c439a67430cbbfc2f05289e
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/csp_sweep1_8x_1.9Mnonzero_afrac0.500/final_model.pt b/models/csp_sweep1_8x_1.9Mnonzero_afrac0.500/final_model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/models/csp_sweep1_8x_1.9Mnonzero_afrac1.000/beeg_config.json b/models/csp_sweep1_8x_1.9Mnonzero_afrac1.000/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..15c449c20d5bf41b35a5ff8496d288c952c8319e
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/csp_sweep1_8x_14.8Mnonzero_afrac0.250/beeg_config.json b/models/csp_sweep1_8x_14.8Mnonzero_afrac0.250/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7dbe3691f0cd0834ba12fdb19e45c74d81d29e1f
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/csp_sweep1_8x_3.7Mnonzero_afrac0.125/beeg_config.json b/models/csp_sweep1_8x_3.7Mnonzero_afrac0.125/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4fa38a0c210a326a3881d773098998b61976cbd2
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/csp_sweep1_8x_3.7Mnonzero_afrac1.000/beeg_config.json b/models/csp_sweep1_8x_3.7Mnonzero_afrac1.000/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..15c449c20d5bf41b35a5ff8496d288c952c8319e
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/csp_sweep1_8x_7.4Mnonzero_afrac0.500/beeg_config.json b/models/csp_sweep1_8x_7.4Mnonzero_afrac0.500/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..cabeb5413120f123d05f46b4ff354b1b0bc14d6d
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/csp_sweep1_8x_7.4Mnonzero_afrac1.000/beeg_config.json b/models/csp_sweep1_8x_7.4Mnonzero_afrac1.000/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..15c449c20d5bf41b35a5ff8496d288c952c8319e
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/csp_yolo2/beeg_config.json b/models/csp_yolo2/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f84e24210b9fb46169aded1dfe196b61495dcd8e
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/models/dense1_4x/beeg_config.json b/models/dense1_4x/beeg_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ae1dde01f203aea47d083d677d7ecca2bfc44d8a
--- /dev/null
+++ b/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}
\ No newline at end of file
diff --git a/train_curves/csp_bridges1/progress.json b/train_curves/csp_bridges1/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..cbd3844c9dff62dcc7ab815f482f99cd4d57ebf1
--- /dev/null
+++ b/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, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.0078125, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.0078125, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.0078125, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.0078125, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.0078125, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.0078125, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.0078125, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.0078125, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/lm_head.weight": 0.0625, "weight_grad_norm/transformer.wte.weight": 1994.9478759765625, "weight_grad_norm/transformer.wpe.weight": 1419.62451171875, "weight_grad_norm/transformer.h.0.ln_1.weight": 42.788997650146484, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 3418.453125, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 76.63591003417969, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 2001.5572509765625, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 45.17903137207031, "weight_grad_norm/transformer.h.0.ln_2.weight": 42.63290023803711, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 4028.899658203125, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 85.2895736694336, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 3970.3828125, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 45.12526321411133, "weight_grad_norm/transformer.h.1.ln_1.weight": 42.63804244995117, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 3463.614990234375, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 76.29949951171875, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 2001.994140625, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 45.133697509765625, "weight_grad_norm/transformer.h.1.ln_2.weight": 41.74234390258789, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 4005.307373046875, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 85.3062973022461, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 3873.67626953125, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 45.10429000854492, "weight_grad_norm/transformer.h.2.ln_1.weight": 41.69755554199219, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 3443.843505859375, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 75.44393920898438, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 1986.8465576171875, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 45.09878158569336, "weight_grad_norm/transformer.h.2.ln_2.weight": 38.98308181762695, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 3926.2900390625, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 81.8944091796875, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 3875.3232421875, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 45.0527458190918, "weight_grad_norm/transformer.h.3.ln_1.weight": 42.81784439086914, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 3390.3291015625, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 74.33521270751953, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 1973.0169677734375, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 45.03806686401367, "weight_grad_norm/transformer.h.3.ln_2.weight": 41.031883239746094, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 3912.853759765625, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 80.599853515625, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 3904.46044921875, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 44.76580810546875, "weight_grad_norm/transformer.ln_f.weight": 43.085914611816406, "weight_grad_norm/lm_head.weight": 2006.2811279296875}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_1x_0.9Mnonzero_afrac1.000/progress.json b/train_curves/csp_sweep1_1x_0.9Mnonzero_afrac1.000/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad4993e8b33518994b843e957447b36143cb8c47
--- /dev/null
+++ b/train_curves/csp_sweep1_1x_0.9Mnonzero_afrac1.000/progress.json
@@ -0,0 +1 @@
+{"xent": 1.3903303146362305, "test_kl": 0.0, "test_xent": 1.2088825702667236, "grad_norm": 0, "weight_sparsity": 0.5641829967498779, "L0_as_frac_of_orig_params": 5151036.0, "L0": 5151036.0, "L0_non_LN": 5144380.0, "L0_non_embed": 851772.0, "L0_non_embed_as_frac_of_orig_params": 851772.0, "param_norm": 57704.1328125, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 262144.0, "lr": 3.594922683996257e-05, "pfrac": 0.125, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 2819883.7604288794, "num_alive_neurons/c_fc/layer_0": 1023, "num_alive_neurons/c_fc/layer_1": 1023, "num_alive_neurons/c_fc/layer_2": 1020, "num_alive_neurons/c_fc/layer_3": 1024, "num_alive_neurons/c_fc/layer_4": 1015, "num_alive_neurons/c_fc/layer_5": 1021, "num_alive_neurons/c_fc/layer_6": 1022, "num_alive_neurons/c_fc/layer_7": 1020, "empirical_L0_frac/transformer.wte.weight": 0.125, "empirical_L0_frac/transformer.wpe.weight": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.1249847412109375, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.1249847412109375, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.12497329711914062, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.124969482421875, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.12493896484375, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.12497329711914062, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.1248626708984375, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.1248626708984375, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.1249542236328125, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.1249542236328125, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.124969482421875, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.124969482421875, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.12492752075195312, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.12492752075195312, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.125, "empirical_L0_frac/lm_head.weight": 0.125, "weight_grad_norm/bigram_table": 631.363037109375, "weight_grad_norm/transformer.wte.weight": 697.4276733398438, "weight_grad_norm/transformer.wpe.weight": 496.9635009765625, "weight_grad_norm/transformer.h.0.ln_1.weight": 15.847907066345215, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 438.6827697753906, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 27.29521942138672, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 255.36196899414062, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 15.937189102172852, "weight_grad_norm/transformer.h.0.ln_2.weight": 15.381803512573242, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 504.02490234375, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 30.562679290771484, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 505.83441162109375, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 15.933929443359375, "weight_grad_norm/transformer.h.1.ln_1.weight": 15.048428535461426, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 435.08270263671875, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 27.138776779174805, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 254.4925079345703, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 15.923842430114746, "weight_grad_norm/transformer.h.1.ln_2.weight": 13.394063949584961, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 503.5754089355469, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 29.319252014160156, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 508.32415771484375, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 15.912269592285156, "weight_grad_norm/transformer.h.2.ln_1.weight": 15.366438865661621, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 438.9326477050781, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 27.141801834106445, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 253.67112731933594, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 15.907684326171875, "weight_grad_norm/transformer.h.2.ln_2.weight": 14.388676643371582, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 504.48150634765625, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 29.940105438232422, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 505.33050537109375, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 15.893245697021484, "weight_grad_norm/transformer.h.3.ln_1.weight": 15.170600891113281, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 437.91217041015625, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 26.993755340576172, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 253.47360229492188, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 15.870428085327148, "weight_grad_norm/transformer.h.3.ln_2.weight": 15.468531608581543, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 505.47357177734375, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 30.986587524414062, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 500.7970275878906, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 15.869139671325684, "weight_grad_norm/transformer.h.4.ln_1.weight": 15.242147445678711, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 437.17047119140625, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 27.009096145629883, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 251.18423461914062, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 15.83334732055664, "weight_grad_norm/transformer.h.4.ln_2.weight": 13.827543258666992, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 503.4390869140625, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 27.57511329650879, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 502.7713928222656, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 15.806681632995605, "weight_grad_norm/transformer.h.5.ln_1.weight": 15.34961223602295, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 436.5926513671875, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 26.74176597595215, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 250.17210388183594, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 15.770788192749023, "weight_grad_norm/transformer.h.5.ln_2.weight": 12.854101181030273, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 502.6910095214844, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 25.82603645324707, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 503.8000793457031, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 15.757322311401367, "weight_grad_norm/transformer.h.6.ln_1.weight": 15.26122760772705, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 435.0715637207031, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 26.61015510559082, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 249.0816192626953, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 15.733631134033203, "weight_grad_norm/transformer.h.6.ln_2.weight": 12.8392972946167, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 502.6235656738281, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 26.23878288269043, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 501.96063232421875, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 15.706363677978516, "weight_grad_norm/transformer.h.7.ln_1.weight": 14.846925735473633, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 430.12005615234375, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 26.234453201293945, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 251.66656494140625, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 15.692305564880371, "weight_grad_norm/transformer.h.7.ln_2.weight": 13.093469619750977, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 504.1043701171875, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 27.070175170898438, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 503.9578857421875, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 15.700504302978516, "weight_grad_norm/transformer.ln_f.weight": 15.409149169921875, "weight_grad_norm/lm_head.weight": 718.8758544921875}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_1x_1.9Mnonzero_afrac0.250/progress.json b/train_curves/csp_sweep1_1x_1.9Mnonzero_afrac0.250/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..236e61e67e46a9e81d683236c701558910823281
--- /dev/null
+++ b/train_curves/csp_sweep1_1x_1.9Mnonzero_afrac0.250/progress.json
@@ -0,0 +1 @@
+{"xent": 1.4601116180419922, "test_kl": 0.0, "test_xent": 1.2725650072097778, "grad_norm": 0, "weight_sparsity": 0.4838891625404358, "L0_as_frac_of_orig_params": 6100050.0, "L0": 6100050.0, "L0_non_LN": 6091090.0, "L0_non_embed": 1700434.0, "L0_non_embed_as_frac_of_orig_params": 1700434.0, "param_norm": 50600.79296875, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 524288.0, "lr": 2.5419942076950977e-05, "pfrac": 0.25, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1248905.5550105039, "num_alive_neurons/c_fc/layer_0": 1022, "num_alive_neurons/c_fc/layer_1": 997, "num_alive_neurons/c_fc/layer_2": 1018, "num_alive_neurons/c_fc/layer_3": 1019, "num_alive_neurons/c_fc/layer_4": 1022, "num_alive_neurons/c_fc/layer_5": 1022, "num_alive_neurons/c_fc/layer_6": 1021, "num_alive_neurons/c_fc/layer_7": 1019, "empirical_L0_frac/transformer.wte.weight": 0.25, "empirical_L0_frac/transformer.wpe.weight": 0.2490234375, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.24995803833007812, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.249969482421875, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.24957656860351562, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.2495574951171875, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.249908447265625, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.249908447265625, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.203125, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.2499237060546875, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.2499237060546875, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.249969482421875, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.249969482421875, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.249969482421875, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.249969482421875, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.2499542236328125, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.2499542236328125, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.2499237060546875, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.2499237060546875, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.25, "empirical_L0_frac/lm_head.weight": 0.25, "weight_grad_norm/bigram_table": 642.3857421875, "weight_grad_norm/transformer.wte.weight": 680.8904418945312, "weight_grad_norm/transformer.wpe.weight": 487.96136474609375, "weight_grad_norm/transformer.h.0.ln_1.weight": 15.862854957580566, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 429.4355163574219, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 26.872060775756836, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 253.30393981933594, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 15.875631332397461, "weight_grad_norm/transformer.h.0.ln_2.weight": 14.846437454223633, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 492.71527099609375, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 30.62880516052246, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 496.0094909667969, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 15.887850761413574, "weight_grad_norm/transformer.h.1.ln_1.weight": 15.430895805358887, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 434.5604248046875, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 26.415401458740234, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 246.36277770996094, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 15.802570343017578, "weight_grad_norm/transformer.h.1.ln_2.weight": 14.48871898651123, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 490.5267028808594, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 29.25676918029785, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 463.1202087402344, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 15.79340648651123, "weight_grad_norm/transformer.h.2.ln_1.weight": 14.960880279541016, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 431.4499206542969, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 26.389997482299805, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 250.8378143310547, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 15.735588073730469, "weight_grad_norm/transformer.h.2.ln_2.weight": 14.297500610351562, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 492.275634765625, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 28.86977195739746, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 451.14678955078125, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 15.741005897521973, "weight_grad_norm/transformer.h.3.ln_1.weight": 15.442708015441895, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 426.93853759765625, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 26.713830947875977, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 245.7864990234375, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 15.718214988708496, "weight_grad_norm/transformer.h.3.ln_2.weight": 13.803006172180176, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 494.4602966308594, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 27.265729904174805, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 471.00201416015625, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 15.745279312133789, "weight_grad_norm/transformer.h.4.ln_1.weight": 15.233202934265137, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 428.91259765625, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 26.244455337524414, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 243.18531799316406, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 15.66982364654541, "weight_grad_norm/transformer.h.4.ln_2.weight": 13.87956714630127, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 494.83514404296875, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 27.20918846130371, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 458.2650146484375, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 15.708174705505371, "weight_grad_norm/transformer.h.5.ln_1.weight": 15.2291259765625, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 432.7164611816406, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 26.29124641418457, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 244.70449829101562, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 15.59890079498291, "weight_grad_norm/transformer.h.5.ln_2.weight": 13.725266456604004, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 489.1258544921875, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 25.67348861694336, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 428.4815368652344, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 15.601716995239258, "weight_grad_norm/transformer.h.6.ln_1.weight": 14.966949462890625, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 418.1392517089844, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 26.102476119995117, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 229.20591735839844, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 15.603477478027344, "weight_grad_norm/transformer.h.6.ln_2.weight": 12.808850288391113, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 487.8836975097656, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 24.362924575805664, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 434.13580322265625, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 15.610278129577637, "weight_grad_norm/transformer.h.7.ln_1.weight": 15.06717586517334, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 423.3311462402344, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 25.83054542541504, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 234.76136779785156, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 15.414196968078613, "weight_grad_norm/transformer.h.7.ln_2.weight": 14.320310592651367, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 495.8484191894531, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 28.441875457763672, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 480.0677490234375, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 15.47130012512207, "weight_grad_norm/transformer.ln_f.weight": 15.496414184570312, "weight_grad_norm/lm_head.weight": 715.97607421875}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_1x_1.9Mnonzero_afrac0.500/progress.json b/train_curves/csp_sweep1_1x_1.9Mnonzero_afrac0.500/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..743ab02039080e6cc3150a50906826f38e535ca9
--- /dev/null
+++ b/train_curves/csp_sweep1_1x_1.9Mnonzero_afrac0.500/progress.json
@@ -0,0 +1 @@
+{"xent": 1.3872884511947632, "test_kl": 0.0, "test_xent": 1.2092041969299316, "grad_norm": 0, "weight_sparsity": 0.4840371012687683, "L0_as_frac_of_orig_params": 6098301.5, "L0": 6098302.0, "L0_non_LN": 6089342.0, "L0_non_embed": 1698686.0, "L0_non_embed_as_frac_of_orig_params": 1698686.0, "param_norm": 27498.9609375, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 262144.0, "lr": 1.2709971038475488e-05, "pfrac": 0.25, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1183900.3522366942, "num_alive_neurons/c_fc/layer_0": 1024, "num_alive_neurons/c_fc/layer_1": 1024, "num_alive_neurons/c_fc/layer_2": 1024, "num_alive_neurons/c_fc/layer_3": 1024, "num_alive_neurons/c_fc/layer_4": 622, "num_alive_neurons/c_fc/layer_5": 798, "num_alive_neurons/c_fc/layer_6": 1024, "num_alive_neurons/c_fc/layer_7": 1024, "empirical_L0_frac/transformer.wte.weight": 0.25, "empirical_L0_frac/transformer.wpe.weight": 0.2490234375, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.2436370849609375, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.24364089965820312, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.24634933471679688, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.24634552001953125, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.25, "empirical_L0_frac/lm_head.weight": 0.25, "weight_grad_norm/bigram_table": 628.7498168945312, "weight_grad_norm/transformer.wte.weight": 683.3626708984375, "weight_grad_norm/transformer.wpe.weight": 489.6246337890625, "weight_grad_norm/transformer.h.0.ln_1.weight": 15.813851356506348, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 430.2315979003906, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 27.138795852661133, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 252.97103881835938, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 15.920992851257324, "weight_grad_norm/transformer.h.0.ln_2.weight": 15.587895393371582, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 502.311279296875, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 31.101150512695312, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 503.3676452636719, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 15.926351547241211, "weight_grad_norm/transformer.h.1.ln_1.weight": 15.751385688781738, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 438.7297668457031, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 26.96685791015625, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 253.8997802734375, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 15.88632869720459, "weight_grad_norm/transformer.h.1.ln_2.weight": 15.094093322753906, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 496.9649658203125, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 29.41766929626465, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 492.24285888671875, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 15.861209869384766, "weight_grad_norm/transformer.h.2.ln_1.weight": 15.358555793762207, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 437.3223876953125, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 26.7916202545166, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 250.1053466796875, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 15.845401763916016, "weight_grad_norm/transformer.h.2.ln_2.weight": 14.985011100769043, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 501.12469482421875, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 29.856380462646484, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 489.3728332519531, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 15.821051597595215, "weight_grad_norm/transformer.h.3.ln_1.weight": 15.384258270263672, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 433.6177062988281, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 26.935672760009766, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 249.21397399902344, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 15.795930862426758, "weight_grad_norm/transformer.h.3.ln_2.weight": 14.262572288513184, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 496.9120788574219, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 27.23418617248535, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 473.3862609863281, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 15.797994613647461, "weight_grad_norm/transformer.h.4.ln_1.weight": 15.387063980102539, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 434.7806701660156, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 26.631128311157227, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 240.96484375, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 15.729325294494629, "weight_grad_norm/transformer.h.4.ln_2.weight": 15.474197387695312, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 485.5074462890625, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 30.48859214782715, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 484.0849914550781, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 15.767924308776855, "weight_grad_norm/transformer.h.5.ln_1.weight": 15.154948234558105, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 429.15869140625, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 26.3605899810791, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 242.15591430664062, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 15.700382232666016, "weight_grad_norm/transformer.h.5.ln_2.weight": 15.334463119506836, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 407.529052734375, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 30.144132614135742, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 416.4881896972656, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 15.77451229095459, "weight_grad_norm/transformer.h.6.ln_1.weight": 15.342992782592773, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 429.1058349609375, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 26.396272659301758, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 246.26644897460938, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 15.678738594055176, "weight_grad_norm/transformer.h.6.ln_2.weight": 15.129767417907715, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 496.1315612792969, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 29.189680099487305, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 482.39483642578125, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 15.689312934875488, "weight_grad_norm/transformer.h.7.ln_1.weight": 15.06506633758545, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 426.6111755371094, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 26.24847412109375, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 239.05960083007812, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 15.63977336883545, "weight_grad_norm/transformer.h.7.ln_2.weight": 14.135393142700195, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 499.2266845703125, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 26.934202194213867, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 493.0384521484375, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 15.680523872375488, "weight_grad_norm/transformer.ln_f.weight": 15.445952415466309, "weight_grad_norm/lm_head.weight": 717.0191650390625}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_1x_3.7Mnonzero_afrac0.125/progress.json b/train_curves/csp_sweep1_1x_3.7Mnonzero_afrac0.125/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..7c991ec37704d1c4e40ef6722a6d69e2506622be
--- /dev/null
+++ b/train_curves/csp_sweep1_1x_3.7Mnonzero_afrac0.125/progress.json
@@ -0,0 +1 @@
+{"xent": 1.548852801322937, "test_kl": 0.0, "test_xent": 1.3587499856948853, "grad_norm": 0, "weight_sparsity": 0.33887094259262085, "L0_as_frac_of_orig_params": 7814059.0, "L0": 7814059.0, "L0_non_LN": 7800491.0, "L0_non_embed": 3278763.0, "L0_non_embed_as_frac_of_orig_params": 3278763.0, "param_norm": 18314.7578125, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 262144.0, "lr": 6.354985519237744e-06, "pfrac": 0.5, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1264825.9617037028, "num_alive_neurons/c_fc/layer_0": 1024, "num_alive_neurons/c_fc/layer_1": 1024, "num_alive_neurons/c_fc/layer_2": 1024, "num_alive_neurons/c_fc/layer_3": 834, "num_alive_neurons/c_fc/layer_4": 822, "num_alive_neurons/c_fc/layer_5": 837, "num_alive_neurons/c_fc/layer_6": 1024, "num_alive_neurons/c_fc/layer_7": 957, "empirical_L0_frac/transformer.wte.weight": 0.5, "empirical_L0_frac/transformer.wpe.weight": 0.2490234375, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.49853515625, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.5, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.5, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.5, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.4317588806152344, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.43979644775390625, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.498687744140625, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.4291229248046875, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.4337615966796875, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.4347038269042969, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.4418220520019531, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.4929351806640625, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.4807586669921875, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.4441871643066406, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.4596061706542969, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.5, "empirical_L0_frac/lm_head.weight": 0.5, "weight_grad_norm/bigram_table": 660.9458618164062, "weight_grad_norm/transformer.wte.weight": 695.5767822265625, "weight_grad_norm/transformer.wpe.weight": 496.72216796875, "weight_grad_norm/transformer.h.0.ln_1.weight": 15.823344230651855, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 432.80816650390625, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 27.075288772583008, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 253.48460388183594, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 15.92225456237793, "weight_grad_norm/transformer.h.0.ln_2.weight": 15.749990463256836, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 468.2547302246094, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 31.177505493164062, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 481.580322265625, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 15.917108535766602, "weight_grad_norm/transformer.h.1.ln_1.weight": 15.50668716430664, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 435.9496765136719, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 26.631338119506836, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 251.6148681640625, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 15.894259452819824, "weight_grad_norm/transformer.h.1.ln_2.weight": 15.29879093170166, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 496.439697265625, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 29.986461639404297, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 490.737060546875, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 15.85243034362793, "weight_grad_norm/transformer.h.2.ln_1.weight": 15.739998817443848, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 435.5765686035156, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 26.408966064453125, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 246.01123046875, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 15.810622215270996, "weight_grad_norm/transformer.h.2.ln_2.weight": 15.114733695983887, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 495.6687316894531, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 29.42669677734375, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 477.9856262207031, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 15.807103157043457, "weight_grad_norm/transformer.h.3.ln_1.weight": 15.58407974243164, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 430.42437744140625, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 26.18344497680664, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 239.53807067871094, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 15.783400535583496, "weight_grad_norm/transformer.h.3.ln_2.weight": 15.344802856445312, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 432.8707580566406, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 29.81864356994629, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 451.7640380859375, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 15.815694808959961, "weight_grad_norm/transformer.h.4.ln_1.weight": 15.476143836975098, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 430.228759765625, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 26.028942108154297, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 241.58656311035156, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 15.762313842773438, "weight_grad_norm/transformer.h.4.ln_2.weight": 15.771337509155273, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 470.2578430175781, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 30.183063507080078, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 471.57000732421875, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 15.801304817199707, "weight_grad_norm/transformer.h.5.ln_1.weight": 15.619426727294922, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 430.23773193359375, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 26.09477996826172, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 240.6260223388672, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 15.733394622802734, "weight_grad_norm/transformer.h.5.ln_2.weight": 14.746664047241211, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 405.469970703125, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 29.281816482543945, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 432.4727478027344, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 15.802350997924805, "weight_grad_norm/transformer.h.6.ln_1.weight": 15.430679321289062, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 428.226806640625, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 26.054115295410156, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 243.30201721191406, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 15.801026344299316, "weight_grad_norm/transformer.h.6.ln_2.weight": 15.087353706359863, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 496.76171875, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 28.89158058166504, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 474.67626953125, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 15.729215621948242, "weight_grad_norm/transformer.h.7.ln_1.weight": 15.337434768676758, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 429.54766845703125, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 25.783069610595703, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 246.78839111328125, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 15.730786323547363, "weight_grad_norm/transformer.h.7.ln_2.weight": 15.621283531188965, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 494.70135498046875, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 29.853933334350586, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 479.1886291503906, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 15.730098724365234, "weight_grad_norm/transformer.ln_f.weight": 15.664403915405273, "weight_grad_norm/lm_head.weight": 713.345947265625}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_1x_3.7Mnonzero_afrac0.250/progress.json b/train_curves/csp_sweep1_1x_3.7Mnonzero_afrac0.250/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..ed3d2314b8c2a1a1bb6246061af1b3e2bbfa0980
--- /dev/null
+++ b/train_curves/csp_sweep1_1x_3.7Mnonzero_afrac0.250/progress.json
@@ -0,0 +1 @@
+{"xent": 1.4170283079147339, "test_kl": 0.0, "test_xent": 1.2382739782333374, "grad_norm": 0, "weight_sparsity": 0.3287457823753357, "L0_as_frac_of_orig_params": 7933731.0, "L0": 7933731.0, "L0_non_LN": 7920163.0, "L0_non_embed": 3398435.0, "L0_non_embed_as_frac_of_orig_params": 3398435.0, "param_norm": 42830.45703125, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 524288.0, "lr": 1.7974613419981285e-05, "pfrac": 0.5, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1250179.4587436917, "num_alive_neurons/c_fc/layer_0": 1024, "num_alive_neurons/c_fc/layer_1": 1014, "num_alive_neurons/c_fc/layer_2": 1015, "num_alive_neurons/c_fc/layer_3": 1021, "num_alive_neurons/c_fc/layer_4": 1023, "num_alive_neurons/c_fc/layer_5": 1022, "num_alive_neurons/c_fc/layer_6": 1024, "num_alive_neurons/c_fc/layer_7": 1024, "empirical_L0_frac/transformer.wte.weight": 0.5, "empirical_L0_frac/transformer.wpe.weight": 0.2490234375, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.4999885559082031, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.4998435974121094, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.4998321533203125, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.4998626708984375, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.4998626708984375, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.465057373046875, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.4707489013671875, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.4999542236328125, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.4999542236328125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.4999847412109375, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.4999847412109375, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.4999580383300781, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.4999542236328125, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.49505615234375, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.4983062744140625, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.5, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.5, "empirical_L0_frac/lm_head.weight": 0.5, "weight_grad_norm/bigram_table": 637.1761474609375, "weight_grad_norm/transformer.wte.weight": 672.9556884765625, "weight_grad_norm/transformer.wpe.weight": 484.0882568359375, "weight_grad_norm/transformer.h.0.ln_1.weight": 15.855632781982422, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 425.4382019042969, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 26.815513610839844, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 253.05087280273438, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 15.853080749511719, "weight_grad_norm/transformer.h.0.ln_2.weight": 15.006595611572266, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 484.61083984375, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 30.536235809326172, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 489.29168701171875, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 15.87098503112793, "weight_grad_norm/transformer.h.1.ln_1.weight": 15.610502243041992, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 431.5155029296875, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 26.317401885986328, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 245.20465087890625, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 15.74299144744873, "weight_grad_norm/transformer.h.1.ln_2.weight": 14.66415023803711, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 483.6657409667969, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 28.678773880004883, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 479.5257263183594, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 15.771401405334473, "weight_grad_norm/transformer.h.2.ln_1.weight": 14.887096405029297, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 427.34613037109375, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 26.463918685913086, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 244.87908935546875, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 15.73776912689209, "weight_grad_norm/transformer.h.2.ln_2.weight": 14.442747116088867, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 479.25958251953125, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 28.33482551574707, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 434.62451171875, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 15.677105903625488, "weight_grad_norm/transformer.h.3.ln_1.weight": 15.271175384521484, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 417.3486022949219, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 26.13765525817871, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 249.08181762695312, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 15.637354850769043, "weight_grad_norm/transformer.h.3.ln_2.weight": 13.892548561096191, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 480.3007507324219, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 25.708873748779297, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 447.3494873046875, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 15.640965461730957, "weight_grad_norm/transformer.h.4.ln_1.weight": 15.306427955627441, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 424.0674743652344, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 26.101716995239258, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 241.86062622070312, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 15.587786674499512, "weight_grad_norm/transformer.h.4.ln_2.weight": 13.841102600097656, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 483.63763427734375, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 26.3693904876709, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 430.3146667480469, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 15.641448020935059, "weight_grad_norm/transformer.h.5.ln_1.weight": 15.350500106811523, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 428.8147277832031, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 26.239444732666016, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 235.97409057617188, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 15.52134895324707, "weight_grad_norm/transformer.h.5.ln_2.weight": 13.71221923828125, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 476.86859130859375, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 25.133302688598633, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 414.2835388183594, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 15.522082328796387, "weight_grad_norm/transformer.h.6.ln_1.weight": 15.099194526672363, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 414.2250671386719, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 25.807497024536133, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 231.27359008789062, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 15.517931938171387, "weight_grad_norm/transformer.h.6.ln_2.weight": 13.300917625427246, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 477.05084228515625, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 23.798715591430664, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 420.84991455078125, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 15.516470909118652, "weight_grad_norm/transformer.h.7.ln_1.weight": 15.383352279663086, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 419.9510803222656, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 25.629806518554688, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 235.0347137451172, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 15.34646987915039, "weight_grad_norm/transformer.h.7.ln_2.weight": 14.88731575012207, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 489.3669738769531, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 28.585243225097656, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 476.77410888671875, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 15.400300025939941, "weight_grad_norm/transformer.ln_f.weight": 15.572734832763672, "weight_grad_norm/lm_head.weight": 713.6367797851562}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_1x_7.4Mnonzero_afrac0.062/progress.json b/train_curves/csp_sweep1_1x_7.4Mnonzero_afrac0.062/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..35f513e12979495068e2ac324c6f7d9b8523b44c
--- /dev/null
+++ b/train_curves/csp_sweep1_1x_7.4Mnonzero_afrac0.062/progress.json
@@ -0,0 +1 @@
+{"xent": 1.6472182273864746, "test_kl": 0.0, "test_xent": 1.447981595993042, "grad_norm": 0, "weight_sparsity": 0.016656219959259033, "L0_as_frac_of_orig_params": 11622400.0, "L0": 11622400.0, "L0_non_LN": 11599616.0, "L0_non_embed": 6815744.0, "L0_non_embed_as_frac_of_orig_params": 6815744.0, "param_norm": 29723.248046875, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 8192.0, "lr": 8.987306709990642e-06, "pfrac": 1, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1272223.3881706428, "num_alive_neurons/c_fc/layer_0": 1024, "num_alive_neurons/c_fc/layer_1": 1024, "num_alive_neurons/c_fc/layer_2": 1024, "num_alive_neurons/c_fc/layer_3": 1024, "num_alive_neurons/c_fc/layer_4": 1024, "num_alive_neurons/c_fc/layer_5": 1024, "num_alive_neurons/c_fc/layer_6": 1024, "num_alive_neurons/c_fc/layer_7": 1024, "empirical_L0_frac/transformer.wte.weight": 1.0, "empirical_L0_frac/transformer.wpe.weight": 0.2490234375, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 1.0, "empirical_L0_frac/lm_head.weight": 1.0, "weight_grad_norm/bigram_table": 677.2108154296875, "weight_grad_norm/transformer.wte.weight": 700.6430053710938, "weight_grad_norm/transformer.wpe.weight": 499.02203369140625, "weight_grad_norm/transformer.h.0.ln_1.weight": 15.863765716552734, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 432.4327087402344, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 26.923789978027344, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 254.40492248535156, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 15.932149887084961, "weight_grad_norm/transformer.h.0.ln_2.weight": 14.218550682067871, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 475.14581298828125, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 30.644081115722656, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 497.4815368652344, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 15.898612022399902, "weight_grad_norm/transformer.h.1.ln_1.weight": 15.819245338439941, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 436.310791015625, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 26.56356430053711, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 254.06332397460938, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 15.85494327545166, "weight_grad_norm/transformer.h.1.ln_2.weight": 15.413650512695312, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 456.003173828125, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 30.474130630493164, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 461.7818298339844, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 15.872654914855957, "weight_grad_norm/transformer.h.2.ln_1.weight": 15.639593124389648, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 430.6888732910156, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 26.14330291748047, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 248.5823211669922, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 15.882184028625488, "weight_grad_norm/transformer.h.2.ln_2.weight": 15.332818984985352, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 485.013916015625, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 29.539077758789062, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 459.705810546875, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 15.862210273742676, "weight_grad_norm/transformer.h.3.ln_1.weight": 15.793739318847656, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 428.9212341308594, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 26.096940994262695, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 242.24900817871094, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 15.846512794494629, "weight_grad_norm/transformer.h.3.ln_2.weight": 15.285762786865234, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 424.4765930175781, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 28.6768741607666, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 472.64752197265625, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 15.835545539855957, "weight_grad_norm/transformer.h.4.ln_1.weight": 15.731610298156738, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 427.6908264160156, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 26.05739974975586, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 242.27081298828125, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 15.786231994628906, "weight_grad_norm/transformer.h.4.ln_2.weight": 14.579571723937988, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 434.8970031738281, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 29.07623863220215, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 448.091552734375, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 15.830724716186523, "weight_grad_norm/transformer.h.5.ln_1.weight": 15.571245193481445, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 428.8929138183594, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 26.06372833251953, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 245.26419067382812, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 15.792339324951172, "weight_grad_norm/transformer.h.5.ln_2.weight": 15.04889965057373, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 471.4477233886719, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 30.27324104309082, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 479.19244384765625, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 15.827888488769531, "weight_grad_norm/transformer.h.6.ln_1.weight": 15.51347541809082, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 422.67767333984375, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 25.973400115966797, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 240.5559844970703, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 15.814825057983398, "weight_grad_norm/transformer.h.6.ln_2.weight": 14.705399513244629, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 488.697998046875, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 28.742870330810547, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 477.77960205078125, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 15.787850379943848, "weight_grad_norm/transformer.h.7.ln_1.weight": 15.467348098754883, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 424.7254943847656, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 25.851058959960938, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 247.4598388671875, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 15.773311614990234, "weight_grad_norm/transformer.h.7.ln_2.weight": 14.885380744934082, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 496.1335144042969, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 29.96689796447754, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 487.01776123046875, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 15.70630168914795, "weight_grad_norm/transformer.ln_f.weight": 15.663735389709473, "weight_grad_norm/lm_head.weight": 713.0973510742188}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_1x_7.4Mnonzero_afrac0.500/progress.json b/train_curves/csp_sweep1_1x_7.4Mnonzero_afrac0.500/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..8306d67d9e8d67e51e7cb59faec2b59617fa4cb9
--- /dev/null
+++ b/train_curves/csp_sweep1_1x_7.4Mnonzero_afrac0.500/progress.json
@@ -0,0 +1 @@
+{"xent": 1.331468939781189, "test_kl": 0.0, "test_xent": 1.158504605293274, "grad_norm": 0, "weight_sparsity": 0.016656219959259033, "L0_as_frac_of_orig_params": 11622400.0, "L0": 11622400.0, "L0_non_LN": 11599616.0, "L0_non_embed": 6815744.0, "L0_non_embed_as_frac_of_orig_params": 6815744.0, "param_norm": 26212.8203125, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 524288.0, "lr": 8.987306709990642e-06, "pfrac": 1, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1179802.2463828605, "num_alive_neurons/c_fc/layer_0": 1024, "num_alive_neurons/c_fc/layer_1": 1024, "num_alive_neurons/c_fc/layer_2": 1024, "num_alive_neurons/c_fc/layer_3": 1024, "num_alive_neurons/c_fc/layer_4": 1024, "num_alive_neurons/c_fc/layer_5": 1024, "num_alive_neurons/c_fc/layer_6": 1024, "num_alive_neurons/c_fc/layer_7": 1024, "empirical_L0_frac/transformer.wte.weight": 1.0, "empirical_L0_frac/transformer.wpe.weight": 0.2490234375, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 1.0, "empirical_L0_frac/lm_head.weight": 1.0, "weight_grad_norm/bigram_table": 622.0841674804688, "weight_grad_norm/transformer.wte.weight": 672.7935180664062, "weight_grad_norm/transformer.wpe.weight": 483.6532897949219, "weight_grad_norm/transformer.h.0.ln_1.weight": 15.856054306030273, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 427.2981872558594, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 27.145584106445312, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 252.24661254882812, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 15.871504783630371, "weight_grad_norm/transformer.h.0.ln_2.weight": 15.430551528930664, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 482.3642272949219, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 30.85920524597168, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 493.5689697265625, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 15.874482154846191, "weight_grad_norm/transformer.h.1.ln_1.weight": 15.78908920288086, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 431.7076416015625, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 26.719778060913086, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 249.38270568847656, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 15.832723617553711, "weight_grad_norm/transformer.h.1.ln_2.weight": 15.534907341003418, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 477.07177734375, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 29.797218322753906, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 469.5992736816406, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 15.81921672821045, "weight_grad_norm/transformer.h.2.ln_1.weight": 15.646594047546387, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 427.6214599609375, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 26.686790466308594, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 243.83714294433594, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 15.788347244262695, "weight_grad_norm/transformer.h.2.ln_2.weight": 15.253597259521484, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 464.1746826171875, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 27.500457763671875, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 447.8418884277344, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 15.78138256072998, "weight_grad_norm/transformer.h.3.ln_1.weight": 15.599883079528809, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 373.19549560546875, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 26.479198455810547, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 244.7146453857422, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 15.865797996520996, "weight_grad_norm/transformer.h.3.ln_2.weight": 14.730164527893066, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 461.1935119628906, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 25.492385864257812, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 434.82928466796875, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 15.766986846923828, "weight_grad_norm/transformer.h.4.ln_1.weight": 15.671966552734375, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 429.1090087890625, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 26.557336807250977, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 244.8657989501953, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 15.722468376159668, "weight_grad_norm/transformer.h.4.ln_2.weight": 14.905549049377441, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 460.77325439453125, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 24.70446014404297, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 429.946044921875, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 15.735456466674805, "weight_grad_norm/transformer.h.5.ln_1.weight": 15.529065132141113, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 420.5953063964844, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 26.522525787353516, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 244.9410400390625, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 15.70954704284668, "weight_grad_norm/transformer.h.5.ln_2.weight": 15.594764709472656, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 484.391845703125, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 30.405588150024414, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 474.2224426269531, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 15.719286918640137, "weight_grad_norm/transformer.h.6.ln_1.weight": 15.618080139160156, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 423.1441650390625, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 26.49150276184082, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 238.97264099121094, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 15.63322639465332, "weight_grad_norm/transformer.h.6.ln_2.weight": 14.635210037231445, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 468.0048828125, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 25.421348571777344, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 435.7790222167969, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 15.6398286819458, "weight_grad_norm/transformer.h.7.ln_1.weight": 15.429731369018555, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 417.89556884765625, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 26.508264541625977, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 239.08877563476562, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 15.60376262664795, "weight_grad_norm/transformer.h.7.ln_2.weight": 15.297236442565918, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 480.86859130859375, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 28.626235961914062, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 475.55181884765625, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 15.604207038879395, "weight_grad_norm/transformer.ln_f.weight": 15.549541473388672, "weight_grad_norm/lm_head.weight": 711.9124755859375}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_2x_0.9Mnonzero_afrac0.125/progress.json b/train_curves/csp_sweep1_2x_0.9Mnonzero_afrac0.125/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..99804e6ceb198aa880f5f38581e4bb7061cbefd2
--- /dev/null
+++ b/train_curves/csp_sweep1_2x_0.9Mnonzero_afrac0.125/progress.json
@@ -0,0 +1 @@
+{"xent": 1.4601006507873535, "test_kl": 0.0, "test_xent": 1.2745007276535034, "grad_norm": 0, "weight_sparsity": 0.8390269875526428, "L0_as_frac_of_orig_params": 5155504.5, "L0": 5155504.0, "L0_non_LN": 5144496.0, "L0_non_embed": 851888.0, "L0_non_embed_as_frac_of_orig_params": 851888.0, "param_norm": 25792.263671875, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 262144.0, "lr": 1.7974613419981285e-05, "pfrac": 0.125, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1670714.4065034145, "num_alive_neurons/c_fc/layer_0": 2048, "num_alive_neurons/c_fc/layer_1": 2046, "num_alive_neurons/c_fc/layer_2": 2047, "num_alive_neurons/c_fc/layer_3": 2048, "num_alive_neurons/c_fc/layer_4": 2046, "num_alive_neurons/c_fc/layer_5": 2047, "num_alive_neurons/c_fc/layer_6": 2045, "num_alive_neurons/c_fc/layer_7": 2047, "empirical_L0_frac/transformer.wte.weight": 0.0625, "empirical_L0_frac/transformer.wpe.weight": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.03125, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.03124237060546875, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.03124237060546875, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.031246185302734375, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.031246185302734375, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.03125, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.03124237060546875, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.03124237060546875, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.031246185302734375, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.031246185302734375, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.031238555908203125, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.031238555908203125, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.031246185302734375, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.031246185302734375, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/lm_head.weight": 0.0625, "weight_grad_norm/bigram_table": 645.1969604492188, "weight_grad_norm/transformer.wte.weight": 956.3387451171875, "weight_grad_norm/transformer.wpe.weight": 687.6925659179688, "weight_grad_norm/transformer.h.0.ln_1.weight": 22.157482147216797, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 852.70068359375, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 36.9906005859375, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 504.5140686035156, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 22.431041717529297, "weight_grad_norm/transformer.h.0.ln_2.weight": 19.862749099731445, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 992.6688232421875, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 41.634498596191406, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 984.8200073242188, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 22.381879806518555, "weight_grad_norm/transformer.h.1.ln_1.weight": 21.540586471557617, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 872.3116455078125, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 36.499595642089844, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 496.7602844238281, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 22.347518920898438, "weight_grad_norm/transformer.h.1.ln_2.weight": 19.842622756958008, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 985.2470703125, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 39.48005676269531, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 921.521484375, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 22.31092071533203, "weight_grad_norm/transformer.h.2.ln_1.weight": 21.341093063354492, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 860.7678833007812, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 35.92705154418945, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 486.16595458984375, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 22.313749313354492, "weight_grad_norm/transformer.h.2.ln_2.weight": 18.787506103515625, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 989.7177734375, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 37.942466735839844, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 899.480712890625, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 22.280349731445312, "weight_grad_norm/transformer.h.3.ln_1.weight": 21.29779052734375, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 858.0372314453125, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 35.678558349609375, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 485.85247802734375, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 22.234975814819336, "weight_grad_norm/transformer.h.3.ln_2.weight": 19.53843116760254, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 989.6123657226562, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 36.96299743652344, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 886.40478515625, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 22.239225387573242, "weight_grad_norm/transformer.h.4.ln_1.weight": 21.165319442749023, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 856.987548828125, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 35.64525604248047, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 492.62322998046875, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 22.190919876098633, "weight_grad_norm/transformer.h.4.ln_2.weight": 19.551584243774414, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 993.8642578125, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 38.37544631958008, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 901.5953979492188, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 22.1579647064209, "weight_grad_norm/transformer.h.5.ln_1.weight": 20.906558990478516, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 853.5541381835938, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 35.485626220703125, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 486.7618408203125, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 22.149456024169922, "weight_grad_norm/transformer.h.5.ln_2.weight": 19.45059585571289, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 990.1827392578125, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 37.6893310546875, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 883.43896484375, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 22.120651245117188, "weight_grad_norm/transformer.h.6.ln_1.weight": 21.250871658325195, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 857.2872314453125, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 35.5447998046875, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 482.0889892578125, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 22.061464309692383, "weight_grad_norm/transformer.h.6.ln_2.weight": 21.002906799316406, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 988.1798095703125, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 37.413368225097656, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 920.05908203125, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 22.029996871948242, "weight_grad_norm/transformer.h.7.ln_1.weight": 20.812307357788086, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 847.968994140625, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 34.893924713134766, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 487.42376708984375, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 21.91545867919922, "weight_grad_norm/transformer.h.7.ln_2.weight": 21.1076717376709, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 991.1607666015625, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 37.260719299316406, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 964.4714965820312, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 21.626829147338867, "weight_grad_norm/transformer.ln_f.weight": 21.668397903442383, "weight_grad_norm/lm_head.weight": 1014.0025634765625}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_2x_0.9Mnonzero_afrac0.250/progress.json b/train_curves/csp_sweep1_2x_0.9Mnonzero_afrac0.250/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..6cbba9d6ebd2fea1d1d035f525581d8c6c2ce131
--- /dev/null
+++ b/train_curves/csp_sweep1_2x_0.9Mnonzero_afrac0.250/progress.json
@@ -0,0 +1 @@
+{"xent": 1.3587125539779663, "test_kl": 0.0, "test_xent": 1.2134435176849365, "grad_norm": 0, "weight_sparsity": 0.839043915271759, "L0_as_frac_of_orig_params": 5154962.5, "L0": 5154962.0, "L0_non_LN": 5143954.0, "L0_non_embed": 851346.0, "L0_non_embed_as_frac_of_orig_params": 851346.0, "param_norm": 33771.3359375, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 65536.0, "lr": 2.5419942076950977e-05, "pfrac": 0.125, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 4658789.5743416585, "num_alive_neurons/c_fc/layer_0": 2026, "num_alive_neurons/c_fc/layer_1": 2030, "num_alive_neurons/c_fc/layer_2": 2044, "num_alive_neurons/c_fc/layer_3": 2038, "num_alive_neurons/c_fc/layer_4": 2039, "num_alive_neurons/c_fc/layer_5": 2040, "num_alive_neurons/c_fc/layer_6": 2043, "num_alive_neurons/c_fc/layer_7": 2047, "empirical_L0_frac/transformer.wte.weight": 0.0625, "empirical_L0_frac/transformer.wpe.weight": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.03116607666015625, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.03116607666015625, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.03117847442626953, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.03117847442626953, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.0312347412109375, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.0312347412109375, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.03121185302734375, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.031212806701660156, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.031215667724609375, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.031215667724609375, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.031219482421875, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.031219482421875, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.031230926513671875, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.031230926513671875, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.03124523162841797, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.031246185302734375, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/lm_head.weight": 0.0625, "weight_grad_norm/bigram_table": 635.2901000976562, "weight_grad_norm/transformer.wte.weight": 949.9976806640625, "weight_grad_norm/transformer.wpe.weight": 686.3718872070312, "weight_grad_norm/transformer.h.0.ln_1.weight": 22.272890090942383, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 850.19921875, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 37.6042366027832, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 503.7651062011719, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 22.449691772460938, "weight_grad_norm/transformer.h.0.ln_2.weight": 19.990585327148438, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 1000.681640625, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 43.620033264160156, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 995.8305053710938, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 22.52179718017578, "weight_grad_norm/transformer.h.1.ln_1.weight": 21.89441680908203, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 871.0881958007812, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 37.22447967529297, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 502.61248779296875, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 22.337852478027344, "weight_grad_norm/transformer.h.1.ln_2.weight": 21.08988380432129, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 990.0814819335938, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 39.452877044677734, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 942.4717407226562, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 22.355932235717773, "weight_grad_norm/transformer.h.2.ln_1.weight": 19.817991256713867, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 867.0642700195312, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 36.44551467895508, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 496.0416259765625, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 22.322769165039062, "weight_grad_norm/transformer.h.2.ln_2.weight": 19.5537052154541, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 995.9037475585938, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 40.58701705932617, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 942.2386474609375, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 22.330774307250977, "weight_grad_norm/transformer.h.3.ln_1.weight": 20.230710983276367, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 860.874755859375, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 36.477378845214844, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 492.455078125, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 22.28582763671875, "weight_grad_norm/transformer.h.3.ln_2.weight": 19.780933380126953, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 999.0042724609375, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 40.1986083984375, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 930.965087890625, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 22.263992309570312, "weight_grad_norm/transformer.h.4.ln_1.weight": 21.10165786743164, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 862.0623168945312, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 36.072418212890625, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 482.1710205078125, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 22.18450927734375, "weight_grad_norm/transformer.h.4.ln_2.weight": 18.10477638244629, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 994.7011108398438, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 36.960792541503906, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 919.5028686523438, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 22.2050838470459, "weight_grad_norm/transformer.h.5.ln_1.weight": 20.35236930847168, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 850.9298095703125, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 35.624481201171875, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 482.12255859375, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 22.1191463470459, "weight_grad_norm/transformer.h.5.ln_2.weight": 18.51302719116211, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 994.8076782226562, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 36.989707946777344, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 925.8772583007812, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 22.14668083190918, "weight_grad_norm/transformer.h.6.ln_1.weight": 19.678834915161133, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 861.7666625976562, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 35.5510139465332, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 490.0501708984375, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 22.055234909057617, "weight_grad_norm/transformer.h.6.ln_2.weight": 19.073890686035156, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 997.2783813476562, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 37.4771614074707, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 916.2268676757812, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 22.084501266479492, "weight_grad_norm/transformer.h.7.ln_1.weight": 19.992977142333984, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 851.363037109375, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 34.862335205078125, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 489.16705322265625, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 21.990188598632812, "weight_grad_norm/transformer.h.7.ln_2.weight": 18.784273147583008, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 1001.1618041992188, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 38.60285568237305, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 982.2479858398438, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 21.76433563232422, "weight_grad_norm/transformer.ln_f.weight": 21.57285499572754, "weight_grad_norm/lm_head.weight": 1013.9871215820312}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_2x_0.9Mnonzero_afrac1.000/progress.json b/train_curves/csp_sweep1_2x_0.9Mnonzero_afrac1.000/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..a6af8c2b748df2c4ce028b8350e517b5cb499b9e
--- /dev/null
+++ b/train_curves/csp_sweep1_2x_0.9Mnonzero_afrac1.000/progress.json
@@ -0,0 +1 @@
+{"xent": 1.3244019746780396, "test_kl": 0.0, "test_xent": 1.1477468013763428, "grad_norm": 0, "weight_sparsity": 0.8390316963195801, "L0_as_frac_of_orig_params": 5155354.0, "L0": 5155354.0, "L0_non_LN": 5144346.0, "L0_non_embed": 851738.0, "L0_non_embed_as_frac_of_orig_params": 851738.0, "param_norm": 32728.296875, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 8192.0, "lr": 2.5419942076950977e-05, "pfrac": 0.125, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 2487276.7343449523, "num_alive_neurons/c_fc/layer_0": 2046, "num_alive_neurons/c_fc/layer_1": 2040, "num_alive_neurons/c_fc/layer_2": 2048, "num_alive_neurons/c_fc/layer_3": 2048, "num_alive_neurons/c_fc/layer_4": 2048, "num_alive_neurons/c_fc/layer_5": 2038, "num_alive_neurons/c_fc/layer_6": 2041, "num_alive_neurons/c_fc/layer_7": 2042, "empirical_L0_frac/transformer.wte.weight": 0.0625, "empirical_L0_frac/transformer.wpe.weight": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.03124237060546875, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.031246185302734375, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.031219482421875, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.0312347412109375, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.03125, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.03125, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.03125, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.03121185302734375, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.031220436096191406, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.031223297119140625, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.031223297119140625, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.03122711181640625, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.03123188018798828, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/lm_head.weight": 0.0625, "weight_grad_norm/bigram_table": 620.3571166992188, "weight_grad_norm/transformer.wte.weight": 971.6207885742188, "weight_grad_norm/transformer.wpe.weight": 695.95654296875, "weight_grad_norm/transformer.h.0.ln_1.weight": 22.372211456298828, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 870.984375, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 38.61178207397461, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 510.16485595703125, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 22.567203521728516, "weight_grad_norm/transformer.h.0.ln_2.weight": 21.431947708129883, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 1006.65869140625, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 43.224456787109375, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 1009.58935546875, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 22.553377151489258, "weight_grad_norm/transformer.h.1.ln_1.weight": 21.063583374023438, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 869.0492553710938, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 38.323333740234375, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 508.5119323730469, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 22.543306350708008, "weight_grad_norm/transformer.h.1.ln_2.weight": 18.638818740844727, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 1007.6241455078125, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 41.70070266723633, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 1016.261474609375, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 22.536672592163086, "weight_grad_norm/transformer.h.2.ln_1.weight": 20.495800018310547, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 873.8148193359375, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 38.24568557739258, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 507.0171813964844, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 22.526485443115234, "weight_grad_norm/transformer.h.2.ln_2.weight": 20.569747924804688, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 1008.3433837890625, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 42.99382019042969, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 1000.7490234375, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 22.522972106933594, "weight_grad_norm/transformer.h.3.ln_1.weight": 20.833356857299805, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 877.0222778320312, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 38.13021469116211, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 506.9484558105469, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 22.495563507080078, "weight_grad_norm/transformer.h.3.ln_2.weight": 20.844558715820312, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 1007.2327880859375, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 43.1126708984375, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 998.6680908203125, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 22.490184783935547, "weight_grad_norm/transformer.h.4.ln_1.weight": 20.520301818847656, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 875.88427734375, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 37.99102020263672, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 505.76922607421875, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 22.45270538330078, "weight_grad_norm/transformer.h.4.ln_2.weight": 21.7113094329834, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 1010.3408813476562, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 43.10970687866211, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 997.6259765625, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 22.4287052154541, "weight_grad_norm/transformer.h.5.ln_1.weight": 20.95618438720703, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 871.0554809570312, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 37.46384048461914, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 505.079833984375, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 22.374834060668945, "weight_grad_norm/transformer.h.5.ln_2.weight": 18.047286987304688, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 1006.673583984375, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 37.96818923950195, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 1002.42919921875, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 22.327877044677734, "weight_grad_norm/transformer.h.6.ln_1.weight": 20.84913444519043, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 858.6924438476562, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 36.924537658691406, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 501.3756103515625, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 22.282180786132812, "weight_grad_norm/transformer.h.6.ln_2.weight": 16.85167694091797, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 1003.6275634765625, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 36.0363883972168, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 996.2564086914062, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 22.243221282958984, "weight_grad_norm/transformer.h.7.ln_1.weight": 20.195621490478516, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 854.8135986328125, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 36.5724983215332, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 501.76708984375, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 22.207172393798828, "weight_grad_norm/transformer.h.7.ln_2.weight": 19.164325714111328, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 1009.2781982421875, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 38.90870666503906, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 1007.0953369140625, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 22.1252498626709, "weight_grad_norm/transformer.ln_f.weight": 21.453161239624023, "weight_grad_norm/lm_head.weight": 1014.6964721679688}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_2x_14.8Mnonzero_afrac0.500/progress.json b/train_curves/csp_sweep1_2x_14.8Mnonzero_afrac0.500/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..13aeb182b23f409ce1167131241022d141f7262c
--- /dev/null
+++ b/train_curves/csp_sweep1_2x_14.8Mnonzero_afrac0.500/progress.json
@@ -0,0 +1 @@
+{"xent": 1.1584824323654175, "test_kl": 0.0, "test_xent": 1.0104676485061646, "grad_norm": 0, "weight_sparsity": 0.40517640113830566, "L0_as_frac_of_orig_params": 19050496.0, "L0": 19050496.0, "L0_non_LN": 19004928.0, "L0_non_embed": 13631488.0, "L0_non_embed_as_frac_of_orig_params": 13631488.0, "param_norm": 12047.88671875, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 1048576.0, "lr": 4.493653354995321e-06, "pfrac": 2, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 783081.7667670135, "num_alive_neurons/c_fc/layer_0": 2048, "num_alive_neurons/c_fc/layer_1": 2048, "num_alive_neurons/c_fc/layer_2": 2048, "num_alive_neurons/c_fc/layer_3": 2048, "num_alive_neurons/c_fc/layer_4": 2048, "num_alive_neurons/c_fc/layer_5": 2048, "num_alive_neurons/c_fc/layer_6": 2048, "num_alive_neurons/c_fc/layer_7": 2048, "empirical_L0_frac/transformer.wte.weight": 1.0, "empirical_L0_frac/transformer.wpe.weight": 0.2490234375, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.5, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.5, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.5, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.5, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.5, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 1.0, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 1.0, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.5, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 1.0, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.5, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 1.0, "empirical_L0_frac/lm_head.weight": 1.0, "weight_grad_norm/bigram_table": 596.0660400390625, "weight_grad_norm/transformer.wte.weight": 857.612548828125, "weight_grad_norm/transformer.wpe.weight": 632.5027465820312, "weight_grad_norm/transformer.h.0.ln_1.weight": 22.2569637298584, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 780.6008911132812, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 37.69469451904297, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 488.7168273925781, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 22.301593780517578, "weight_grad_norm/transformer.h.0.ln_2.weight": 21.659072875976562, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 874.0331420898438, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 41.124778747558594, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 972.4757080078125, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 22.216867446899414, "weight_grad_norm/transformer.h.1.ln_1.weight": 22.136356353759766, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 838.1260986328125, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 37.277069091796875, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 465.0374755859375, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 22.195554733276367, "weight_grad_norm/transformer.h.1.ln_2.weight": 21.46017837524414, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 857.8377075195312, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 39.81755828857422, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 832.217529296875, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 22.172225952148438, "weight_grad_norm/transformer.h.2.ln_1.weight": 21.614652633666992, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 838.7827758789062, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 37.18807601928711, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 477.9841003417969, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 22.1463680267334, "weight_grad_norm/transformer.h.2.ln_2.weight": 21.190326690673828, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 873.60498046875, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 38.25379943847656, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 787.1219482421875, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 22.10066032409668, "weight_grad_norm/transformer.h.3.ln_1.weight": 21.587188720703125, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 821.3331909179688, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 36.9849853515625, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 468.60284423828125, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 22.02492904663086, "weight_grad_norm/transformer.h.3.ln_2.weight": 21.280717849731445, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 889.3796997070312, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 38.83140563964844, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 803.3487548828125, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 22.021448135375977, "weight_grad_norm/transformer.h.4.ln_1.weight": 22.009159088134766, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 831.9562377929688, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 36.85517883300781, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 466.2535400390625, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 21.87830352783203, "weight_grad_norm/transformer.h.4.ln_2.weight": 20.600080490112305, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 888.943115234375, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 36.14839553833008, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 825.6785278320312, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 21.890369415283203, "weight_grad_norm/transformer.h.5.ln_1.weight": 21.656574249267578, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 824.2763671875, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 36.918983459472656, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 453.8883361816406, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 21.781408309936523, "weight_grad_norm/transformer.h.5.ln_2.weight": 19.21173095703125, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 882.160400390625, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 31.7017765045166, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 798.3140258789062, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 21.760072708129883, "weight_grad_norm/transformer.h.6.ln_1.weight": 21.615516662597656, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 811.9409790039062, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 36.50267028808594, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 457.299560546875, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 21.707687377929688, "weight_grad_norm/transformer.h.6.ln_2.weight": 19.549057006835938, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 888.9972534179688, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 33.542327880859375, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 804.6181640625, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 21.706653594970703, "weight_grad_norm/transformer.h.7.ln_1.weight": 20.98246192932129, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 814.8982543945312, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 36.32158660888672, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 443.384521484375, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 21.689071655273438, "weight_grad_norm/transformer.h.7.ln_2.weight": 21.154970169067383, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 928.6229248046875, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 39.930137634277344, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 913.572265625, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 21.64066505432129, "weight_grad_norm/transformer.ln_f.weight": 21.92345428466797, "weight_grad_norm/lm_head.weight": 989.1935424804688}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_2x_3.7Mnonzero_afrac0.062/progress.json b/train_curves/csp_sweep1_2x_3.7Mnonzero_afrac0.062/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..1e949a3804ab002f630bf09a0ebd1167f23e8081
--- /dev/null
+++ b/train_curves/csp_sweep1_2x_3.7Mnonzero_afrac0.062/progress.json
@@ -0,0 +1 @@
+{"xent": 1.4112521409988403, "test_kl": 0.0, "test_xent": 1.2314437627792358, "grad_norm": 0, "weight_sparsity": 0.7498767375946045, "L0_as_frac_of_orig_params": 8010731.5, "L0": 8010732.0, "L0_non_LN": 7992812.0, "L0_non_embed": 3405804.0, "L0_non_embed_as_frac_of_orig_params": 3405804.0, "param_norm": 13442.8994140625, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 262144.0, "lr": 6.354985519237744e-06, "pfrac": 0.5, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1531100.2222492723, "num_alive_neurons/c_fc/layer_0": 1822, "num_alive_neurons/c_fc/layer_1": 2019, "num_alive_neurons/c_fc/layer_2": 2045, "num_alive_neurons/c_fc/layer_3": 2048, "num_alive_neurons/c_fc/layer_4": 2048, "num_alive_neurons/c_fc/layer_5": 2048, "num_alive_neurons/c_fc/layer_6": 2048, "num_alive_neurons/c_fc/layer_7": 2048, "empirical_L0_frac/transformer.wte.weight": 0.25, "empirical_L0_frac/transformer.wpe.weight": 0.2490234375, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.12413501739501953, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.12413501739501953, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.12488079071044922, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.12489891052246094, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.1249856948852539, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.12499237060546875, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.25, "empirical_L0_frac/lm_head.weight": 0.25, "weight_grad_norm/bigram_table": 638.5802001953125, "weight_grad_norm/transformer.wte.weight": 948.2999877929688, "weight_grad_norm/transformer.wpe.weight": 684.020263671875, "weight_grad_norm/transformer.h.0.ln_1.weight": 22.148754119873047, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 828.05322265625, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 37.31121063232422, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 494.0271301269531, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 22.34499740600586, "weight_grad_norm/transformer.h.0.ln_2.weight": 20.893840789794922, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 721.62841796875, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 41.57302474975586, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 810.2233276367188, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 22.449548721313477, "weight_grad_norm/transformer.h.1.ln_1.weight": 22.08512306213379, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 846.9251708984375, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 37.30524826049805, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 493.3561706542969, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 22.44618034362793, "weight_grad_norm/transformer.h.1.ln_2.weight": 21.552003860473633, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 958.0101318359375, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 39.72945022583008, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 946.6362915039062, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 22.385887145996094, "weight_grad_norm/transformer.h.2.ln_1.weight": 21.61937713623047, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 845.0999755859375, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 35.53325271606445, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 468.62939453125, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 22.273908615112305, "weight_grad_norm/transformer.h.2.ln_2.weight": 20.87189483642578, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 952.8427734375, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 38.71113204956055, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 780.9879150390625, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 22.304786682128906, "weight_grad_norm/transformer.h.3.ln_1.weight": 21.463417053222656, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 839.97021484375, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 35.697021484375, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 482.5428466796875, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 22.31085777282715, "weight_grad_norm/transformer.h.3.ln_2.weight": 21.79079246520996, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 961.0757446289062, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 39.2132568359375, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 772.1079711914062, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 22.360794067382812, "weight_grad_norm/transformer.h.4.ln_1.weight": 21.651586532592773, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 843.3920288085938, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 35.72273254394531, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 472.304931640625, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 22.241044998168945, "weight_grad_norm/transformer.h.4.ln_2.weight": 21.99277114868164, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 960.2747192382812, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 39.33070373535156, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 773.84228515625, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 22.250385284423828, "weight_grad_norm/transformer.h.5.ln_1.weight": 21.87420654296875, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 842.0330810546875, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 36.0932502746582, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 465.0998840332031, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 22.210874557495117, "weight_grad_norm/transformer.h.5.ln_2.weight": 20.94171142578125, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 956.0499877929688, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 37.79981994628906, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 739.990478515625, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 22.15369987487793, "weight_grad_norm/transformer.h.6.ln_1.weight": 21.643095016479492, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 828.8712158203125, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 35.403507232666016, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 463.68487548828125, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 22.14894676208496, "weight_grad_norm/transformer.h.6.ln_2.weight": 21.062490463256836, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 954.4981079101562, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 36.72167205810547, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 822.6890258789062, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 22.014053344726562, "weight_grad_norm/transformer.h.7.ln_1.weight": 21.440570831298828, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 828.7693481445312, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 34.82408142089844, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 474.3659362792969, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 22.112464904785156, "weight_grad_norm/transformer.h.7.ln_2.weight": 21.510250091552734, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 966.5966796875, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 37.80986022949219, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 899.13720703125, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 21.956302642822266, "weight_grad_norm/transformer.ln_f.weight": 21.91937828063965, "weight_grad_norm/lm_head.weight": 1006.8008422851562}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_2x_3.7Mnonzero_afrac0.250/progress.json b/train_curves/csp_sweep1_2x_3.7Mnonzero_afrac0.250/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..cf6197ec16681425f178e7f820e76fccb0b00789
--- /dev/null
+++ b/train_curves/csp_sweep1_2x_3.7Mnonzero_afrac0.250/progress.json
@@ -0,0 +1 @@
+{"xent": 1.2705988883972168, "test_kl": 0.0, "test_xent": 1.1072875261306763, "grad_norm": 0, "weight_sparsity": 0.7498131990432739, "L0_as_frac_of_orig_params": 8012766.5, "L0": 8012766.0, "L0_non_LN": 7994846.0, "L0_non_embed": 3407838.0, "L0_non_embed_as_frac_of_orig_params": 3407838.0, "param_norm": 23587.611328125, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 524288.0, "lr": 1.2709971038475488e-05, "pfrac": 0.5, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 838919.136750901, "num_alive_neurons/c_fc/layer_0": 2048, "num_alive_neurons/c_fc/layer_1": 2048, "num_alive_neurons/c_fc/layer_2": 2046, "num_alive_neurons/c_fc/layer_3": 2048, "num_alive_neurons/c_fc/layer_4": 2047, "num_alive_neurons/c_fc/layer_5": 2048, "num_alive_neurons/c_fc/layer_6": 2047, "num_alive_neurons/c_fc/layer_7": 2048, "empirical_L0_frac/transformer.wte.weight": 0.25, "empirical_L0_frac/transformer.wpe.weight": 0.2490234375, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.12499809265136719, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.12499237060546875, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.12499237060546875, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.12499618530273438, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.12499618530273438, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.12499618530273438, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.12499618530273438, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.25, "empirical_L0_frac/lm_head.weight": 0.25, "weight_grad_norm/bigram_table": 614.63232421875, "weight_grad_norm/transformer.wte.weight": 897.8056030273438, "weight_grad_norm/transformer.wpe.weight": 651.39892578125, "weight_grad_norm/transformer.h.0.ln_1.weight": 22.207691192626953, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 813.5435791015625, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 37.00328063964844, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 496.2463684082031, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 22.335866928100586, "weight_grad_norm/transformer.h.0.ln_2.weight": 21.139060974121094, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 958.0487670898438, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 41.52743911743164, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 978.4486083984375, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 22.275327682495117, "weight_grad_norm/transformer.h.1.ln_1.weight": 21.777681350708008, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 849.4928588867188, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 36.306678771972656, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 492.6075439453125, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 22.127826690673828, "weight_grad_norm/transformer.h.1.ln_2.weight": 20.282745361328125, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 934.1914672851562, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 38.26622009277344, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 874.3277587890625, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 22.147172927856445, "weight_grad_norm/transformer.h.2.ln_1.weight": 21.364856719970703, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 843.8895263671875, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 35.98215866088867, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 487.50091552734375, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 22.134172439575195, "weight_grad_norm/transformer.h.2.ln_2.weight": 19.1799373626709, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 949.8094482421875, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 37.675506591796875, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 835.4174194335938, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 22.08561897277832, "weight_grad_norm/transformer.h.3.ln_1.weight": 20.99049949645996, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 832.0233154296875, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 35.79879379272461, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 492.6400146484375, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 22.073705673217773, "weight_grad_norm/transformer.h.3.ln_2.weight": 19.48690414428711, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 960.164306640625, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 36.569583892822266, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 795.9970703125, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 22.041648864746094, "weight_grad_norm/transformer.h.4.ln_1.weight": 21.056943893432617, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 840.0823364257812, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 35.618446350097656, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 480.717529296875, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 22.001314163208008, "weight_grad_norm/transformer.h.4.ln_2.weight": 20.5174617767334, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 969.9775390625, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 38.826133728027344, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 877.4696655273438, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 21.971487045288086, "weight_grad_norm/transformer.h.5.ln_1.weight": 21.3226318359375, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 837.2639770507812, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 35.91908645629883, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 446.18414306640625, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 21.853544235229492, "weight_grad_norm/transformer.h.5.ln_2.weight": 18.99545669555664, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 956.7703247070312, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 32.164649963378906, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 788.7276611328125, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 21.805843353271484, "weight_grad_norm/transformer.h.6.ln_1.weight": 20.914897918701172, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 821.7989501953125, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 35.24732971191406, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 449.16131591796875, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 21.762285232543945, "weight_grad_norm/transformer.h.6.ln_2.weight": 18.216943740844727, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 952.729248046875, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 33.047454833984375, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 902.6578979492188, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 21.757238388061523, "weight_grad_norm/transformer.h.7.ln_1.weight": 20.650970458984375, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 824.6463012695312, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 34.74137878417969, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 466.0882568359375, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 21.36219596862793, "weight_grad_norm/transformer.h.7.ln_2.weight": 19.22893714904785, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 972.8681640625, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 36.752445220947266, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 944.25927734375, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 21.34151268005371, "weight_grad_norm/transformer.ln_f.weight": 21.827451705932617, "weight_grad_norm/lm_head.weight": 1001.7374877929688}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_2x_3.7Mnonzero_afrac1.000/progress.json b/train_curves/csp_sweep1_2x_3.7Mnonzero_afrac1.000/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..c225e17a761c380457886362cb3437b2d5092634
--- /dev/null
+++ b/train_curves/csp_sweep1_2x_3.7Mnonzero_afrac1.000/progress.json
@@ -0,0 +1 @@
+{"xent": 1.1909570693969727, "test_kl": 0.0, "test_xent": 1.030092477798462, "grad_norm": 0, "weight_sparsity": 0.7498131394386292, "L0_as_frac_of_orig_params": 8012768.5, "L0": 8012769.0, "L0_non_LN": 7994849.0, "L0_non_embed": 3407841.0, "L0_non_embed_as_frac_of_orig_params": 3407841.0, "param_norm": 31042.705078125, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 131072.0, "lr": 1.7974613419981285e-05, "pfrac": 0.5, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1485023.734036735, "num_alive_neurons/c_fc/layer_0": 2048, "num_alive_neurons/c_fc/layer_1": 2047, "num_alive_neurons/c_fc/layer_2": 2048, "num_alive_neurons/c_fc/layer_3": 2048, "num_alive_neurons/c_fc/layer_4": 2048, "num_alive_neurons/c_fc/layer_5": 2046, "num_alive_neurons/c_fc/layer_6": 2048, "num_alive_neurons/c_fc/layer_7": 2047, "empirical_L0_frac/transformer.wte.weight": 0.25, "empirical_L0_frac/transformer.wpe.weight": 0.2490234375, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.12499618530273438, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.12499713897705078, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.12499237060546875, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.12499237060546875, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.12499618530273438, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.12499618530273438, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.25, "empirical_L0_frac/lm_head.weight": 0.25, "weight_grad_norm/bigram_table": 599.6707763671875, "weight_grad_norm/transformer.wte.weight": 920.96533203125, "weight_grad_norm/transformer.wpe.weight": 667.1038208007812, "weight_grad_norm/transformer.h.0.ln_1.weight": 22.363554000854492, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 840.4411010742188, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 38.3253173828125, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 506.9391784667969, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 22.460927963256836, "weight_grad_norm/transformer.h.0.ln_2.weight": 21.521469116210938, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 961.4009399414062, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 41.51109313964844, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 1001.96533203125, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 22.42510414123535, "weight_grad_norm/transformer.h.1.ln_1.weight": 21.769929885864258, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 843.332275390625, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 37.941375732421875, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 505.7518615722656, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 22.415889739990234, "weight_grad_norm/transformer.h.1.ln_2.weight": 19.288188934326172, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 970.54638671875, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 38.42658615112305, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 998.6498413085938, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 22.382177352905273, "weight_grad_norm/transformer.h.2.ln_1.weight": 21.380157470703125, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 858.6406860351562, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 37.99447250366211, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 503.5365905761719, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 22.379924774169922, "weight_grad_norm/transformer.h.2.ln_2.weight": 20.271339416503906, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 977.3969116210938, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 41.18238830566406, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 968.2808227539062, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 22.36005210876465, "weight_grad_norm/transformer.h.3.ln_1.weight": 21.73557472229004, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 859.9107055664062, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 37.8001708984375, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 501.07891845703125, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 22.2756290435791, "weight_grad_norm/transformer.h.3.ln_2.weight": 21.419998168945312, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 982.9699096679688, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 42.503204345703125, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 963.4898681640625, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 22.240947723388672, "weight_grad_norm/transformer.h.4.ln_1.weight": 21.70627784729004, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 854.1983032226562, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 37.26795196533203, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 495.1292724609375, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 22.100988388061523, "weight_grad_norm/transformer.h.4.ln_2.weight": 20.02973175048828, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 978.3893432617188, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 39.0593376159668, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 967.9016723632812, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 22.023107528686523, "weight_grad_norm/transformer.h.5.ln_1.weight": 21.57083511352539, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 852.2156372070312, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 36.96895980834961, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 484.94415283203125, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 21.87502670288086, "weight_grad_norm/transformer.h.5.ln_2.weight": 17.69462013244629, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 969.5992431640625, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 32.59052276611328, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 969.060302734375, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 21.760517120361328, "weight_grad_norm/transformer.h.6.ln_1.weight": 21.31704330444336, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 836.0439453125, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 36.4381103515625, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 479.77960205078125, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 21.591920852661133, "weight_grad_norm/transformer.h.6.ln_2.weight": 17.335968017578125, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 970.3370361328125, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 31.605209350585938, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 961.6719970703125, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 21.51519012451172, "weight_grad_norm/transformer.h.7.ln_1.weight": 20.983060836791992, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 832.28466796875, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 36.06770324707031, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 483.3543395996094, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 21.43851661682129, "weight_grad_norm/transformer.h.7.ln_2.weight": 18.051034927368164, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 983.1437377929688, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 33.060264587402344, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 985.8743896484375, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 21.331274032592773, "weight_grad_norm/transformer.ln_f.weight": 21.789134979248047, "weight_grad_norm/lm_head.weight": 1002.9114990234375}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_2x_7.4Mnonzero_afrac0.125/progress.json b/train_curves/csp_sweep1_2x_7.4Mnonzero_afrac0.125/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..ddee62b6bd4ad18da9f6393b7a66a3fdf5b83686
--- /dev/null
+++ b/train_curves/csp_sweep1_2x_7.4Mnonzero_afrac0.125/progress.json
@@ -0,0 +1 @@
+{"xent": 1.2884165048599243, "test_kl": 0.0, "test_xent": 1.1236907243728638, "grad_norm": 0, "weight_sparsity": 0.6349339485168457, "L0_as_frac_of_orig_params": 11692020.0, "L0": 11692020.0, "L0_non_LN": 11664884.0, "L0_non_embed": 6815732.0, "L0_non_embed_as_frac_of_orig_params": 6815732.0, "param_norm": 20477.611328125, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 524288.0, "lr": 8.987306709990642e-06, "pfrac": 1, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 856281.5759889618, "num_alive_neurons/c_fc/layer_0": 2048, "num_alive_neurons/c_fc/layer_1": 2046, "num_alive_neurons/c_fc/layer_2": 2048, "num_alive_neurons/c_fc/layer_3": 2048, "num_alive_neurons/c_fc/layer_4": 2048, "num_alive_neurons/c_fc/layer_5": 2048, "num_alive_neurons/c_fc/layer_6": 2048, "num_alive_neurons/c_fc/layer_7": 2048, "empirical_L0_frac/transformer.wte.weight": 0.5, "empirical_L0_frac/transformer.wpe.weight": 0.2490234375, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.24999237060546875, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.24999618530273438, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.5, "empirical_L0_frac/lm_head.weight": 0.5, "weight_grad_norm/bigram_table": 617.5496215820312, "weight_grad_norm/transformer.wte.weight": 910.3619384765625, "weight_grad_norm/transformer.wpe.weight": 666.2374267578125, "weight_grad_norm/transformer.h.0.ln_1.weight": 22.3105411529541, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 819.7339477539062, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 37.062320709228516, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 496.28204345703125, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 22.285104751586914, "weight_grad_norm/transformer.h.0.ln_2.weight": 20.11821746826172, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 893.810302734375, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 39.33584976196289, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 937.9638061523438, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 22.311874389648438, "weight_grad_norm/transformer.h.1.ln_1.weight": 21.98046875, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 818.135009765625, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 35.308013916015625, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 455.5974426269531, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 22.145418167114258, "weight_grad_norm/transformer.h.1.ln_2.weight": 20.990806579589844, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 907.2308349609375, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 38.870079040527344, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 771.052978515625, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 22.13597869873047, "weight_grad_norm/transformer.h.2.ln_1.weight": 21.748109817504883, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 824.0670776367188, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 35.211631774902344, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 452.4603576660156, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 22.039274215698242, "weight_grad_norm/transformer.h.2.ln_2.weight": 20.66645622253418, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 910.7086791992188, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 37.663883209228516, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 784.173583984375, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 22.052106857299805, "weight_grad_norm/transformer.h.3.ln_1.weight": 21.884374618530273, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 811.5983276367188, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 35.436607360839844, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 431.0864562988281, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 21.963903427124023, "weight_grad_norm/transformer.h.3.ln_2.weight": 19.339059829711914, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 908.171875, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 32.65324401855469, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 682.3453979492188, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 21.964736938476562, "weight_grad_norm/transformer.h.4.ln_1.weight": 21.689382553100586, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 819.96240234375, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 35.163902282714844, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 471.2797546386719, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 21.8891658782959, "weight_grad_norm/transformer.h.4.ln_2.weight": 18.695920944213867, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 905.1886596679688, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 32.400691986083984, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 678.6612548828125, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 21.79855728149414, "weight_grad_norm/transformer.h.5.ln_1.weight": 20.7655029296875, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 822.7611083984375, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 35.15574264526367, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 458.94195556640625, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 21.861421585083008, "weight_grad_norm/transformer.h.5.ln_2.weight": 19.18952178955078, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 912.9996337890625, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 35.343502044677734, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 702.5784912109375, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 21.770057678222656, "weight_grad_norm/transformer.h.6.ln_1.weight": 21.451431274414062, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 821.897216796875, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 35.19200897216797, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 437.71893310546875, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 21.59550666809082, "weight_grad_norm/transformer.h.6.ln_2.weight": 20.23934555053711, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 920.96435546875, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 37.921142578125, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 800.9099731445312, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 21.585180282592773, "weight_grad_norm/transformer.h.7.ln_1.weight": 21.499231338500977, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 811.7583618164062, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 34.73326110839844, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 440.65484619140625, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 21.52122688293457, "weight_grad_norm/transformer.h.7.ln_2.weight": 20.08803939819336, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 937.04150390625, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 37.01227951049805, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 872.7117919921875, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 21.39073371887207, "weight_grad_norm/transformer.ln_f.weight": 22.132678985595703, "weight_grad_norm/lm_head.weight": 995.4867553710938}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_2x_7.4Mnonzero_afrac1.000/progress.json b/train_curves/csp_sweep1_2x_7.4Mnonzero_afrac1.000/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..0b341ff430463b25baadbbefed5cb4d7d862994e
--- /dev/null
+++ b/train_curves/csp_sweep1_2x_7.4Mnonzero_afrac1.000/progress.json
@@ -0,0 +1 @@
+{"xent": 1.1313636302947998, "test_kl": 0.0, "test_xent": 0.9875255823135376, "grad_norm": 0, "weight_sparsity": 0.634933590888977, "L0_as_frac_of_orig_params": 11692032.0, "L0": 11692032.0, "L0_non_LN": 11664896.0, "L0_non_embed": 6815744.0, "L0_non_embed_as_frac_of_orig_params": 6815744.0, "param_norm": 13941.146484375, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 1048576.0, "lr": 6.354985519237744e-06, "pfrac": 1, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1489112.3863505004, "num_alive_neurons/c_fc/layer_0": 2048, "num_alive_neurons/c_fc/layer_1": 2048, "num_alive_neurons/c_fc/layer_2": 2048, "num_alive_neurons/c_fc/layer_3": 2048, "num_alive_neurons/c_fc/layer_4": 2048, "num_alive_neurons/c_fc/layer_5": 2048, "num_alive_neurons/c_fc/layer_6": 2048, "num_alive_neurons/c_fc/layer_7": 2048, "empirical_L0_frac/transformer.wte.weight": 0.5, "empirical_L0_frac/transformer.wpe.weight": 0.2490234375, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.5, "empirical_L0_frac/lm_head.weight": 0.5, "weight_grad_norm/bigram_table": 589.0577392578125, "weight_grad_norm/transformer.wte.weight": 935.0545654296875, "weight_grad_norm/transformer.wpe.weight": 678.5581665039062, "weight_grad_norm/transformer.h.0.ln_1.weight": 22.44182586669922, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 834.9824829101562, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 38.73784637451172, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 497.4264221191406, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 22.540996551513672, "weight_grad_norm/transformer.h.0.ln_2.weight": 21.440208435058594, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 970.4381103515625, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 42.7007942199707, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 1006.6653442382812, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 22.47020721435547, "weight_grad_norm/transformer.h.1.ln_1.weight": 21.761274337768555, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 854.2061767578125, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 38.26113510131836, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 504.7391662597656, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 22.462879180908203, "weight_grad_norm/transformer.h.1.ln_2.weight": 20.96275520324707, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 962.0535278320312, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 40.8512077331543, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 1004.5929565429688, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 22.445430755615234, "weight_grad_norm/transformer.h.2.ln_1.weight": 21.196800231933594, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 862.1831665039062, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 38.259620666503906, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 498.8385925292969, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 22.412553787231445, "weight_grad_norm/transformer.h.2.ln_2.weight": 21.36627197265625, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 961.0447387695312, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 42.19366455078125, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 950.7005615234375, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 22.386812210083008, "weight_grad_norm/transformer.h.3.ln_1.weight": 21.13729476928711, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 861.5333251953125, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 38.04973220825195, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 496.3038024902344, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 22.32334327697754, "weight_grad_norm/transformer.h.3.ln_2.weight": 22.02667808532715, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 961.1797485351562, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 42.48276901245117, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 941.2005615234375, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 22.28866195678711, "weight_grad_norm/transformer.h.4.ln_1.weight": 21.408557891845703, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 860.2333984375, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 37.722713470458984, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 491.36016845703125, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 22.187902450561523, "weight_grad_norm/transformer.h.4.ln_2.weight": 21.710712432861328, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 966.0344848632812, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 42.20994186401367, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 944.6094970703125, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 22.125686645507812, "weight_grad_norm/transformer.h.5.ln_1.weight": 21.564668655395508, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 854.9672241210938, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 37.41424560546875, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 484.0247497558594, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 22.007787704467773, "weight_grad_norm/transformer.h.5.ln_2.weight": 19.538330078125, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 956.991943359375, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 36.737178802490234, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 951.7689819335938, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 21.86478042602539, "weight_grad_norm/transformer.h.6.ln_1.weight": 21.51272964477539, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 841.1185913085938, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 36.95076370239258, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 469.1946105957031, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 21.726144790649414, "weight_grad_norm/transformer.h.6.ln_2.weight": 19.07347297668457, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 954.5217895507812, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 34.49188232421875, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 944.2636108398438, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 21.619142532348633, "weight_grad_norm/transformer.h.7.ln_1.weight": 20.96394920349121, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 827.9505615234375, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 36.18968963623047, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 475.21368408203125, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 21.51028823852539, "weight_grad_norm/transformer.h.7.ln_2.weight": 19.865673065185547, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 969.4743041992188, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 35.46732711791992, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 972.2692260742188, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 21.409223556518555, "weight_grad_norm/transformer.ln_f.weight": 21.764976501464844, "weight_grad_norm/lm_head.weight": 996.5982666015625}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_4x_1.9Mnonzero_afrac0.062/progress.json b/train_curves/csp_sweep1_4x_1.9Mnonzero_afrac0.062/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..a66a4bcb2617d4bd89f32f3f62a7eb6273a808c1
--- /dev/null
+++ b/train_curves/csp_sweep1_4x_1.9Mnonzero_afrac0.062/progress.json
@@ -0,0 +1 @@
+{"xent": 1.368137240409851, "test_kl": 0.0, "test_xent": 1.174416422843933, "grad_norm": 0, "weight_sparsity": 0.9446395635604858, "L0_as_frac_of_orig_params": 6100256.0, "L0": 6100256.0, "L0_non_LN": 6078240.0, "L0_non_embed": 1687328.0, "L0_non_embed_as_frac_of_orig_params": 1687328.0, "param_norm": 22544.591796875, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 32768.0, "lr": 1.7974613419981285e-05, "pfrac": 0.25, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1882162.758340727, "num_alive_neurons/c_fc/layer_0": 4029, "num_alive_neurons/c_fc/layer_1": 3932, "num_alive_neurons/c_fc/layer_2": 3943, "num_alive_neurons/c_fc/layer_3": 3770, "num_alive_neurons/c_fc/layer_4": 3715, "num_alive_neurons/c_fc/layer_5": 3520, "num_alive_neurons/c_fc/layer_6": 3707, "num_alive_neurons/c_fc/layer_7": 4076, "empirical_L0_frac/transformer.wte.weight": 0.0625, "empirical_L0_frac/transformer.wpe.weight": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.015559673309326172, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.01556086540222168, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.015467405319213867, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.01546931266784668, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.015478372573852539, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.015478134155273438, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.015314102172851562, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.015314579010009766, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.015261650085449219, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.015262842178344727, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.015074968338012695, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.015078306198120117, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.015254020690917969, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.01525425910949707, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.015605926513671875, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.015605926513671875, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/lm_head.weight": 0.0625, "weight_grad_norm/bigram_table": 628.843505859375, "weight_grad_norm/transformer.wte.weight": 1291.9951171875, "weight_grad_norm/transformer.wpe.weight": 941.4700927734375, "weight_grad_norm/transformer.h.0.ln_1.weight": 30.86804962158203, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 1586.6502685546875, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 49.7344856262207, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 974.5389404296875, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 31.496633529663086, "weight_grad_norm/transformer.h.0.ln_2.weight": 27.30773162841797, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 1842.779541015625, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 54.0738639831543, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 1741.87548828125, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 31.46849822998047, "weight_grad_norm/transformer.h.1.ln_1.weight": 30.435928344726562, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 1671.2139892578125, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 50.02041244506836, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 986.6488647460938, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 31.420106887817383, "weight_grad_norm/transformer.h.1.ln_2.weight": 28.12013053894043, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 1836.024169921875, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 54.09871292114258, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 1620.1646728515625, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 31.431142807006836, "weight_grad_norm/transformer.h.2.ln_1.weight": 27.595670700073242, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 1662.2235107421875, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 48.298255920410156, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 941.9280395507812, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 31.300447463989258, "weight_grad_norm/transformer.h.2.ln_2.weight": 26.248472213745117, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 1898.254638671875, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 52.5959587097168, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 1500.74365234375, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 31.273799896240234, "weight_grad_norm/transformer.h.3.ln_1.weight": 27.833545684814453, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 1697.3465576171875, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 47.90839385986328, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 942.8081665039062, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 31.184661865234375, "weight_grad_norm/transformer.h.3.ln_2.weight": 27.92239761352539, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 1899.9423828125, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 52.04146194458008, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 1595.456787109375, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 31.15895652770996, "weight_grad_norm/transformer.h.4.ln_1.weight": 28.232545852661133, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 1679.6002197265625, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 47.189605712890625, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 894.88720703125, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 31.15966033935547, "weight_grad_norm/transformer.h.4.ln_2.weight": 25.883073806762695, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 1876.8045654296875, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 48.89204025268555, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 1439.4837646484375, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 31.119300842285156, "weight_grad_norm/transformer.h.5.ln_1.weight": 28.28562355041504, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 1682.0355224609375, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 47.55290985107422, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 910.6629638671875, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 31.047243118286133, "weight_grad_norm/transformer.h.5.ln_2.weight": 26.05945587158203, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 1867.0880126953125, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 47.682273864746094, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 1429.645263671875, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 30.852209091186523, "weight_grad_norm/transformer.h.6.ln_1.weight": 28.565540313720703, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 1678.58203125, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 47.87004089355469, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 905.4553833007812, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 30.769641876220703, "weight_grad_norm/transformer.h.6.ln_2.weight": 27.260215759277344, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 1895.5382080078125, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 49.18252944946289, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 1595.685302734375, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 30.74985122680664, "weight_grad_norm/transformer.h.7.ln_1.weight": 28.38068389892578, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 1651.5977783203125, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 46.219139099121094, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 933.8841552734375, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 30.423614501953125, "weight_grad_norm/transformer.h.7.ln_2.weight": 25.574350357055664, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 1922.5347900390625, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 48.153892517089844, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 1809.6611328125, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 29.91004753112793, "weight_grad_norm/transformer.ln_f.weight": 30.618940353393555, "weight_grad_norm/lm_head.weight": 1423.9639892578125}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_4x_1.9Mnonzero_afrac0.125/progress.json b/train_curves/csp_sweep1_4x_1.9Mnonzero_afrac0.125/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..a3cddfda5f38ea6f652320ba7e0c3e32cbec177f
--- /dev/null
+++ b/train_curves/csp_sweep1_4x_1.9Mnonzero_afrac0.125/progress.json
@@ -0,0 +1 @@
+{"xent": 1.3050706386566162, "test_kl": 0.0, "test_xent": 1.1171753406524658, "grad_norm": 0, "weight_sparsity": 0.94449782371521, "L0_as_frac_of_orig_params": 6115874.5, "L0": 6115876.0, "L0_non_LN": 6093860.0, "L0_non_embed": 1702948.0, "L0_non_embed_as_frac_of_orig_params": 1702948.0, "param_norm": 22030.392578125, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 131072.0, "lr": 1.7974613419981285e-05, "pfrac": 0.25, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1868365.0242341685, "num_alive_neurons/c_fc/layer_0": 4086, "num_alive_neurons/c_fc/layer_1": 4058, "num_alive_neurons/c_fc/layer_2": 4069, "num_alive_neurons/c_fc/layer_3": 4079, "num_alive_neurons/c_fc/layer_4": 4085, "num_alive_neurons/c_fc/layer_5": 4083, "num_alive_neurons/c_fc/layer_6": 4091, "num_alive_neurons/c_fc/layer_7": 4094, "empirical_L0_frac/transformer.wte.weight": 0.0625, "empirical_L0_frac/transformer.wpe.weight": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.015614986419677734, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.015616655349731445, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.015588045120239258, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.015587806701660156, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.015599250793457031, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.015599250793457031, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.015608787536621094, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.015608787536621094, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.015614509582519531, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.015614509582519531, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.015612602233886719, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.015612602233886719, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.015620231628417969, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.015620231628417969, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.015623092651367188, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.015623092651367188, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/lm_head.weight": 0.0625, "weight_grad_norm/bigram_table": 617.8671264648438, "weight_grad_norm/transformer.wte.weight": 1260.154052734375, "weight_grad_norm/transformer.wpe.weight": 921.7706298828125, "weight_grad_norm/transformer.h.0.ln_1.weight": 30.983179092407227, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 1618.283447265625, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 50.28932571411133, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 991.6233520507812, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 31.552059173583984, "weight_grad_norm/transformer.h.0.ln_2.weight": 28.12042999267578, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 1913.186767578125, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 55.51681137084961, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 1842.4925537109375, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 31.504423141479492, "weight_grad_norm/transformer.h.1.ln_1.weight": 29.52246856689453, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 1670.8282470703125, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 49.19424057006836, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 964.2041015625, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 31.369823455810547, "weight_grad_norm/transformer.h.1.ln_2.weight": 27.135910034179688, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 1882.7835693359375, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 53.910972595214844, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 1644.6268310546875, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 31.286832809448242, "weight_grad_norm/transformer.h.2.ln_1.weight": 28.12081527709961, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 1677.7943115234375, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 48.35581970214844, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 944.2852172851562, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 31.325946807861328, "weight_grad_norm/transformer.h.2.ln_2.weight": 27.642881393432617, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 1916.1343994140625, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 53.17439270019531, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 1664.7025146484375, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 31.216936111450195, "weight_grad_norm/transformer.h.3.ln_1.weight": 28.687297821044922, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 1664.5472412109375, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 47.51369857788086, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 908.2673950195312, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 31.087133407592773, "weight_grad_norm/transformer.h.3.ln_2.weight": 30.255237579345703, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 1869.36669921875, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 45.37538528442383, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 1539.3277587890625, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 31.05805206298828, "weight_grad_norm/transformer.h.4.ln_1.weight": 27.42084312438965, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 1650.398681640625, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 47.21141052246094, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 957.2188110351562, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 30.975261688232422, "weight_grad_norm/transformer.h.4.ln_2.weight": 27.211469650268555, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 1923.0164794921875, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 48.523441314697266, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 1554.952880859375, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 30.94318199157715, "weight_grad_norm/transformer.h.5.ln_1.weight": 28.12268829345703, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 1663.0462646484375, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 47.066871643066406, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 941.8768310546875, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 30.969703674316406, "weight_grad_norm/transformer.h.5.ln_2.weight": 27.383708953857422, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 1928.539306640625, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 48.20061111450195, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 1533.421875, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 30.940776824951172, "weight_grad_norm/transformer.h.6.ln_1.weight": 28.278526306152344, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 1672.5091552734375, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 47.49955368041992, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 923.55419921875, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 30.718826293945312, "weight_grad_norm/transformer.h.6.ln_2.weight": 25.856355667114258, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 1923.863525390625, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 47.76877212524414, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 1588.6722412109375, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 30.585914611816406, "weight_grad_norm/transformer.h.7.ln_1.weight": 27.75653076171875, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 1649.9677734375, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 46.569190979003906, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 948.8614501953125, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 30.412582397460938, "weight_grad_norm/transformer.h.7.ln_2.weight": 26.84739875793457, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 1950.3525390625, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 48.141605377197266, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 1892.583251953125, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 30.082612991333008, "weight_grad_norm/transformer.ln_f.weight": 30.681114196777344, "weight_grad_norm/lm_head.weight": 1422.351806640625}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_4x_1.9Mnonzero_afrac1.000/progress.json b/train_curves/csp_sweep1_4x_1.9Mnonzero_afrac1.000/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..a8fa1e0be6f59b772b2e3a310b4172f402f8e460
--- /dev/null
+++ b/train_curves/csp_sweep1_4x_1.9Mnonzero_afrac1.000/progress.json
@@ -0,0 +1 @@
+{"xent": 1.2128775119781494, "test_kl": 0.0, "test_xent": 1.0327050685882568, "grad_norm": 0, "weight_sparsity": 0.9444995522499084, "L0_as_frac_of_orig_params": 6115684.0, "L0": 6115681.0, "L0_non_LN": 6093665.0, "L0_non_embed": 1702753.0, "L0_non_embed_as_frac_of_orig_params": 1702753.0, "param_norm": 28781.521484375, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 16384.0, "lr": 2.5419942076950977e-05, "pfrac": 0.25, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 2984855.4328842415, "num_alive_neurons/c_fc/layer_0": 4092, "num_alive_neurons/c_fc/layer_1": 4081, "num_alive_neurons/c_fc/layer_2": 4094, "num_alive_neurons/c_fc/layer_3": 4096, "num_alive_neurons/c_fc/layer_4": 4076, "num_alive_neurons/c_fc/layer_5": 4065, "num_alive_neurons/c_fc/layer_6": 4042, "num_alive_neurons/c_fc/layer_7": 4061, "empirical_L0_frac/transformer.wte.weight": 0.0625, "empirical_L0_frac/transformer.wpe.weight": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.01562047004699707, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.015622377395629883, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.015609264373779297, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.015621185302734375, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.015623092651367188, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.015623092651367188, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.015625, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.01560521125793457, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.015612602233886719, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.015594720840454102, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.015596389770507812, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.015573501586914062, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.015577077865600586, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.015591621398925781, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.015597343444824219, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/lm_head.weight": 0.0625, "weight_grad_norm/bigram_table": 600.6824340820312, "weight_grad_norm/transformer.wte.weight": 1293.8470458984375, "weight_grad_norm/transformer.wpe.weight": 940.5415649414062, "weight_grad_norm/transformer.h.0.ln_1.weight": 31.418094635009766, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 1706.5914306640625, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 53.87112045288086, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 1016.031982421875, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 31.822538375854492, "weight_grad_norm/transformer.h.0.ln_2.weight": 29.632963180541992, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 1963.31396484375, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 58.814212799072266, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 2001.0845947265625, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 31.80875587463379, "weight_grad_norm/transformer.h.1.ln_1.weight": 30.029258728027344, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 1688.1522216796875, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 53.27592468261719, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 1012.4561767578125, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 31.791015625, "weight_grad_norm/transformer.h.1.ln_2.weight": 25.783220291137695, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 1971.1820068359375, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 53.92213821411133, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 2004.7154541015625, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 31.769243240356445, "weight_grad_norm/transformer.h.2.ln_1.weight": 28.080703735351562, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 1721.337890625, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 53.24770736694336, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 1005.767333984375, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 31.717681884765625, "weight_grad_norm/transformer.h.2.ln_2.weight": 28.094209671020508, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 1987.7071533203125, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 59.352500915527344, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 1956.012451171875, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 31.722373962402344, "weight_grad_norm/transformer.h.3.ln_1.weight": 27.74014663696289, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 1715.065185546875, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 52.845855712890625, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 1003.9135131835938, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 31.61430549621582, "weight_grad_norm/transformer.h.3.ln_2.weight": 28.682497024536133, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 1985.7703857421875, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 59.38618850708008, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 1956.6865234375, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 31.588607788085938, "weight_grad_norm/transformer.h.4.ln_1.weight": 28.637643814086914, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 1710.4942626953125, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 52.24702072143555, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 1002.9354858398438, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 31.491939544677734, "weight_grad_norm/transformer.h.4.ln_2.weight": 25.620309829711914, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 1980.5909423828125, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 53.57902145385742, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 1932.89306640625, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 31.428604125976562, "weight_grad_norm/transformer.h.5.ln_1.weight": 28.7999324798584, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 1698.292724609375, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 51.59646224975586, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 991.1342163085938, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 31.311315536499023, "weight_grad_norm/transformer.h.5.ln_2.weight": 23.48431968688965, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 1977.331787109375, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 48.05045700073242, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 1946.0260009765625, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 31.21177864074707, "weight_grad_norm/transformer.h.6.ln_1.weight": 28.814037322998047, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 1672.88525390625, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 50.545448303222656, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 977.447509765625, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 31.07362174987793, "weight_grad_norm/transformer.h.6.ln_2.weight": 21.85062599182129, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 1969.6336669921875, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 43.83433151245117, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 1936.2861328125, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 30.95708656311035, "weight_grad_norm/transformer.h.7.ln_1.weight": 27.973785400390625, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 1650.029052734375, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 49.534603118896484, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 995.6002807617188, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 30.879024505615234, "weight_grad_norm/transformer.h.7.ln_2.weight": 24.495954513549805, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 1987.9697265625, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 47.68570327758789, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 1977.96630859375, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 30.650028228759766, "weight_grad_norm/transformer.ln_f.weight": 30.600683212280273, "weight_grad_norm/lm_head.weight": 1422.52734375}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_4x_14.8Mnonzero_afrac0.062/progress.json b/train_curves/csp_sweep1_4x_14.8Mnonzero_afrac0.062/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..d538f494f194587edcb0a770d0ce6aa321f25019
--- /dev/null
+++ b/train_curves/csp_sweep1_4x_14.8Mnonzero_afrac0.062/progress.json
@@ -0,0 +1 @@
+{"xent": 1.2146406173706055, "test_kl": 0.0, "test_xent": 1.0336284637451172, "grad_norm": 0, "weight_sparsity": 0.8258693814277649, "L0_as_frac_of_orig_params": 19187734.0, "L0": 19187736.0, "L0_non_LN": 19133464.0, "L0_non_embed": 13629464.0, "L0_non_embed_as_frac_of_orig_params": 13629464.0, "param_norm": 17487.748046875, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 131072.0, "lr": 8.987306709990642e-06, "pfrac": 2, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1839766.8778220725, "num_alive_neurons/c_fc/layer_0": 4096, "num_alive_neurons/c_fc/layer_1": 4078, "num_alive_neurons/c_fc/layer_2": 3869, "num_alive_neurons/c_fc/layer_3": 4094, "num_alive_neurons/c_fc/layer_4": 4095, "num_alive_neurons/c_fc/layer_5": 4094, "num_alive_neurons/c_fc/layer_6": 4096, "num_alive_neurons/c_fc/layer_7": 4096, "empirical_L0_frac/transformer.wte.weight": 0.5, "empirical_L0_frac/transformer.wpe.weight": 0.2490234375, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.12498092651367188, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.12498688697814941, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.12477636337280273, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.12478280067443848, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.12499809265136719, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.12499809265136719, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.1249990463256836, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.1249990463256836, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.12499809265136719, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.12499809265136719, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.5, "empirical_L0_frac/lm_head.weight": 0.5, "weight_grad_norm/bigram_table": 602.571044921875, "weight_grad_norm/transformer.wte.weight": 1210.091552734375, "weight_grad_norm/transformer.wpe.weight": 900.4868774414062, "weight_grad_norm/transformer.h.0.ln_1.weight": 31.236587524414062, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 1349.3427734375, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 49.09715270996094, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 921.719482421875, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 31.086063385009766, "weight_grad_norm/transformer.h.0.ln_2.weight": 28.039581298828125, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 1466.9013671875, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 48.422637939453125, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 1617.721435546875, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 31.151411056518555, "weight_grad_norm/transformer.h.1.ln_1.weight": 30.315868377685547, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 1422.4132080078125, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 47.89175796508789, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 839.446533203125, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 30.918407440185547, "weight_grad_norm/transformer.h.1.ln_2.weight": 27.428056716918945, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 1448.2122802734375, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 45.87045669555664, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 993.2975463867188, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 30.838640213012695, "weight_grad_norm/transformer.h.2.ln_1.weight": 28.821985244750977, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 1479.8543701171875, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 46.14085388183594, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 820.8264770507812, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 30.523672103881836, "weight_grad_norm/transformer.h.2.ln_2.weight": 29.945926666259766, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 1650.382080078125, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 48.63628387451172, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 925.7111206054688, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 30.863082885742188, "weight_grad_norm/transformer.h.3.ln_1.weight": 29.505552291870117, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 1504.6392822265625, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 45.48284912109375, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 804.11474609375, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 30.475074768066406, "weight_grad_norm/transformer.h.3.ln_2.weight": 29.5958194732666, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 1652.5062255859375, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 44.16047286987305, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 902.4494018554688, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 30.349468231201172, "weight_grad_norm/transformer.h.4.ln_1.weight": 29.3809814453125, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 1491.9049072265625, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 46.28243637084961, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 798.1631469726562, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 30.409364700317383, "weight_grad_norm/transformer.h.4.ln_2.weight": 28.375728607177734, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 1679.652099609375, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 47.27479553222656, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 1029.5030517578125, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 30.43962860107422, "weight_grad_norm/transformer.h.5.ln_1.weight": 28.80828285217285, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 1435.3834228515625, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 45.20606994628906, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 713.7430419921875, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 30.034183502197266, "weight_grad_norm/transformer.h.5.ln_2.weight": 27.77560806274414, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 1680.7135009765625, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 46.36613845825195, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 1008.6294555664062, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 30.22166633605957, "weight_grad_norm/transformer.h.6.ln_1.weight": 30.10186195373535, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 1505.592529296875, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 47.08686447143555, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 759.298095703125, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 30.028839111328125, "weight_grad_norm/transformer.h.6.ln_2.weight": 28.543193817138672, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 1683.1669921875, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 44.91876220703125, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 1080.1629638671875, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 29.75980567932129, "weight_grad_norm/transformer.h.7.ln_1.weight": 30.006906509399414, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 1507.238037109375, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 45.666316986083984, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 797.5658569335938, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 29.444730758666992, "weight_grad_norm/transformer.h.7.ln_2.weight": 26.975290298461914, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 1714.8104248046875, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 46.77204132080078, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 1451.1209716796875, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 29.129207611083984, "weight_grad_norm/transformer.ln_f.weight": 31.250123977661133, "weight_grad_norm/lm_head.weight": 1373.7579345703125}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_4x_14.8Mnonzero_afrac0.125/progress.json b/train_curves/csp_sweep1_4x_14.8Mnonzero_afrac0.125/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..74cdf48aa9460a138d8f92f2e0c9102a8b31e7f2
--- /dev/null
+++ b/train_curves/csp_sweep1_4x_14.8Mnonzero_afrac0.125/progress.json
@@ -0,0 +1 @@
+{"xent": 1.1604267358779907, "test_kl": 0.0, "test_xent": 0.9844944477081299, "grad_norm": 0, "weight_sparsity": 0.8258509635925293, "L0_as_frac_of_orig_params": 19189764.0, "L0": 19189760.0, "L0_non_LN": 19135488.0, "L0_non_embed": 13631488.0, "L0_non_embed_as_frac_of_orig_params": 13631488.0, "param_norm": 9023.5107421875, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 524288.0, "lr": 4.493653354995321e-06, "pfrac": 2, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1810744.3269062715, "num_alive_neurons/c_fc/layer_0": 4096, "num_alive_neurons/c_fc/layer_1": 4096, "num_alive_neurons/c_fc/layer_2": 4096, "num_alive_neurons/c_fc/layer_3": 4096, "num_alive_neurons/c_fc/layer_4": 4096, "num_alive_neurons/c_fc/layer_5": 4096, "num_alive_neurons/c_fc/layer_6": 4096, "num_alive_neurons/c_fc/layer_7": 4096, "empirical_L0_frac/transformer.wte.weight": 0.5, "empirical_L0_frac/transformer.wpe.weight": 0.2490234375, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.5, "empirical_L0_frac/lm_head.weight": 0.5, "weight_grad_norm/bigram_table": 596.3432006835938, "weight_grad_norm/transformer.wte.weight": 1118.8321533203125, "weight_grad_norm/transformer.wpe.weight": 845.3953857421875, "weight_grad_norm/transformer.h.0.ln_1.weight": 30.87026023864746, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 1411.2208251953125, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 49.2631950378418, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 910.4268798828125, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 31.203487396240234, "weight_grad_norm/transformer.h.0.ln_2.weight": 29.45844841003418, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 1538.680908203125, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 48.90640640258789, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 1676.6337890625, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 31.05388641357422, "weight_grad_norm/transformer.h.1.ln_1.weight": 30.77556037902832, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 1505.6361083984375, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 47.7166862487793, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 905.9112548828125, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 30.88248634338379, "weight_grad_norm/transformer.h.1.ln_2.weight": 27.913637161254883, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 1574.5220947265625, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 47.37162780761719, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 1315.7613525390625, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 30.808462142944336, "weight_grad_norm/transformer.h.2.ln_1.weight": 29.86625099182129, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 1511.72998046875, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 46.04104995727539, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 859.2000732421875, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 30.89703369140625, "weight_grad_norm/transformer.h.2.ln_2.weight": 27.908504486083984, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 1641.219482421875, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 47.977787017822266, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 1275.7919921875, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 30.715993881225586, "weight_grad_norm/transformer.h.3.ln_1.weight": 29.383737564086914, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 1542.7906494140625, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 46.82095718383789, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 884.1447143554688, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 30.72979736328125, "weight_grad_norm/transformer.h.3.ln_2.weight": 28.89261245727539, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 1668.966552734375, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 46.8309440612793, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 1214.9342041015625, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 30.662694931030273, "weight_grad_norm/transformer.h.4.ln_1.weight": 29.605730056762695, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 1519.52734375, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 46.36308670043945, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 825.8794555664062, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 30.43877601623535, "weight_grad_norm/transformer.h.4.ln_2.weight": 28.618305206298828, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 1672.9295654296875, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 41.37427520751953, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 1087.3232421875, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 30.38465118408203, "weight_grad_norm/transformer.h.5.ln_1.weight": 30.130699157714844, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 1492.06982421875, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 46.05341720581055, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 830.0900268554688, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 30.276060104370117, "weight_grad_norm/transformer.h.5.ln_2.weight": 28.68307113647461, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 1712.0687255859375, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 46.763397216796875, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 1282.1234130859375, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 30.2101993560791, "weight_grad_norm/transformer.h.6.ln_1.weight": 29.527423858642578, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 1512.9014892578125, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 46.341556549072266, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 835.269775390625, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 30.048242568969727, "weight_grad_norm/transformer.h.6.ln_2.weight": 27.572267532348633, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 1710.3299560546875, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 41.65276336669922, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 1233.748779296875, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 29.816741943359375, "weight_grad_norm/transformer.h.7.ln_1.weight": 30.110319137573242, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 1491.630126953125, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 45.491085052490234, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 835.8225708007812, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 29.462419509887695, "weight_grad_norm/transformer.h.7.ln_2.weight": 29.544658660888672, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 1760.2154541015625, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 47.92162322998047, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 1568.3486328125, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 28.873302459716797, "weight_grad_norm/transformer.ln_f.weight": 31.110183715820312, "weight_grad_norm/lm_head.weight": 1378.5067138671875}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_4x_14.8Mnonzero_afrac0.250/progress.json b/train_curves/csp_sweep1_4x_14.8Mnonzero_afrac0.250/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..b9012320630ddf5e1edb14d43374c35f1869bd8f
--- /dev/null
+++ b/train_curves/csp_sweep1_4x_14.8Mnonzero_afrac0.250/progress.json
@@ -0,0 +1 @@
+{"xent": 1.128924012184143, "test_kl": 0.0, "test_xent": 0.9577990770339966, "grad_norm": 0, "weight_sparsity": 0.8258509635925293, "L0_as_frac_of_orig_params": 19189764.0, "L0": 19189760.0, "L0_non_LN": 19135488.0, "L0_non_embed": 13631488.0, "L0_non_embed_as_frac_of_orig_params": 13631488.0, "param_norm": 12216.6201171875, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 524288.0, "lr": 6.354985519237744e-06, "pfrac": 2, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1771101.124036671, "num_alive_neurons/c_fc/layer_0": 4096, "num_alive_neurons/c_fc/layer_1": 4096, "num_alive_neurons/c_fc/layer_2": 4096, "num_alive_neurons/c_fc/layer_3": 4096, "num_alive_neurons/c_fc/layer_4": 4096, "num_alive_neurons/c_fc/layer_5": 4096, "num_alive_neurons/c_fc/layer_6": 4096, "num_alive_neurons/c_fc/layer_7": 4096, "empirical_L0_frac/transformer.wte.weight": 0.5, "empirical_L0_frac/transformer.wpe.weight": 0.2490234375, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.5, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.5, "empirical_L0_frac/lm_head.weight": 0.5, "weight_grad_norm/bigram_table": 589.900146484375, "weight_grad_norm/transformer.wte.weight": 1062.632568359375, "weight_grad_norm/transformer.wpe.weight": 812.27490234375, "weight_grad_norm/transformer.h.0.ln_1.weight": 31.043834686279297, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 1349.2364501953125, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 49.99076843261719, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 927.3944091796875, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 31.09615707397461, "weight_grad_norm/transformer.h.0.ln_2.weight": 29.49245262145996, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 1569.6981201171875, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 51.01945877075195, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 1718.9967041015625, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 30.9152889251709, "weight_grad_norm/transformer.h.1.ln_1.weight": 30.366378784179688, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 1506.7244873046875, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 48.18954086303711, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 903.2646484375, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 30.763940811157227, "weight_grad_norm/transformer.h.1.ln_2.weight": 29.993629455566406, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 1613.4593505859375, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 50.96596145629883, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 1445.8173828125, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 30.76151466369629, "weight_grad_norm/transformer.h.2.ln_1.weight": 30.58993911743164, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 1495.6861572265625, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 47.903934478759766, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 903.7158813476562, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 30.593963623046875, "weight_grad_norm/transformer.h.2.ln_2.weight": 28.511478424072266, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 1616.2960205078125, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 45.14339828491211, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 1332.07568359375, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 30.590396881103516, "weight_grad_norm/transformer.h.3.ln_1.weight": 29.8160343170166, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 1505.06298828125, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 48.52476119995117, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 932.769775390625, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 30.51548957824707, "weight_grad_norm/transformer.h.3.ln_2.weight": 26.51165008544922, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 1658.84716796875, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 42.822566986083984, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 1261.5015869140625, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 30.455718994140625, "weight_grad_norm/transformer.h.4.ln_1.weight": 29.303197860717773, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 1535.4591064453125, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 48.155670166015625, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 867.3286743164062, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 30.199216842651367, "weight_grad_norm/transformer.h.4.ln_2.weight": 26.28662109375, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 1681.3287353515625, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 41.55854034423828, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 1291.00048828125, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 30.175983428955078, "weight_grad_norm/transformer.h.5.ln_1.weight": 29.526700973510742, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 1509.925048828125, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 47.05376052856445, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 847.7179565429688, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 29.84201431274414, "weight_grad_norm/transformer.h.5.ln_2.weight": 25.96238899230957, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 1704.607666015625, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 38.99397277832031, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 1301.302001953125, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 30.08894920349121, "weight_grad_norm/transformer.h.6.ln_1.weight": 29.549762725830078, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 1515.3238525390625, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 47.35634231567383, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 830.064697265625, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 29.73763656616211, "weight_grad_norm/transformer.h.6.ln_2.weight": 25.39599609375, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 1709.313720703125, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 40.37285232543945, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 1339.5428466796875, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 29.663419723510742, "weight_grad_norm/transformer.h.7.ln_1.weight": 28.80428123474121, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 1489.1319580078125, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 46.16350173950195, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 839.3280639648438, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 29.433414459228516, "weight_grad_norm/transformer.h.7.ln_2.weight": 27.505661010742188, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 1785.828857421875, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 46.90315628051758, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 1641.42138671875, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 28.49518394470215, "weight_grad_norm/transformer.ln_f.weight": 31.013200759887695, "weight_grad_norm/lm_head.weight": 1371.9930419921875}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_4x_3.7Mnonzero_afrac1.000/progress.json b/train_curves/csp_sweep1_4x_3.7Mnonzero_afrac1.000/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..19460dd230061bfdce1ac945b4e66098eb435b15
--- /dev/null
+++ b/train_curves/csp_sweep1_4x_3.7Mnonzero_afrac1.000/progress.json
@@ -0,0 +1 @@
+{"xent": 1.1566907167434692, "test_kl": 0.0, "test_xent": 0.9816377758979797, "grad_norm": 0, "weight_sparsity": 0.9272003173828125, "L0_as_frac_of_orig_params": 8021914.5, "L0": 8021917.0, "L0_non_LN": 7995293.0, "L0_non_embed": 3407773.0, "L0_non_embed_as_frac_of_orig_params": 3407773.0, "param_norm": 17204.638671875, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 65536.0, "lr": 1.2709971038475488e-05, "pfrac": 0.5, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 2738727.8943876796, "num_alive_neurons/c_fc/layer_0": 4096, "num_alive_neurons/c_fc/layer_1": 4093, "num_alive_neurons/c_fc/layer_2": 4096, "num_alive_neurons/c_fc/layer_3": 4096, "num_alive_neurons/c_fc/layer_4": 4096, "num_alive_neurons/c_fc/layer_5": 4090, "num_alive_neurons/c_fc/layer_6": 4089, "num_alive_neurons/c_fc/layer_7": 4093, "empirical_L0_frac/transformer.wte.weight": 0.125, "empirical_L0_frac/transformer.wpe.weight": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.03125, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.03124713897705078, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.03125, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.03125, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.03125, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.031244277954101562, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.031248092651367188, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.03124260902404785, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.031248092651367188, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.03124713897705078, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.031249046325683594, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.125, "empirical_L0_frac/lm_head.weight": 0.125, "weight_grad_norm/bigram_table": 591.4887084960938, "weight_grad_norm/transformer.wte.weight": 1282.8245849609375, "weight_grad_norm/transformer.wpe.weight": 935.4105834960938, "weight_grad_norm/transformer.h.0.ln_1.weight": 31.330825805664062, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 1696.483154296875, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 53.9869384765625, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 1012.9627075195312, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 31.826446533203125, "weight_grad_norm/transformer.h.0.ln_2.weight": 29.81366539001465, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 1927.4561767578125, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 57.9176139831543, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 1968.547119140625, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 31.80524253845215, "weight_grad_norm/transformer.h.1.ln_1.weight": 31.153451919555664, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 1671.8731689453125, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 53.700016021728516, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 1010.6739501953125, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 31.777158737182617, "weight_grad_norm/transformer.h.1.ln_2.weight": 27.043724060058594, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 1946.7442626953125, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 54.90669250488281, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 2008.6126708984375, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 31.753217697143555, "weight_grad_norm/transformer.h.2.ln_1.weight": 30.705604553222656, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 1715.44482421875, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 53.44186019897461, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 1001.5558471679688, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 31.700237274169922, "weight_grad_norm/transformer.h.2.ln_2.weight": 29.098522186279297, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 1963.840576171875, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 58.4819221496582, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 1936.811767578125, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 31.68246078491211, "weight_grad_norm/transformer.h.3.ln_1.weight": 29.078466415405273, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 1713.8609619140625, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 53.02070236206055, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 996.2843017578125, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 31.567562103271484, "weight_grad_norm/transformer.h.3.ln_2.weight": 30.084306716918945, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 1956.8472900390625, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 59.23238754272461, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 1922.1324462890625, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 31.53813934326172, "weight_grad_norm/transformer.h.4.ln_1.weight": 30.06353759765625, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 1700.947998046875, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 52.40718460083008, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 982.1942138671875, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 31.383148193359375, "weight_grad_norm/transformer.h.4.ln_2.weight": 28.241071701049805, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 1953.1834716796875, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 56.81380081176758, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 1911.3287353515625, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 31.297876358032227, "weight_grad_norm/transformer.h.5.ln_1.weight": 29.714555740356445, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 1690.3221435546875, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 51.68055725097656, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 977.3899536132812, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 31.1313419342041, "weight_grad_norm/transformer.h.5.ln_2.weight": 23.25149154663086, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 1943.458251953125, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 45.81552505493164, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 1915.62060546875, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 30.968584060668945, "weight_grad_norm/transformer.h.6.ln_1.weight": 28.80978012084961, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 1663.288818359375, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 50.81362533569336, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 956.3641967773438, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 30.807567596435547, "weight_grad_norm/transformer.h.6.ln_2.weight": 22.107929229736328, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 1937.4852294921875, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 42.841651916503906, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 1909.998291015625, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 30.658918380737305, "weight_grad_norm/transformer.h.7.ln_1.weight": 27.811738967895508, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 1616.720703125, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 49.588096618652344, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 967.867431640625, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 30.488718032836914, "weight_grad_norm/transformer.h.7.ln_2.weight": 25.605974197387695, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 1965.962646484375, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 45.99245071411133, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 1961.3712158203125, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 30.223892211914062, "weight_grad_norm/transformer.ln_f.weight": 30.613035202026367, "weight_grad_norm/lm_head.weight": 1415.4591064453125}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_4x_7.4Mnonzero_afrac0.125/progress.json b/train_curves/csp_sweep1_4x_7.4Mnonzero_afrac0.125/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..317034d7f60a109472f2aee81452d1f135719afe
--- /dev/null
+++ b/train_curves/csp_sweep1_4x_7.4Mnonzero_afrac0.125/progress.json
@@ -0,0 +1 @@
+{"xent": 1.198081374168396, "test_kl": 0.0, "test_xent": 1.018122911453247, "grad_norm": 0, "weight_sparsity": 0.8926298022270203, "L0_as_frac_of_orig_params": 11831296.0, "L0": 11831296.0, "L0_non_LN": 11795456.0, "L0_non_embed": 6815744.0, "L0_non_embed_as_frac_of_orig_params": 6815744.0, "param_norm": 10799.9599609375, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 524288.0, "lr": 6.354985519237744e-06, "pfrac": 1, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1780818.1387166728, "num_alive_neurons/c_fc/layer_0": 4096, "num_alive_neurons/c_fc/layer_1": 4096, "num_alive_neurons/c_fc/layer_2": 4096, "num_alive_neurons/c_fc/layer_3": 4096, "num_alive_neurons/c_fc/layer_4": 4096, "num_alive_neurons/c_fc/layer_5": 4096, "num_alive_neurons/c_fc/layer_6": 4096, "num_alive_neurons/c_fc/layer_7": 4096, "empirical_L0_frac/transformer.wte.weight": 0.25, "empirical_L0_frac/transformer.wpe.weight": 0.2490234375, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.25, "empirical_L0_frac/lm_head.weight": 0.25, "weight_grad_norm/bigram_table": 600.1849365234375, "weight_grad_norm/transformer.wte.weight": 1153.02685546875, "weight_grad_norm/transformer.wpe.weight": 863.82861328125, "weight_grad_norm/transformer.h.0.ln_1.weight": 30.92926788330078, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 1483.8089599609375, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 49.96858596801758, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 942.1829833984375, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 31.324161529541016, "weight_grad_norm/transformer.h.0.ln_2.weight": 30.593263626098633, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 1696.7996826171875, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 50.56588363647461, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 1736.636962890625, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 31.254817962646484, "weight_grad_norm/transformer.h.1.ln_1.weight": 30.812259674072266, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 1575.64208984375, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 49.07781982421875, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 939.8199462890625, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 31.18947982788086, "weight_grad_norm/transformer.h.1.ln_2.weight": 27.425121307373047, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 1690.9501953125, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 47.652286529541016, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 1448.927734375, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 30.978364944458008, "weight_grad_norm/transformer.h.2.ln_1.weight": 29.20625114440918, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 1587.815185546875, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 46.68471145629883, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 906.82958984375, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 31.0814208984375, "weight_grad_norm/transformer.h.2.ln_2.weight": 28.956729888916016, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 1756.9603271484375, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 49.31343460083008, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 1441.8394775390625, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 30.961715698242188, "weight_grad_norm/transformer.h.3.ln_1.weight": 29.179466247558594, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 1596.3489990234375, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 47.567771911621094, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 916.2771606445312, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 31.047466278076172, "weight_grad_norm/transformer.h.3.ln_2.weight": 27.81577491760254, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 1776.999267578125, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 48.72203063964844, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 1352.2781982421875, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 30.859363555908203, "weight_grad_norm/transformer.h.4.ln_1.weight": 29.211406707763672, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 1575.3565673828125, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 46.811885833740234, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 871.3348388671875, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 30.710729598999023, "weight_grad_norm/transformer.h.4.ln_2.weight": 28.02770233154297, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 1774.4920654296875, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 43.6953239440918, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 1226.4866943359375, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 30.73859214782715, "weight_grad_norm/transformer.h.5.ln_1.weight": 30.44786262512207, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 1559.9906005859375, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 46.712406158447266, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 882.7889404296875, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 30.569393157958984, "weight_grad_norm/transformer.h.5.ln_2.weight": 28.220233917236328, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 1806.8621826171875, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 48.67241668701172, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 1370.412353515625, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 30.508499145507812, "weight_grad_norm/transformer.h.6.ln_1.weight": 30.062156677246094, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 1553.85205078125, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 46.068336486816406, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 878.1417236328125, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 30.293418884277344, "weight_grad_norm/transformer.h.6.ln_2.weight": 27.314115524291992, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 1797.5836181640625, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 43.4879035949707, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 1452.1937255859375, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 30.343400955200195, "weight_grad_norm/transformer.h.7.ln_1.weight": 29.538362503051758, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 1539.9674072265625, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 46.43843460083008, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 880.7836303710938, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 29.999332427978516, "weight_grad_norm/transformer.h.7.ln_2.weight": 30.311697006225586, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 1842.1085205078125, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 49.01081466674805, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 1670.3084716796875, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 29.590007781982422, "weight_grad_norm/transformer.ln_f.weight": 30.966266632080078, "weight_grad_norm/lm_head.weight": 1398.330322265625}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_4x_7.4Mnonzero_afrac0.500/progress.json b/train_curves/csp_sweep1_4x_7.4Mnonzero_afrac0.500/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..513feb12f3c5360fa4c92b53a70b0930a3f6ae3c
--- /dev/null
+++ b/train_curves/csp_sweep1_4x_7.4Mnonzero_afrac0.500/progress.json
@@ -0,0 +1 @@
+{"xent": 1.1445412635803223, "test_kl": 0.0, "test_xent": 0.97337806224823, "grad_norm": 0, "weight_sparsity": 0.8926304578781128, "L0_as_frac_of_orig_params": 11831223.0, "L0": 11831226.0, "L0_non_LN": 11795386.0, "L0_non_embed": 6815674.0, "L0_non_embed_as_frac_of_orig_params": 6815674.0, "param_norm": 14495.7431640625, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 131072.0, "lr": 8.987306709990642e-06, "pfrac": 1, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1557821.9300693593, "num_alive_neurons/c_fc/layer_0": 4096, "num_alive_neurons/c_fc/layer_1": 4096, "num_alive_neurons/c_fc/layer_2": 4090, "num_alive_neurons/c_fc/layer_3": 4095, "num_alive_neurons/c_fc/layer_4": 4093, "num_alive_neurons/c_fc/layer_5": 4095, "num_alive_neurons/c_fc/layer_6": 4092, "num_alive_neurons/c_fc/layer_7": 4096, "empirical_L0_frac/transformer.wte.weight": 0.25, "empirical_L0_frac/transformer.wpe.weight": 0.2490234375, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.06249403953552246, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.06249880790710449, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.062499046325683594, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.06249713897705078, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.062499046325683594, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.062499046325683594, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.062496185302734375, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.25, "empirical_L0_frac/lm_head.weight": 0.25, "weight_grad_norm/bigram_table": 592.1582641601562, "weight_grad_norm/transformer.wte.weight": 1119.777587890625, "weight_grad_norm/transformer.wpe.weight": 838.4039916992188, "weight_grad_norm/transformer.h.0.ln_1.weight": 30.977426528930664, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 1518.052734375, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 51.266563415527344, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 974.568359375, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 31.402925491333008, "weight_grad_norm/transformer.h.0.ln_2.weight": 29.520801544189453, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 1735.135986328125, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 53.80479049682617, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 1872.373046875, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 31.39470863342285, "weight_grad_norm/transformer.h.1.ln_1.weight": 30.933366775512695, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 1574.36767578125, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 52.85941696166992, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 875.2661743164062, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 31.315082550048828, "weight_grad_norm/transformer.h.1.ln_2.weight": 28.01934242248535, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 1704.758056640625, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 48.016326904296875, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 1639.6781005859375, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 31.330135345458984, "weight_grad_norm/transformer.h.2.ln_1.weight": 30.407943725585938, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 1618.416259765625, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 51.64958572387695, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 941.0889892578125, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 31.3028564453125, "weight_grad_norm/transformer.h.2.ln_2.weight": 26.25015640258789, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 1729.653564453125, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 44.89870071411133, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 1522.019287109375, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 31.289884567260742, "weight_grad_norm/transformer.h.3.ln_1.weight": 29.843402862548828, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 1635.1781005859375, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 51.435482025146484, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 955.7675170898438, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 31.162107467651367, "weight_grad_norm/transformer.h.3.ln_2.weight": 26.105655670166016, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 1783.2589111328125, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 45.32759094238281, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 1484.2635498046875, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 31.1649227142334, "weight_grad_norm/transformer.h.4.ln_1.weight": 30.229164123535156, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 1620.51806640625, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 51.37286376953125, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 942.9266357421875, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 31.10378074645996, "weight_grad_norm/transformer.h.4.ln_2.weight": 28.611074447631836, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 1819.0145263671875, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 45.40388870239258, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 1490.6761474609375, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 31.10593605041504, "weight_grad_norm/transformer.h.5.ln_1.weight": 29.833715438842773, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 1632.1959228515625, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 50.98554229736328, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 945.3374633789062, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 30.994853973388672, "weight_grad_norm/transformer.h.5.ln_2.weight": 26.2683162689209, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 1858.44921875, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 46.97208786010742, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 1666.575927734375, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 30.9523868560791, "weight_grad_norm/transformer.h.6.ln_1.weight": 30.006771087646484, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 1616.0009765625, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 50.06467819213867, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 923.776123046875, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 30.709430694580078, "weight_grad_norm/transformer.h.6.ln_2.weight": 25.82254981994629, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 1874.0291748046875, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 46.06501388549805, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 1758.820068359375, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 30.730628967285156, "weight_grad_norm/transformer.h.7.ln_1.weight": 30.347942352294922, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 1615.6114501953125, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 50.09526443481445, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 912.391845703125, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 30.453216552734375, "weight_grad_norm/transformer.h.7.ln_2.weight": 27.31357765197754, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 1903.487548828125, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 49.497135162353516, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 1862.2052001953125, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 30.384033203125, "weight_grad_norm/transformer.ln_f.weight": 30.78996467590332, "weight_grad_norm/lm_head.weight": 1391.801025390625}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_8x_14.8Mnonzero_afrac0.500/progress.json b/train_curves/csp_sweep1_8x_14.8Mnonzero_afrac0.500/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..db67b495c36efe3e6058ea391cb0b6d0d4b3525e
--- /dev/null
+++ b/train_curves/csp_sweep1_8x_14.8Mnonzero_afrac0.500/progress.json
@@ -0,0 +1 @@
+{"xent": 1.0715256929397583, "test_kl": 0.0, "test_xent": 0.9065772294998169, "grad_norm": 0, "weight_sparsity": 0.9533711671829224, "L0_as_frac_of_orig_params": 19468262.0, "L0": 19468274.0, "L0_non_LN": 19396594.0, "L0_non_embed": 13631474.0, "L0_non_embed_as_frac_of_orig_params": 13631474.0, "param_norm": 12389.1904296875, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 524288.0, "lr": 8.987306709990642e-06, "pfrac": 2, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 377149.3144415086, "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, "num_alive_neurons/c_fc/layer_4": 8192, "num_alive_neurons/c_fc/layer_5": 8190, "num_alive_neurons/c_fc/layer_6": 8191, "num_alive_neurons/c_fc/layer_7": 8192, "empirical_L0_frac/transformer.wte.weight": 0.25, "empirical_L0_frac/transformer.wpe.weight": 0.2490234375, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.03125, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.03125, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.03125, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.03125, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.03124988079071045, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.031249523162841797, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.0312497615814209, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.03125, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.25, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.03125, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.03125, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.25, "empirical_L0_frac/lm_head.weight": 0.25, "weight_grad_norm/bigram_table": 579.826416015625, "weight_grad_norm/transformer.wte.weight": 1185.025390625, "weight_grad_norm/transformer.wpe.weight": 936.9771728515625, "weight_grad_norm/transformer.h.0.ln_1.weight": 42.92155838012695, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 2225.091796875, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 68.71946716308594, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 1764.2779541015625, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 43.50685501098633, "weight_grad_norm/transformer.h.0.ln_2.weight": 39.38309097290039, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 2559.994140625, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 62.11353302001953, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 3182.327392578125, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 43.50907516479492, "weight_grad_norm/transformer.h.1.ln_1.weight": 43.481849670410156, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 2394.550537109375, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 70.20220184326172, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 1545.77392578125, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 43.34754180908203, "weight_grad_norm/transformer.h.1.ln_2.weight": 35.13531494140625, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 2741.453857421875, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 53.01955032348633, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 2622.441162109375, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 43.31869888305664, "weight_grad_norm/transformer.h.2.ln_1.weight": 43.48829650878906, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 2820.7626953125, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 68.57791900634766, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 1705.600830078125, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 43.15372848510742, "weight_grad_norm/transformer.h.2.ln_2.weight": 40.41842269897461, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 3059.9375, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 66.85308837890625, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 2769.3857421875, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 43.200347900390625, "weight_grad_norm/transformer.h.3.ln_1.weight": 42.863338470458984, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 2860.68701171875, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 67.68143463134766, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 1757.8863525390625, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 42.911800384521484, "weight_grad_norm/transformer.h.3.ln_2.weight": 34.8899040222168, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 3167.366455078125, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 53.520347595214844, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 2669.421630859375, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 42.85688018798828, "weight_grad_norm/transformer.h.4.ln_1.weight": 41.344017028808594, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 2878.634765625, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 67.18489837646484, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 1708.8623046875, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 42.4279670715332, "weight_grad_norm/transformer.h.4.ln_2.weight": 36.03196334838867, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 3329.42333984375, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 56.55031204223633, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 2799.904052734375, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 42.34047317504883, "weight_grad_norm/transformer.h.5.ln_1.weight": 41.07833480834961, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 2913.99853515625, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 66.11026000976562, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 1704.140869140625, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 41.85995864868164, "weight_grad_norm/transformer.h.5.ln_2.weight": 32.42362594604492, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 3403.46826171875, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 48.108856201171875, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 2852.990966796875, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 41.73673629760742, "weight_grad_norm/transformer.h.6.ln_1.weight": 40.45294189453125, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 2851.509765625, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 65.27562713623047, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 1625.9755859375, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 41.1136589050293, "weight_grad_norm/transformer.h.6.ln_2.weight": 33.601158142089844, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 3486.49072265625, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 48.65489196777344, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 3085.09912109375, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 40.92444610595703, "weight_grad_norm/transformer.h.7.ln_1.weight": 41.15810775756836, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 2802.93310546875, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 63.694175720214844, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 1599.4417724609375, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 40.16537094116211, "weight_grad_norm/transformer.h.7.ln_2.weight": 37.16551971435547, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 3557.59326171875, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 59.11306381225586, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 3322.80078125, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 40.255672454833984, "weight_grad_norm/transformer.ln_f.weight": 43.62643814086914, "weight_grad_norm/lm_head.weight": 1918.6455078125}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_8x_3.7Mnonzero_afrac0.250/progress.json b/train_curves/csp_sweep1_8x_3.7Mnonzero_afrac0.250/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..dd7a6d25048f526573a7d2dfb48883b42893fc84
--- /dev/null
+++ b/train_curves/csp_sweep1_8x_3.7Mnonzero_afrac0.250/progress.json
@@ -0,0 +1 @@
+{"xent": 1.173543095588684, "test_kl": 0.0, "test_xent": 0.9952408075332642, "grad_norm": 0, "weight_sparsity": 0.9807482957839966, "L0_as_frac_of_orig_params": 8037885.5, "L0": 8037877.0, "L0_non_LN": 7993845.0, "L0_non_embed": 3406325.0, "L0_non_embed_as_frac_of_orig_params": 3406325.0, "param_norm": 14034.0244140625, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 262144.0, "lr": 1.2709971038475488e-05, "pfrac": 0.5, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 399352.13955790084, "num_alive_neurons/c_fc/layer_0": 8190, "num_alive_neurons/c_fc/layer_1": 8190, "num_alive_neurons/c_fc/layer_2": 8152, "num_alive_neurons/c_fc/layer_3": 8139, "num_alive_neurons/c_fc/layer_4": 8151, "num_alive_neurons/c_fc/layer_5": 8152, "num_alive_neurons/c_fc/layer_6": 8175, "num_alive_neurons/c_fc/layer_7": 8189, "empirical_L0_frac/transformer.wte.weight": 0.0625, "empirical_L0_frac/transformer.wpe.weight": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.0078125, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.0078119635581970215, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.007812023162841797, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.0078125, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.0078119635581970215, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.007812023162841797, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.0078125, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.007802784442901611, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.007803678512573242, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.0078125, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.007799744606018066, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.007799983024597168, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.0078125, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.00780254602432251, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.007803499698638916, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.0078125, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.007802724838256836, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.007802844047546387, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.0078125, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.0078084468841552734, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.007810235023498535, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.0078125, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.0078116655349731445, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.0078116655349731445, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/lm_head.weight": 0.0625, "weight_grad_norm/bigram_table": 597.630859375, "weight_grad_norm/transformer.wte.weight": 1563.6201171875, "weight_grad_norm/transformer.wpe.weight": 1178.896728515625, "weight_grad_norm/transformer.h.0.ln_1.weight": 43.14971160888672, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 2974.0224609375, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 70.57534790039062, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 1921.2503662109375, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 44.50910568237305, "weight_grad_norm/transformer.h.0.ln_2.weight": 39.115840911865234, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 3588.0498046875, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 74.45942687988281, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 3408.25439453125, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 44.42306900024414, "weight_grad_norm/transformer.h.1.ln_1.weight": 41.153228759765625, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 3234.5703125, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 69.99637603759766, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 1838.50439453125, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 44.24338150024414, "weight_grad_norm/transformer.h.1.ln_2.weight": 35.85744094848633, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 3609.28076171875, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 65.51663970947266, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 3139.670654296875, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 44.20100784301758, "weight_grad_norm/transformer.h.2.ln_1.weight": 40.929996490478516, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 3212.844482421875, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 68.96163177490234, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 1854.279296875, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 44.225425720214844, "weight_grad_norm/transformer.h.2.ln_2.weight": 37.465091705322266, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 3715.93701171875, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 70.55635833740234, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 3186.83154296875, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 44.13493728637695, "weight_grad_norm/transformer.h.3.ln_1.weight": 38.37946701049805, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 3177.814453125, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 66.8184814453125, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 1820.6376953125, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 43.99006652832031, "weight_grad_norm/transformer.h.3.ln_2.weight": 37.10603713989258, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 3723.82275390625, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 69.80958557128906, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 3207.68603515625, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 43.97914123535156, "weight_grad_norm/transformer.h.4.ln_1.weight": 39.24077606201172, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 3186.20947265625, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 66.78136444091797, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 1800.85107421875, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 43.797607421875, "weight_grad_norm/transformer.h.4.ln_2.weight": 35.58527374267578, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 3756.590087890625, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 66.75054168701172, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 3094.883544921875, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 43.78675079345703, "weight_grad_norm/transformer.h.5.ln_1.weight": 38.318878173828125, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 3177.585693359375, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 65.46221160888672, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 1783.526123046875, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 43.41963195800781, "weight_grad_norm/transformer.h.5.ln_2.weight": 40.4091911315918, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 3772.709716796875, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 68.51092529296875, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 3242.288330078125, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 43.342472076416016, "weight_grad_norm/transformer.h.6.ln_1.weight": 40.54219436645508, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 3123.306396484375, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 64.62104034423828, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 1782.763916015625, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 43.10277557373047, "weight_grad_norm/transformer.h.6.ln_2.weight": 36.953468322753906, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 3792.286865234375, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 64.24866485595703, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 3318.86572265625, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 43.101627349853516, "weight_grad_norm/transformer.h.7.ln_1.weight": 39.915401458740234, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 3137.120361328125, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 64.48797607421875, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 1796.2713623046875, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 42.76717758178711, "weight_grad_norm/transformer.h.7.ln_2.weight": 42.150997161865234, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 3816.39794921875, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 68.066162109375, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 3580.669677734375, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 42.72395706176758, "weight_grad_norm/transformer.ln_f.weight": 43.237464904785156, "weight_grad_norm/lm_head.weight": 1980.8756103515625}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_8x_3.7Mnonzero_afrac0.500/progress.json b/train_curves/csp_sweep1_8x_3.7Mnonzero_afrac0.500/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..70419a3ccf24f4a8a353e27ab980884d08e46105
--- /dev/null
+++ b/train_curves/csp_sweep1_8x_3.7Mnonzero_afrac0.500/progress.json
@@ -0,0 +1 @@
+{"xent": 1.1604150533676147, "test_kl": 0.0, "test_xent": 0.984347403049469, "grad_norm": 0, "weight_sparsity": 0.9807447791099548, "L0_as_frac_of_orig_params": 8039353.5, "L0": 8039360.0, "L0_non_LN": 7995328.0, "L0_non_embed": 3407808.0, "L0_non_embed_as_frac_of_orig_params": 3407808.0, "param_norm": 13956.25390625, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 131072.0, "lr": 1.2709971038475488e-05, "pfrac": 0.5, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 852406.0704508357, "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, "num_alive_neurons/c_fc/layer_4": 8190, "num_alive_neurons/c_fc/layer_5": 8189, "num_alive_neurons/c_fc/layer_6": 8186, "num_alive_neurons/c_fc/layer_7": 8191, "empirical_L0_frac/transformer.wte.weight": 0.0625, "empirical_L0_frac/transformer.wpe.weight": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.0078125, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.0078125, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.0078125, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.0078125, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.0078125, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.0078125, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.0078125, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.0078125, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.0078125, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.007812023162841797, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.007812440395355225, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.0078125, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.007811784744262695, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.0078122615814208984, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.0078125, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.007811069488525391, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.007812082767486572, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.0078125, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.0078125, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.0078122615814208984, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.0078122615814208984, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/lm_head.weight": 0.0625, "weight_grad_norm/bigram_table": 596.40576171875, "weight_grad_norm/transformer.wte.weight": 1582.5999755859375, "weight_grad_norm/transformer.wpe.weight": 1187.0413818359375, "weight_grad_norm/transformer.h.0.ln_1.weight": 43.08833312988281, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 3035.232177734375, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 72.37081909179688, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 1939.1492919921875, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 44.653873443603516, "weight_grad_norm/transformer.h.0.ln_2.weight": 39.603660583496094, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 3650.583984375, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 73.2050552368164, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 3735.41748046875, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 44.650054931640625, "weight_grad_norm/transformer.h.1.ln_1.weight": 42.713008880615234, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 3173.55078125, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 74.29971313476562, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 1857.4189453125, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 44.58884048461914, "weight_grad_norm/transformer.h.1.ln_2.weight": 34.595420837402344, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 3609.228515625, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 63.019622802734375, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 3439.584228515625, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 44.55472183227539, "weight_grad_norm/transformer.h.2.ln_1.weight": 40.670318603515625, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 3310.213623046875, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 72.51375579833984, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 1890.5821533203125, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 44.432613372802734, "weight_grad_norm/transformer.h.2.ln_2.weight": 38.24101257324219, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 3741.387451171875, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 71.5398178100586, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 3407.830078125, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 44.44269943237305, "weight_grad_norm/transformer.h.3.ln_1.weight": 39.544681549072266, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 3303.0927734375, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 71.77349853515625, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 1914.584716796875, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 44.35640335083008, "weight_grad_norm/transformer.h.3.ln_2.weight": 38.26771545410156, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 3786.109130859375, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 74.16452026367188, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 3441.36767578125, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 44.362709045410156, "weight_grad_norm/transformer.h.4.ln_1.weight": 40.24087142944336, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 3293.164794921875, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 71.12091064453125, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 1887.6318359375, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 44.16598129272461, "weight_grad_norm/transformer.h.4.ln_2.weight": 36.819759368896484, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 3823.864990234375, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 72.55936431884766, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 3451.962890625, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 44.15415573120117, "weight_grad_norm/transformer.h.5.ln_1.weight": 40.449249267578125, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 3269.64794921875, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 70.02338409423828, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 1851.1702880859375, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 43.91560363769531, "weight_grad_norm/transformer.h.5.ln_2.weight": 33.8485221862793, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 3829.695068359375, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 65.36885833740234, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 3458.123291015625, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 43.870887756347656, "weight_grad_norm/transformer.h.6.ln_1.weight": 38.86171340942383, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 3239.9501953125, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 68.34485626220703, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 1888.5908203125, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 43.523258209228516, "weight_grad_norm/transformer.h.6.ln_2.weight": 33.90139389038086, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 3842.8349609375, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 64.2952651977539, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 3529.80859375, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 43.525516510009766, "weight_grad_norm/transformer.h.7.ln_1.weight": 40.12314224243164, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 3217.29833984375, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 67.3510513305664, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 1880.839599609375, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 43.266258239746094, "weight_grad_norm/transformer.h.7.ln_2.weight": 38.97795104980469, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 3889.918701171875, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 71.76473236083984, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 3754.885009765625, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 43.4564208984375, "weight_grad_norm/transformer.ln_f.weight": 43.135650634765625, "weight_grad_norm/lm_head.weight": 1985.2122802734375}
\ No newline at end of file
diff --git a/train_curves/csp_sweep1_8x_7.4Mnonzero_afrac0.250/progress.json b/train_curves/csp_sweep1_8x_7.4Mnonzero_afrac0.250/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..432c446ad9586af2a23fb4277d9f7f7bce627861
--- /dev/null
+++ b/train_curves/csp_sweep1_8x_7.4Mnonzero_afrac0.250/progress.json
@@ -0,0 +1 @@
+{"xent": 1.1191335916519165, "test_kl": 0.0, "test_xent": 0.949303388595581, "grad_norm": 0, "weight_sparsity": 0.9716194868087769, "L0_as_frac_of_orig_params": 11849305.0, "L0": 11849311.0, "L0_non_LN": 11796063.0, "L0_non_embed": 6815327.0, "L0_non_embed_as_frac_of_orig_params": 6815327.0, "param_norm": 11177.916015625, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 524288.0, "lr": 8.987306709990642e-06, "pfrac": 1, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 398230.0202449172, "num_alive_neurons/c_fc/layer_0": 8191, "num_alive_neurons/c_fc/layer_1": 8192, "num_alive_neurons/c_fc/layer_2": 8174, "num_alive_neurons/c_fc/layer_3": 8162, "num_alive_neurons/c_fc/layer_4": 8189, "num_alive_neurons/c_fc/layer_5": 8191, "num_alive_neurons/c_fc/layer_6": 8191, "num_alive_neurons/c_fc/layer_7": 8192, "empirical_L0_frac/transformer.wte.weight": 0.125, "empirical_L0_frac/transformer.wpe.weight": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.015624761581420898, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.015624761581420898, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.015625, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.015620291233062744, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.0156211256980896, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.015617549419403076, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.015618741512298584, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.015624284744262695, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.015624582767486572, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.015624582767486572, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.015624701976776123, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.015624761581420898, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.015625, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.015625, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.015625, "empirical_L0_frac/transformer.h.7.mlp.c_proj.bias": 0.125, "empirical_L0_frac/lm_head.weight": 0.125, "weight_grad_norm/bigram_table": 587.0249633789062, "weight_grad_norm/transformer.wte.weight": 1414.958251953125, "weight_grad_norm/transformer.wpe.weight": 1082.1431884765625, "weight_grad_norm/transformer.h.0.ln_1.weight": 42.981807708740234, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 2665.63818359375, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 69.06547546386719, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 1861.91162109375, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 44.102684020996094, "weight_grad_norm/transformer.h.0.ln_2.weight": 39.22157287597656, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 3191.545166015625, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 67.81250762939453, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 3233.167724609375, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 44.09335708618164, "weight_grad_norm/transformer.h.1.ln_1.weight": 41.91122817993164, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 3077.122802734375, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 67.84410095214844, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 1750.723876953125, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 43.73603820800781, "weight_grad_norm/transformer.h.1.ln_2.weight": 36.827659606933594, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 3352.90966796875, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 62.794578552246094, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 2891.2431640625, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 43.76435852050781, "weight_grad_norm/transformer.h.2.ln_1.weight": 42.50567626953125, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 3045.479248046875, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 67.0362777709961, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 1762.952880859375, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 43.79515075683594, "weight_grad_norm/transformer.h.2.ln_2.weight": 38.030975341796875, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 3468.315673828125, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 66.47222137451172, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 2872.390869140625, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 43.64472961425781, "weight_grad_norm/transformer.h.3.ln_1.weight": 39.941654205322266, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 3050.106201171875, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 65.57125091552734, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 1747.232177734375, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 43.54777145385742, "weight_grad_norm/transformer.h.3.ln_2.weight": 38.967655181884766, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 3521.07080078125, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 67.94124603271484, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 2946.013671875, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 43.45619583129883, "weight_grad_norm/transformer.h.4.ln_1.weight": 39.71167755126953, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 3012.34033203125, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 65.46603393554688, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 1704.6829833984375, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 43.31552505493164, "weight_grad_norm/transformer.h.4.ln_2.weight": 36.1878547668457, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 3565.037841796875, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 61.3714485168457, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 2775.04541015625, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 43.15451431274414, "weight_grad_norm/transformer.h.5.ln_1.weight": 39.9375114440918, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 3001.84814453125, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 63.97745895385742, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 1667.7215576171875, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 42.8228645324707, "weight_grad_norm/transformer.h.5.ln_2.weight": 37.22639083862305, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 3602.137939453125, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 65.6265640258789, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 2981.093994140625, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 42.56724548339844, "weight_grad_norm/transformer.h.6.ln_1.weight": 41.5943717956543, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 2980.376953125, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 63.26158905029297, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 1682.0252685546875, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 42.306251525878906, "weight_grad_norm/transformer.h.6.ln_2.weight": 37.336666107177734, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 3632.408935546875, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 59.414581298828125, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 3066.79638671875, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 42.40491485595703, "weight_grad_norm/transformer.h.7.ln_1.weight": 38.965797424316406, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 2944.730224609375, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 62.72404479980469, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 1688.0567626953125, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 41.74041748046875, "weight_grad_norm/transformer.h.7.ln_2.weight": 41.0441780090332, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 3684.793701171875, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 64.68609619140625, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 3354.00146484375, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 41.62080764770508, "weight_grad_norm/transformer.ln_f.weight": 43.55491638183594, "weight_grad_norm/lm_head.weight": 1956.956298828125}
\ No newline at end of file
diff --git a/train_curves/csp_yolo1/progress.json b/train_curves/csp_yolo1/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..5bdfd4a6eaf6d3dc477c30f9ec3f59b4d588081b
--- /dev/null
+++ b/train_curves/csp_yolo1/progress.json
@@ -0,0 +1 @@
+{"xent": 1.0325697660446167, "test_kl": 0.0, "test_xent": 1.1448947191238403, "grad_norm": 0, "weight_sparsity": 0.9688466787338257, "L0_as_frac_of_orig_params": 5002236.5, "L0": 5002240.0, "L0_non_LN": 4866048.0, "L0_non_embed": 622592.0, "L0_non_embed_as_frac_of_orig_params": 622592.0, "param_norm": 25227.46484375, "aux_invertable": 0, "elapsed_tokens": 15999959040, "grad_scale": 16384.0, "lr": 0.0, "pfrac": 0.0625, "step": 122070, "num_alive_neurons/c_fc/layer_0": 4096, "num_alive_neurons/c_fc/layer_1": 4096, "num_alive_neurons/c_fc/layer_2": 4096, "num_alive_neurons/c_fc/layer_3": 4096, "num_alive_neurons/c_fc/layer_4": 4096, "num_alive_neurons/c_fc/layer_5": 4096, "num_alive_neurons/c_fc/layer_6": 4096, "num_alive_neurons/c_fc/layer_7": 4096, "num_alive_neurons/c_fc/layer_8": 4096, "num_alive_neurons/c_fc/layer_9": 4096, "num_alive_neurons/c_fc/layer_10": 4096, "num_alive_neurons/c_fc/layer_11": 4096, "empirical_L0_frac/transformer.wte.weight": 0.015625, "empirical_L0_frac/transformer.wpe.weight": 0.015625, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.00390625, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.00390625, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.00390625, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.00390625, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.00390625, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.00390625, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.00390625, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.00390625, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.00390625, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.00390625, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.00390625, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.00390625, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.00390625, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.00390625, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.00390625, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.00390625, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.8.attn.c_attn.weight": 0.00390625, "empirical_L0_frac/transformer.h.8.attn.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.8.mlp.c_fc.weight": 0.00390625, "empirical_L0_frac/transformer.h.8.mlp.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.9.attn.c_attn.weight": 0.00390625, "empirical_L0_frac/transformer.h.9.attn.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.9.mlp.c_fc.weight": 0.00390625, "empirical_L0_frac/transformer.h.9.mlp.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.10.attn.c_attn.weight": 0.00390625, "empirical_L0_frac/transformer.h.10.attn.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.10.mlp.c_fc.weight": 0.00390625, "empirical_L0_frac/transformer.h.10.mlp.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.11.attn.c_attn.weight": 0.00390625, "empirical_L0_frac/transformer.h.11.attn.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.11.mlp.c_fc.weight": 0.00390625, "empirical_L0_frac/transformer.h.11.mlp.c_proj.weight": 0.00390625, "empirical_L0_frac/lm_head.weight": 0.015625}
\ No newline at end of file
diff --git a/train_curves/dense1_1x/progress.json b/train_curves/dense1_1x/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..28d39efba11b9c93431b641002dfbe1807bc28d0
--- /dev/null
+++ b/train_curves/dense1_1x/progress.json
@@ -0,0 +1 @@
+{"xent": 1.1179481744766235, "test_kl": 0.0, "test_xent": 1.2208739519119263, "grad_norm": 0, "weight_sparsity": 0.0, "L0_as_frac_of_orig_params": 1.9387497851372257, "L0": 8662272.0, "L0_non_LN": 8650752.0, "L0_non_embed": 3670016.0, "L0_non_embed_as_frac_of_orig_params": 1.0, "param_norm": 2458.612548828125, "aux_invertable": 0, "elapsed_tokens": 7999324160, "grad_scale": 262144.0, "lr": 0.0008, "pfrac": 1, "step": 61030, "num_alive_neurons/c_fc/layer_0": 1024, "num_alive_neurons/c_fc/layer_1": 1024, "num_alive_neurons/c_fc/layer_2": 1024, "num_alive_neurons/c_fc/layer_3": 1024, "zero_mask_change_frac/bigram_table": 0.0, "zero_mask_change_frac/transformer.wte.weight": 0.0, "zero_mask_change_frac/transformer.wpe.weight": 0.0, "zero_mask_change_frac/transformer.h.0.ln_1.weight": 0.0, "zero_mask_change_frac/transformer.h.0.attn.c_attn.weight": 0.0, "zero_mask_change_frac/transformer.h.0.attn.c_attn.bias": 0.5, "zero_mask_change_frac/transformer.h.0.attn.c_proj.weight": 0.0, "zero_mask_change_frac/transformer.h.0.attn.c_proj.bias": 0.5, "zero_mask_change_frac/transformer.h.0.ln_2.weight": 0.0, "zero_mask_change_frac/transformer.h.0.mlp.c_fc.weight": 0.0, "zero_mask_change_frac/transformer.h.0.mlp.c_fc.bias": 0.5, "zero_mask_change_frac/transformer.h.0.mlp.c_proj.weight": 0.0, "zero_mask_change_frac/transformer.h.0.mlp.c_proj.bias": 0.5, "zero_mask_change_frac/transformer.h.1.ln_1.weight": 0.0, "zero_mask_change_frac/transformer.h.1.attn.c_attn.weight": 0.0, "zero_mask_change_frac/transformer.h.1.attn.c_attn.bias": 0.5, "zero_mask_change_frac/transformer.h.1.attn.c_proj.weight": 0.0, "zero_mask_change_frac/transformer.h.1.attn.c_proj.bias": 0.5, "zero_mask_change_frac/transformer.h.1.ln_2.weight": 0.0, "zero_mask_change_frac/transformer.h.1.mlp.c_fc.weight": 0.0, "zero_mask_change_frac/transformer.h.1.mlp.c_fc.bias": 0.5, "zero_mask_change_frac/transformer.h.1.mlp.c_proj.weight": 0.0, "zero_mask_change_frac/transformer.h.1.mlp.c_proj.bias": 0.5, "zero_mask_change_frac/transformer.h.2.ln_1.weight": 0.0, "zero_mask_change_frac/transformer.h.2.attn.c_attn.weight": 0.0, "zero_mask_change_frac/transformer.h.2.attn.c_attn.bias": 0.5, "zero_mask_change_frac/transformer.h.2.attn.c_proj.weight": 0.0, "zero_mask_change_frac/transformer.h.2.attn.c_proj.bias": 0.5, "zero_mask_change_frac/transformer.h.2.ln_2.weight": 0.0, "zero_mask_change_frac/transformer.h.2.mlp.c_fc.weight": 0.0, "zero_mask_change_frac/transformer.h.2.mlp.c_fc.bias": 0.5, "zero_mask_change_frac/transformer.h.2.mlp.c_proj.weight": 0.0, "zero_mask_change_frac/transformer.h.2.mlp.c_proj.bias": 0.5, "zero_mask_change_frac/transformer.h.3.ln_1.weight": 0.0, "zero_mask_change_frac/transformer.h.3.attn.c_attn.weight": 0.0, "zero_mask_change_frac/transformer.h.3.attn.c_attn.bias": 0.5, "zero_mask_change_frac/transformer.h.3.attn.c_proj.weight": 0.0, "zero_mask_change_frac/transformer.h.3.attn.c_proj.bias": 0.5, "zero_mask_change_frac/transformer.h.3.ln_2.weight": 0.0, "zero_mask_change_frac/transformer.h.3.mlp.c_fc.weight": 0.0, "zero_mask_change_frac/transformer.h.3.mlp.c_fc.bias": 0.5, "zero_mask_change_frac/transformer.h.3.mlp.c_proj.weight": 0.0, "zero_mask_change_frac/transformer.h.3.mlp.c_proj.bias": 0.5, "zero_mask_change_frac/transformer.ln_f.weight": 0.0, "zero_mask_change_frac/lm_head.weight": 0.0, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 1.0}
\ No newline at end of file
diff --git a/train_curves/dense1_2x/progress.json b/train_curves/dense1_2x/progress.json
new file mode 100644
index 0000000000000000000000000000000000000000..31cf0393ee4a14299bf3f96b461bbab98d928ef5
--- /dev/null
+++ b/train_curves/dense1_2x/progress.json
@@ -0,0 +1 @@
+{"xent": 0.964169442653656, "test_kl": 0.0, "test_xent": 1.0785638093948364, "grad_norm": 0, "weight_sparsity": 0.0, "L0_as_frac_of_orig_params": 4.346874462843064, "L0": 19421696.0, "L0_non_LN": 19398656.0, "L0_non_embed": 13631488.0, "L0_non_embed_as_frac_of_orig_params": 3.7142857142857144, "param_norm": 1219.531494140625, "aux_invertable": 0, "elapsed_tokens": 7999324160, "grad_scale": 524288.0, "lr": 0.0004, "pfrac": 4, "step": 61030, "num_alive_neurons/c_fc/layer_0": 2048, "num_alive_neurons/c_fc/layer_1": 2048, "num_alive_neurons/c_fc/layer_2": 2048, "num_alive_neurons/c_fc/layer_3": 2048, "zero_mask_change_frac/bigram_table": 0.0, "zero_mask_change_frac/transformer.wte.weight": 0.0, "zero_mask_change_frac/transformer.wpe.weight": 0.0, "zero_mask_change_frac/transformer.h.0.ln_1.weight": 0.0, "zero_mask_change_frac/transformer.h.0.attn.c_attn.weight": 0.0, "zero_mask_change_frac/transformer.h.0.attn.c_attn.bias": 0.5, "zero_mask_change_frac/transformer.h.0.attn.c_proj.weight": 0.0, "zero_mask_change_frac/transformer.h.0.attn.c_proj.bias": 0.5, "zero_mask_change_frac/transformer.h.0.ln_2.weight": 0.0, "zero_mask_change_frac/transformer.h.0.mlp.c_fc.weight": 0.0, "zero_mask_change_frac/transformer.h.0.mlp.c_fc.bias": 0.5, "zero_mask_change_frac/transformer.h.0.mlp.c_proj.weight": 4.76837158203125e-07, "zero_mask_change_frac/transformer.h.0.mlp.c_proj.bias": 0.5, "zero_mask_change_frac/transformer.h.1.ln_1.weight": 0.0, "zero_mask_change_frac/transformer.h.1.attn.c_attn.weight": 0.0, "zero_mask_change_frac/transformer.h.1.attn.c_attn.bias": 0.5, "zero_mask_change_frac/transformer.h.1.attn.c_proj.weight": 0.0, "zero_mask_change_frac/transformer.h.1.attn.c_proj.bias": 0.5, "zero_mask_change_frac/transformer.h.1.ln_2.weight": 0.0, "zero_mask_change_frac/transformer.h.1.mlp.c_fc.weight": 0.0, "zero_mask_change_frac/transformer.h.1.mlp.c_fc.bias": 0.5, "zero_mask_change_frac/transformer.h.1.mlp.c_proj.weight": 0.0, "zero_mask_change_frac/transformer.h.1.mlp.c_proj.bias": 0.5, "zero_mask_change_frac/transformer.h.2.ln_1.weight": 0.0, "zero_mask_change_frac/transformer.h.2.attn.c_attn.weight": 0.0, "zero_mask_change_frac/transformer.h.2.attn.c_attn.bias": 0.5, "zero_mask_change_frac/transformer.h.2.attn.c_proj.weight": 0.0, "zero_mask_change_frac/transformer.h.2.attn.c_proj.bias": 0.5, "zero_mask_change_frac/transformer.h.2.ln_2.weight": 0.0, "zero_mask_change_frac/transformer.h.2.mlp.c_fc.weight": 0.0, "zero_mask_change_frac/transformer.h.2.mlp.c_fc.bias": 0.5, "zero_mask_change_frac/transformer.h.2.mlp.c_proj.weight": 0.0, "zero_mask_change_frac/transformer.h.2.mlp.c_proj.bias": 0.5, "zero_mask_change_frac/transformer.h.3.ln_1.weight": 0.0, "zero_mask_change_frac/transformer.h.3.attn.c_attn.weight": 0.0, "zero_mask_change_frac/transformer.h.3.attn.c_attn.bias": 0.5, "zero_mask_change_frac/transformer.h.3.attn.c_proj.weight": 0.0, "zero_mask_change_frac/transformer.h.3.attn.c_proj.bias": 0.5, "zero_mask_change_frac/transformer.h.3.ln_2.weight": 0.0, "zero_mask_change_frac/transformer.h.3.mlp.c_fc.weight": 0.0, "zero_mask_change_frac/transformer.h.3.mlp.c_fc.bias": 0.5, "zero_mask_change_frac/transformer.h.3.mlp.c_proj.weight": 0.0, "zero_mask_change_frac/transformer.h.3.mlp.c_proj.bias": 0.5, "zero_mask_change_frac/transformer.ln_f.weight": 0.0, "zero_mask_change_frac/lm_head.weight": 0.0, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 1.0, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 1.0, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 1.0, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 1.0}
\ No newline at end of file