Add files using upload-large-folder tool

.gitattributes

@@ -57,3 +57,26 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_bridges2/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_sweep1_2x_14.8Mnonzero_afrac0.250/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_sweep1_4x_0.9Mnonzero_afrac0.125/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_sweep1_1x_1.9Mnonzero_afrac0.062/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/dense1_4x/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_yolo2/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_sweep1_4x_1.9Mnonzero_afrac0.250/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_sweep1_4x_1.9Mnonzero_afrac0.500/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_sweep1_2x_1.9Mnonzero_afrac0.500/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_sweep1_2x_1.9Mnonzero_afrac0.250/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_sweep1_1x_0.9Mnonzero_afrac0.062/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_sweep1_1x_3.7Mnonzero_afrac1.000/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_sweep1_1x_0.9Mnonzero_afrac0.250/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_sweep1_2x_14.8Mnonzero_afrac1.000/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_sweep1_4x_0.9Mnonzero_afrac0.250/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_sweep1_2x_7.4Mnonzero_afrac0.250/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_sweep1_2x_1.9Mnonzero_afrac0.062/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_sweep1_1x_7.4Mnonzero_afrac0.125/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_sweep1_4x_14.8Mnonzero_afrac1.000/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_sweep1_4x_7.4Mnonzero_afrac1.000/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_sweep1_2x_14.8Mnonzero_afrac0.125/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_sweep1_4x_7.4Mnonzero_afrac0.250/progress_full.json filter=lfs diff=lfs merge=lfs -text
+train_curves/csp_sweep1_4x_7.4Mnonzero_afrac0.062/progress_full.json filter=lfs diff=lfs merge=lfs -text

models/csp_sweep1_1x_0.9Mnonzero_afrac1.000/final_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:75bf7bdbe46f655fc8b1f4b578ce22a4123434785af0775f95b8799fcdfffea1
+size 47311124

models/csp_sweep1_1x_1.9Mnonzero_afrac0.125/final_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5138655dd8adf5975e16f08a699ed38d3f709f5607e84eb00036e4dbefa0fa39
+size 47311124

models/csp_sweep1_1x_1.9Mnonzero_afrac0.250/final_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:97cfcae7a33696ba726e2dc0e3a30308ca9aa719a68da317e33b7fa3942ffea3
+size 47311124

models/csp_sweep1_1x_1.9Mnonzero_afrac0.500/final_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ada14846a036d485a38350f9d361ecd65e59ff758cd62244e7f74f430d61edb3
+size 47311124

models/csp_sweep1_1x_3.7Mnonzero_afrac0.125/final_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5f3e34c173b85c63728b9e257eaaa5802128673bfd5b5caa36d034ccf3937258
+size 47311124

models/csp_sweep1_1x_3.7Mnonzero_afrac0.250/final_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c2895d67f12e1c7f0405a0bc380043e1d4089e3f3b9ebbf5218eadceaa1a3b92
+size 47311124

models/csp_sweep1_1x_3.7Mnonzero_afrac0.500/final_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:78569c3470a86eddbbdbb6667e0cd6327c5a2c4e16becaeae39f0769be3a4462
+size 47311124

models/csp_sweep1_1x_7.4Mnonzero_afrac0.062/final_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:95660359bc3eec4e8f7b0b7be10bfb5df4c7d6cfadd4e03cbd3c08def3758604
+size 47311124

models/csp_sweep1_1x_7.4Mnonzero_afrac0.500/final_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9a041d7767c0bcd836d48149e5d2cd541063a6ad768d94a2064c302da221e47c
+size 47311124

models/csp_sweep1_2x_0.9Mnonzero_afrac0.125/final_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a8b7fffb8a7afad0b056b1126ea2de94b6480b0cc34380d0633816b892c404dd
+size 128142612

models/csp_sweep1_2x_0.9Mnonzero_afrac0.250/final_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e5650b93ed33703a6aa76f1a89493240b61c61af01ed4e10cfac8488ed4e1fea
+size 128142612

models/csp_sweep1_2x_0.9Mnonzero_afrac1.000/final_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:493fbb3a2ad33786bd47a54a9812a1057c48faceedd12bba4aee8d6b05cd79c7
+size 128142612

models/csp_sweep1_2x_1.9Mnonzero_afrac1.000/final_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7f50ba9cf983e4172644b39dc6bf2e0dd1f82693784023caf2a22d72990e5fa4
+size 128142612

models/csp_sweep1_2x_14.8Mnonzero_afrac0.500/final_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2efc4a817d568f7279d454d48da22b6268393cebeef4ee0b1705aff021f5ac27
+size 128142612

models/csp_sweep1_2x_3.7Mnonzero_afrac0.062/final_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5a25b26c7c618f5c41f272428313121ef0681f63c155640fe847514cc6a669b7
+size 128142612

models/csp_sweep1_2x_3.7Mnonzero_afrac0.250/final_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b080b27762c697ad744fece2b42bf0998a69a4a48301d77c193b5a1b1408747c
+size 128142612

models/csp_sweep1_2x_3.7Mnonzero_afrac1.000/final_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9b2b03ef1047ffa2467997746f9b21f18ad631a0a685e764d44da77408643ae1
+size 128142612

models/csp_sweep1_2x_7.4Mnonzero_afrac1.000/final_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:886faa6a8d687b633e6c1b003f40b9d61fc68c4298c57cdd897b354a7faacb2c
+size 128142612

models/dense1_1x/final_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:03c24d2a132d113f70780b7da4c1a70e5cfa231497a8ecfc07c19386386e5298
+size 34670924

models/dense1_2x/final_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7591892503df5180796828b6341f3da3feb3187a8fcc8943034f441f3f5b4694
+size 77708620

train_curves/csp_bridges2/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}

train_curves/csp_bridges2/progress_full.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ee668cdddb38c5cb6e806b097b1bccb348f9bbfac9634e406973f210c882dadf
+size 18916224

train_curves/csp_sweep1_16x_7.4Mnonzero_afrac0.125/progress.json

@@ -0,0 +1 @@
+{"xent": 1.0028082132339478, "test_kl": 0.0, "test_xent": 0.956121563911438, "grad_norm": 0, "weight_sparsity": 0.9927775859832764, "L0_as_frac_of_orig_params": 11816903.0, "L0": 11816891.0, "L0_non_LN": 11728827.0, "L0_non_embed": 6748091.0, "L0_non_embed_as_frac_of_orig_params": 6748091.0, "param_norm": 9305.08203125, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 65536.0, "lr": 8.987306709990642e-06, "pfrac": 1, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1564178.507051325, "num_alive_neurons/c_fc/layer_0": 14814, "num_alive_neurons/c_fc/layer_1": 14134, "num_alive_neurons/c_fc/layer_2": 14457, "num_alive_neurons/c_fc/layer_3": 13151, "num_alive_neurons/c_fc/layer_4": 12953, "num_alive_neurons/c_fc/layer_5": 13867, "num_alive_neurons/c_fc/layer_6": 14812, "num_alive_neurons/c_fc/layer_7": 15809, "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": 0.00390625, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.0038593411445617676, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.00385989248752594, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.00390625, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.0038391798734664917, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.003839164972305298, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.00390625, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.003848820924758911, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.003848850727081299, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.00390625, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.003809794783592224, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.003810599446296692, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.00390625, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.0038035064935684204, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.003807470202445984, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.00390625, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.0038302242755889893, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.0038358569145202637, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.00390625, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.003858506679534912, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.003861844539642334, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.00390625, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.00390625, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.0038889050483703613, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.003889933228492737, "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": 593.9384155273438, "weight_grad_norm/transformer.wte.weight": 1856.7237548828125, "weight_grad_norm/transformer.wpe.weight": 1451.342529296875, "weight_grad_norm/transformer.h.0.ln_1.weight": 58.24311065673828, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 4083.099365234375, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 83.62277221679688, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 3419.11328125, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 61.60531234741211, "weight_grad_norm/transformer.h.0.ln_2.weight": 57.24674606323242, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 5861.0400390625, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 81.17129516601562, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 4899.34130859375, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 61.41972732543945, "weight_grad_norm/transformer.h.1.ln_1.weight": 54.07227325439453, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 5238.26171875, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 86.01639556884766, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 3459.27197265625, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 60.60948181152344, "weight_grad_norm/transformer.h.1.ln_2.weight": 47.85417556762695, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 5913.49560546875, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 70.92945098876953, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 4142.92041015625, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 60.80184555053711, "weight_grad_norm/transformer.h.2.ln_1.weight": 52.02324295043945, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 5587.95068359375, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 82.29154205322266, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 3039.01123046875, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 60.93864059448242, "weight_grad_norm/transformer.h.2.ln_2.weight": 46.058773040771484, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 6325.55908203125, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 71.8368911743164, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 4406.27099609375, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 60.61471176147461, "weight_grad_norm/transformer.h.3.ln_1.weight": 51.57923889160156, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 5748.244140625, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 79.1060562133789, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 3178.2578125, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 60.747501373291016, "weight_grad_norm/transformer.h.3.ln_2.weight": 48.608333587646484, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 6609.71240234375, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 77.43672180175781, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 4896.46337890625, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 60.39655303955078, "weight_grad_norm/transformer.h.4.ln_1.weight": 50.21327209472656, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 5855.33447265625, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 78.8929214477539, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 3284.979248046875, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 60.494136810302734, "weight_grad_norm/transformer.h.4.ln_2.weight": 49.06922912597656, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 6713.22265625, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 80.82229614257812, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 4864.1572265625, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 59.975852966308594, "weight_grad_norm/transformer.h.5.ln_1.weight": 51.44028091430664, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 5763.92236328125, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 78.63098907470703, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 3065.182861328125, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 59.79425811767578, "weight_grad_norm/transformer.h.5.ln_2.weight": 47.6956787109375, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 6810.65234375, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 78.73617553710938, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 5023.55615234375, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 59.02819061279297, "weight_grad_norm/transformer.h.6.ln_1.weight": 51.76487350463867, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 5942.2314453125, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 80.5355453491211, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 3095.91796875, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 58.78417205810547, "weight_grad_norm/transformer.h.6.ln_2.weight": 48.104129791259766, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 6912.4150390625, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 75.86148071289062, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 5513.88818359375, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 57.57496643066406, "weight_grad_norm/transformer.h.7.ln_1.weight": 53.889854431152344, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 5816.3330078125, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 78.38494873046875, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 3093.019775390625, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 56.88103485107422, "weight_grad_norm/transformer.h.7.ln_2.weight": 48.66993713378906, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 7074.3359375, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 72.04337310791016, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 6176.4609375, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 56.06648635864258, "weight_grad_norm/transformer.ln_f.weight": 60.92405319213867, "weight_grad_norm/lm_head.weight": 2735.859619140625}

train_curves/csp_sweep1_1x_0.9Mnonzero_afrac0.062/progress.json

@@ -0,0 +1 @@
+{"xent": 1.7707579135894775, "test_kl": 0.0, "test_xent": 1.5686283111572266, "grad_norm": 0, "weight_sparsity": 0.5656558275222778, "L0_as_frac_of_orig_params": 5133628.5, "L0": 5133628.0, "L0_non_LN": 5126972.0, "L0_non_embed": 834364.0, "L0_non_embed_as_frac_of_orig_params": 834364.0, "param_norm": 27433.419921875, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 65536.0, "lr": 1.2709971038475488e-05, "pfrac": 0.125, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1267330.7009877483, "num_alive_neurons/c_fc/layer_0": 863, "num_alive_neurons/c_fc/layer_1": 729, "num_alive_neurons/c_fc/layer_2": 775, "num_alive_neurons/c_fc/layer_3": 997, "num_alive_neurons/c_fc/layer_4": 960, "num_alive_neurons/c_fc/layer_5": 1015, "num_alive_neurons/c_fc/layer_6": 1020, "num_alive_neurons/c_fc/layer_7": 1023, "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": 0.1078338623046875, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.12232589721679688, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.12356185913085938, "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": 0.11841964721679688, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.105377197265625, "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": 0.11857223510742188, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.10237503051757812, "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": 0.12457656860351562, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.12457656860351562, "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": 0.12392807006835938, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.12387466430664062, "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": 0.1248626708984375, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.1248626708984375, "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": 0.12492752075195312, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.12492752075195312, "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": 0.1249847412109375, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.1249847412109375, "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": 702.9976196289062, "weight_grad_norm/transformer.wte.weight": 709.8728637695312, "weight_grad_norm/transformer.wpe.weight": 504.1710205078125, "weight_grad_norm/transformer.h.0.ln_1.weight": 15.860638618469238, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 441.917236328125, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 27.1326904296875, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 254.78317260742188, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 15.947711944580078, "weight_grad_norm/transformer.h.0.ln_2.weight": 15.221185684204102, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 445.871826171875, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 30.969457626342773, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 462.24029541015625, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 15.930809020996094, "weight_grad_norm/transformer.h.1.ln_1.weight": 15.09162712097168, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 436.2933349609375, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 26.465068817138672, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 247.1700439453125, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 15.861258506774902, "weight_grad_norm/transformer.h.1.ln_2.weight": 15.865139961242676, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 395.85693359375, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 31.00139617919922, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 431.6797790527344, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 15.893301010131836, "weight_grad_norm/transformer.h.2.ln_1.weight": 14.688838958740234, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 437.9195556640625, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 26.76116943359375, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 251.2219696044922, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 15.916279792785645, "weight_grad_norm/transformer.h.2.ln_2.weight": 15.52038288116455, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 451.7030029296875, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 30.42323112487793, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 472.39483642578125, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 15.894440650939941, "weight_grad_norm/transformer.h.3.ln_1.weight": 15.613876342773438, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 437.69525146484375, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 26.38974380493164, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 247.73435974121094, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 15.886261940002441, "weight_grad_norm/transformer.h.3.ln_2.weight": 14.233907699584961, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 494.30816650390625, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 29.078798294067383, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 476.39984130859375, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 15.89172077178955, "weight_grad_norm/transformer.h.4.ln_1.weight": 15.538714408874512, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 437.946533203125, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 26.51344108581543, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 246.66952514648438, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 15.854199409484863, "weight_grad_norm/transformer.h.4.ln_2.weight": 14.250682830810547, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 487.89276123046875, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 28.730321884155273, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 469.4482727050781, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 15.836938858032227, "weight_grad_norm/transformer.h.5.ln_1.weight": 15.466695785522461, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 436.2985534667969, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 26.123870849609375, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 244.01036071777344, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 15.842276573181152, "weight_grad_norm/transformer.h.5.ln_2.weight": 14.077213287353516, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 497.4488830566406, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 28.527542114257812, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 473.3098449707031, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 15.779839515686035, "weight_grad_norm/transformer.h.6.ln_1.weight": 15.114209175109863, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 434.5060729980469, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 25.978111267089844, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 245.47132873535156, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 15.790986061096191, "weight_grad_norm/transformer.h.6.ln_2.weight": 14.457963943481445, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 497.643310546875, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 28.484546661376953, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 482.5355529785156, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 15.789111137390137, "weight_grad_norm/transformer.h.7.ln_1.weight": 15.311565399169922, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 435.42340087890625, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 25.996814727783203, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 249.94198608398438, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 15.810953140258789, "weight_grad_norm/transformer.h.7.ln_2.weight": 14.990110397338867, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 501.97369384765625, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 28.5775146484375, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 498.03424072265625, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 15.745928764343262, "weight_grad_norm/transformer.ln_f.weight": 15.447593688964844, "weight_grad_norm/lm_head.weight": 717.9300537109375}

train_curves/csp_sweep1_1x_0.9Mnonzero_afrac0.062/progress_full.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5861e2b4fa4fb096d40eda4f3890dbaf7f95bab3f2789f6f06751f7a7a35c6d5
+size 34564801

train_curves/csp_sweep1_1x_0.9Mnonzero_afrac0.125/progress.json

@@ -0,0 +1 @@
+{"xent": 1.6540441513061523, "test_kl": 0.0, "test_xent": 1.4505689144134521, "grad_norm": 0, "weight_sparsity": 0.5671285390853882, "L0_as_frac_of_orig_params": 5116222.0, "L0": 5116222.0, "L0_non_LN": 5109566.0, "L0_non_embed": 816958.0, "L0_non_embed_as_frac_of_orig_params": 816958.0, "param_norm": 25819.384765625, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 524288.0, "lr": 1.2709971038475488e-05, "pfrac": 0.125, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 2134352.2705322145, "num_alive_neurons/c_fc/layer_0": 1023, "num_alive_neurons/c_fc/layer_1": 1024, "num_alive_neurons/c_fc/layer_2": 688, "num_alive_neurons/c_fc/layer_3": 1024, "num_alive_neurons/c_fc/layer_4": 544, "num_alive_neurons/c_fc/layer_5": 755, "num_alive_neurons/c_fc/layer_6": 1024, "num_alive_neurons/c_fc/layer_7": 779, "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": 0.12497711181640625, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.124969482421875, "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": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.125, "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": 0.10593032836914062, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.11455917358398438, "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": 0.08921051025390625, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.10528945922851562, "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": 0.10000991821289062, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.1180419921875, "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": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.125, "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": 0.11150741577148438, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.12195205688476562, "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": 677.4398803710938, "weight_grad_norm/transformer.wte.weight": 703.568603515625, "weight_grad_norm/transformer.wpe.weight": 501.2389831542969, "weight_grad_norm/transformer.h.0.ln_1.weight": 15.752920150756836, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 434.3793640136719, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 26.67620277404785, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 253.37525939941406, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 15.91315746307373, "weight_grad_norm/transformer.h.0.ln_2.weight": 15.125799179077148, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 502.9858703613281, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 30.600507736206055, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 499.99267578125, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 15.906235694885254, "weight_grad_norm/transformer.h.1.ln_1.weight": 15.745586395263672, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 439.57421875, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 26.735137939453125, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 251.79551696777344, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 15.882827758789062, "weight_grad_norm/transformer.h.1.ln_2.weight": 14.517326354980469, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 502.2631530761719, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 29.893115997314453, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 492.6437072753906, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 15.85997486114502, "weight_grad_norm/transformer.h.2.ln_1.weight": 15.48896312713623, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 435.6012878417969, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 26.263774871826172, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 246.91131591796875, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 15.844461441040039, "weight_grad_norm/transformer.h.2.ln_2.weight": 15.608674049377441, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 460.55426025390625, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 31.054533004760742, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 484.1434020996094, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 15.856851577758789, "weight_grad_norm/transformer.h.3.ln_1.weight": 15.299113273620605, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 434.9489440917969, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 26.286062240600586, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 247.87042236328125, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 15.860129356384277, "weight_grad_norm/transformer.h.3.ln_2.weight": 14.298566818237305, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 503.6188049316406, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 29.54499053955078, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 490.46636962890625, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 15.820268630981445, "weight_grad_norm/transformer.h.4.ln_1.weight": 15.416769981384277, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 434.4225769042969, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 26.09675407409668, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 245.4796600341797, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 15.78392219543457, "weight_grad_norm/transformer.h.4.ln_2.weight": 15.624167442321777, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 377.1109313964844, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 29.928115844726562, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 437.4964904785156, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 15.782660484313965, "weight_grad_norm/transformer.h.5.ln_1.weight": 15.255020141601562, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 433.10137939453125, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 26.10053062438965, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 244.9936981201172, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 15.816218376159668, "weight_grad_norm/transformer.h.5.ln_2.weight": 15.15546989440918, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 452.71307373046875, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 30.285022735595703, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 476.47625732421875, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 15.847397804260254, "weight_grad_norm/transformer.h.6.ln_1.weight": 15.311816215515137, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 432.16009521484375, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 25.808311462402344, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 245.5889129638672, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 15.764688491821289, "weight_grad_norm/transformer.h.6.ln_2.weight": 15.458536148071289, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 502.36578369140625, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 28.937437057495117, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 486.22979736328125, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 15.79773998260498, "weight_grad_norm/transformer.h.7.ln_1.weight": 15.239998817443848, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 431.3893127441406, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 25.625469207763672, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 247.61251831054688, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 15.737717628479004, "weight_grad_norm/transformer.h.7.ln_2.weight": 15.386643409729004, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 488.744384765625, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 30.197521209716797, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 472.7244567871094, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 15.792765617370605, "weight_grad_norm/transformer.ln_f.weight": 15.431306838989258, "weight_grad_norm/lm_head.weight": 718.5814819335938}

train_curves/csp_sweep1_1x_0.9Mnonzero_afrac0.250/progress.json

@@ -0,0 +1 @@
+{"xent": 1.5144124031066895, "test_kl": 0.0, "test_xent": 1.3254135847091675, "grad_norm": 0, "weight_sparsity": 0.5642508268356323, "L0_as_frac_of_orig_params": 5150234.5, "L0": 5150234.0, "L0_non_LN": 5143578.0, "L0_non_embed": 850970.0, "L0_non_embed_as_frac_of_orig_params": 850970.0, "param_norm": 59477.77734375, "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": 1223947.5856175646, "num_alive_neurons/c_fc/layer_0": 998, "num_alive_neurons/c_fc/layer_1": 985, "num_alive_neurons/c_fc/layer_2": 1014, "num_alive_neurons/c_fc/layer_3": 1015, "num_alive_neurons/c_fc/layer_4": 1022, "num_alive_neurons/c_fc/layer_5": 1023, "num_alive_neurons/c_fc/layer_6": 1018, "num_alive_neurons/c_fc/layer_7": 995, "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": 0.124603271484375, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.12462997436523438, "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": 0.12438201904296875, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.12436294555664062, "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": 0.124847412109375, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.12485122680664062, "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": 0.1248626708984375, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.1248626708984375, "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": 0.124969482421875, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.12497329711914062, "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": 0.12497329711914062, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.124969482421875, "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": 0.12489700317382812, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.1248931884765625, "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": 0.1245574951171875, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.1245574951171875, "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": 650.1093139648438, "weight_grad_norm/transformer.wte.weight": 682.1395263671875, "weight_grad_norm/transformer.wpe.weight": 490.2894287109375, "weight_grad_norm/transformer.h.0.ln_1.weight": 15.821977615356445, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 433.27764892578125, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 26.732912063598633, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 253.9767303466797, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 15.867830276489258, "weight_grad_norm/transformer.h.0.ln_2.weight": 13.792929649353027, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 492.2821960449219, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 30.939870834350586, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 495.3182067871094, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 15.915050506591797, "weight_grad_norm/transformer.h.1.ln_1.weight": 15.674736022949219, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 436.6325378417969, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 26.76210594177246, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 251.94725036621094, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 15.848906517028809, "weight_grad_norm/transformer.h.1.ln_2.weight": 12.912274360656738, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 491.7968444824219, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 29.860885620117188, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 484.1935119628906, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 15.849621772766113, "weight_grad_norm/transformer.h.2.ln_1.weight": 14.845882415771484, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 434.3435363769531, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 26.684860229492188, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 249.49473571777344, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 15.809150695800781, "weight_grad_norm/transformer.h.2.ln_2.weight": 13.833518028259277, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 498.8473205566406, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 29.707677841186523, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 478.7112731933594, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 15.822449684143066, "weight_grad_norm/transformer.h.3.ln_1.weight": 15.378418922424316, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 431.51190185546875, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 26.920331954956055, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 243.58682250976562, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 15.76261043548584, "weight_grad_norm/transformer.h.3.ln_2.weight": 14.306180953979492, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 500.8999328613281, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 28.68027114868164, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 469.09210205078125, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 15.77331256866455, "weight_grad_norm/transformer.h.4.ln_1.weight": 14.928277969360352, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 433.5755310058594, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 26.44063949584961, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 246.6141357421875, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 15.770983695983887, "weight_grad_norm/transformer.h.4.ln_2.weight": 13.167566299438477, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 501.338623046875, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 27.47062110900879, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 468.56298828125, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 15.74426555633545, "weight_grad_norm/transformer.h.5.ln_1.weight": 15.17866039276123, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 435.50970458984375, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 26.268054962158203, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 248.32545471191406, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 15.635095596313477, "weight_grad_norm/transformer.h.5.ln_2.weight": 13.474662780761719, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 499.1678466796875, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 26.70410919189453, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 460.9555358886719, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 15.673110961914062, "weight_grad_norm/transformer.h.6.ln_1.weight": 14.869400978088379, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 423.6839599609375, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 25.99546241760254, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 240.52450561523438, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 15.685961723327637, "weight_grad_norm/transformer.h.6.ln_2.weight": 12.667126655578613, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 498.45892333984375, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 24.973154067993164, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 470.01348876953125, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 15.649460792541504, "weight_grad_norm/transformer.h.7.ln_1.weight": 14.909700393676758, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 427.9469299316406, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 25.75086784362793, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 241.07899475097656, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 15.496467590332031, "weight_grad_norm/transformer.h.7.ln_2.weight": 14.438461303710938, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 501.30743408203125, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 28.39794921875, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 496.77484130859375, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 15.517709732055664, "weight_grad_norm/transformer.ln_f.weight": 15.356278419494629, "weight_grad_norm/lm_head.weight": 718.7843627929688}

train_curves/csp_sweep1_1x_0.9Mnonzero_afrac0.250/progress_full.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:37aa3a620e52777ba1fcfec62bf206c3f7b743392a8be08da2aca72145984efa
+size 34540686

train_curves/csp_sweep1_1x_0.9Mnonzero_afrac0.500/progress.json

@@ -0,0 +1 @@
+{"xent": 1.4410046339035034, "test_kl": 0.0, "test_xent": 1.2520447969436646, "grad_norm": 0, "weight_sparsity": 0.5644921064376831, "L0_as_frac_of_orig_params": 5147383.0, "L0": 5147383.0, "L0_non_LN": 5140727.0, "L0_non_embed": 848119.0, "L0_non_embed_as_frac_of_orig_params": 848119.0, "param_norm": 32848.0703125, "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": 2106028.9275108743, "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": 558, "num_alive_neurons/c_fc/layer_6": 1024, "num_alive_neurons/c_fc/layer_7": 1024, "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": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.125, "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": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.125, "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": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.125, "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": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.125, "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": 0.1176605224609375, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.11765670776367188, "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": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.125, "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": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.125, "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": 639.7955932617188, "weight_grad_norm/transformer.wte.weight": 693.5127563476562, "weight_grad_norm/transformer.wpe.weight": 494.145751953125, "weight_grad_norm/transformer.h.0.ln_1.weight": 15.833500862121582, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 433.66680908203125, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 27.09112548828125, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 254.5510711669922, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 15.933967590332031, "weight_grad_norm/transformer.h.0.ln_2.weight": 15.741061210632324, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 505.7835693359375, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 31.17366600036621, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 507.6667175292969, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 15.928464889526367, "weight_grad_norm/transformer.h.1.ln_1.weight": 15.697966575622559, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 440.1313781738281, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 26.996862411499023, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 253.87429809570312, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 15.897329330444336, "weight_grad_norm/transformer.h.1.ln_2.weight": 15.009366035461426, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 502.15869140625, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 29.91160774230957, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 497.8626403808594, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 15.890287399291992, "weight_grad_norm/transformer.h.2.ln_1.weight": 15.188492774963379, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 438.1239013671875, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 26.79802131652832, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 251.2849884033203, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 15.866964340209961, "weight_grad_norm/transformer.h.2.ln_2.weight": 15.271991729736328, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 503.6033020019531, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 30.08843994140625, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 490.67633056640625, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 15.869583129882812, "weight_grad_norm/transformer.h.3.ln_1.weight": 15.271718978881836, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 434.08392333984375, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 26.826061248779297, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 249.41448974609375, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 15.843584060668945, "weight_grad_norm/transformer.h.3.ln_2.weight": 14.371785163879395, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 503.2970886230469, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 28.07245635986328, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 479.91351318359375, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 15.83734130859375, "weight_grad_norm/transformer.h.4.ln_1.weight": 15.250216484069824, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 436.8585510253906, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 26.587934494018555, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 247.78721618652344, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 15.809221267700195, "weight_grad_norm/transformer.h.4.ln_2.weight": 15.048630714416504, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 502.14996337890625, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 30.408615112304688, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 496.3514404296875, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 15.830470085144043, "weight_grad_norm/transformer.h.5.ln_1.weight": 15.239578247070312, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 436.10028076171875, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 26.56620979309082, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 244.80026245117188, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 15.77733039855957, "weight_grad_norm/transformer.h.5.ln_2.weight": 15.346681594848633, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 467.5833435058594, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 30.475852966308594, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 467.7699279785156, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 15.829397201538086, "weight_grad_norm/transformer.h.6.ln_1.weight": 15.149496078491211, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 432.9400634765625, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 26.29983901977539, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 250.93861389160156, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 15.7329683303833, "weight_grad_norm/transformer.h.6.ln_2.weight": 13.489341735839844, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 500.2322692871094, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 26.851545333862305, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 483.4327697753906, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 15.753961563110352, "weight_grad_norm/transformer.h.7.ln_1.weight": 14.624210357666016, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 429.6470642089844, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 25.986032485961914, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 245.51791381835938, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 15.722146987915039, "weight_grad_norm/transformer.h.7.ln_2.weight": 15.377464294433594, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 503.0896911621094, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 28.36911392211914, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 500.1602783203125, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 15.747015953063965, "weight_grad_norm/transformer.ln_f.weight": 15.278839111328125, "weight_grad_norm/lm_head.weight": 718.709228515625}

train_curves/csp_sweep1_1x_1.9Mnonzero_afrac0.062/progress.json

@@ -0,0 +1 @@
+{"xent": 1.6920733451843262, "test_kl": 0.0, "test_xent": 1.5002529621124268, "grad_norm": 0, "weight_sparsity": 0.48665881156921387, "L0_as_frac_of_orig_params": 6067315.0, "L0": 6067315.0, "L0_non_LN": 6058355.0, "L0_non_embed": 1667699.0, "L0_non_embed_as_frac_of_orig_params": 1667699.0, "param_norm": 23062.68359375, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 131072.0, "lr": 8.987306709990642e-06, "pfrac": 0.25, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1255514.5113662267, "num_alive_neurons/c_fc/layer_0": 874, "num_alive_neurons/c_fc/layer_1": 817, "num_alive_neurons/c_fc/layer_2": 797, "num_alive_neurons/c_fc/layer_3": 1000, "num_alive_neurons/c_fc/layer_4": 968, "num_alive_neurons/c_fc/layer_5": 1015, "num_alive_neurons/c_fc/layer_6": 1020, "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": 0.23394775390625, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.24738311767578125, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.24877548217773438, "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": 0.246734619140625, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.22223663330078125, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.23015594482421875, "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": 0.21054840087890625, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.21603012084960938, "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": 0.248809814453125, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.24959945678710938, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.24959182739257812, "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": 0.2490234375, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.24895095825195312, "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": 0.2498626708984375, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.2498626708984375, "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": 0.2472991943359375, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.24992752075195312, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.24992752075195312, "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": 0.2327728271484375, "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": 690.7621459960938, "weight_grad_norm/transformer.wte.weight": 705.97021484375, "weight_grad_norm/transformer.wpe.weight": 502.90447998046875, "weight_grad_norm/transformer.h.0.ln_1.weight": 15.83308219909668, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 437.8651428222656, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 26.84235191345215, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 254.25729370117188, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 15.924814224243164, "weight_grad_norm/transformer.h.0.ln_2.weight": 15.287372589111328, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 413.49609375, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 30.91896629333496, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 447.2321472167969, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 15.907838821411133, "weight_grad_norm/transformer.h.1.ln_1.weight": 14.915063858032227, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 430.98626708984375, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 26.433311462402344, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 247.32664489746094, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 15.882940292358398, "weight_grad_norm/transformer.h.1.ln_2.weight": 15.170310974121094, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 454.9236755371094, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 30.913511276245117, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 432.28607177734375, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 15.902873992919922, "weight_grad_norm/transformer.h.2.ln_1.weight": 15.007560729980469, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 435.9847412109375, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 26.763946533203125, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 250.48851013183594, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 15.907015800476074, "weight_grad_norm/transformer.h.2.ln_2.weight": 14.318882942199707, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 457.7589416503906, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 29.503263473510742, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 497.7424621582031, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 15.862305641174316, "weight_grad_norm/transformer.h.3.ln_1.weight": 15.66204833984375, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 436.5097351074219, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 26.445226669311523, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 247.04835510253906, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 15.870168685913086, "weight_grad_norm/transformer.h.3.ln_2.weight": 14.548147201538086, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 493.1949157714844, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 28.94381332397461, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 458.0342712402344, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 15.848329544067383, "weight_grad_norm/transformer.h.4.ln_1.weight": 15.568347930908203, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 435.2285461425781, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 26.211490631103516, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 245.2455291748047, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 15.80701732635498, "weight_grad_norm/transformer.h.4.ln_2.weight": 14.456672668457031, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 485.063720703125, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 28.62895965576172, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 456.5133056640625, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 15.790291786193848, "weight_grad_norm/transformer.h.5.ln_1.weight": 15.672980308532715, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 432.3355407714844, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 26.10405158996582, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 241.87240600585938, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 15.813982963562012, "weight_grad_norm/transformer.h.5.ln_2.weight": 14.635299682617188, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 494.8863220214844, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 28.825448989868164, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 461.0, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 15.761974334716797, "weight_grad_norm/transformer.h.6.ln_1.weight": 15.549675941467285, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 433.19329833984375, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 26.02635955810547, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 243.66954040527344, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 15.785787582397461, "weight_grad_norm/transformer.h.6.ln_2.weight": 14.847329139709473, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 497.4507141113281, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 29.025915145874023, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 486.3060302734375, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 15.770718574523926, "weight_grad_norm/transformer.h.7.ln_1.weight": 15.332289695739746, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 434.7352294921875, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 25.968013763427734, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 248.130615234375, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 15.742884635925293, "weight_grad_norm/transformer.h.7.ln_2.weight": 15.096393585205078, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 501.8136291503906, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 28.45130157470703, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 478.7663879394531, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 15.657612800598145, "weight_grad_norm/transformer.ln_f.weight": 15.571258544921875, "weight_grad_norm/lm_head.weight": 716.19970703125}

train_curves/csp_sweep1_1x_1.9Mnonzero_afrac0.062/progress_full.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c3b5edfccc7d76bc80071d2d1b1c8d815fa17c527b739843d0b0b7ed78b77341
+size 34553992

train_curves/csp_sweep1_1x_1.9Mnonzero_afrac0.125/progress.json

@@ -0,0 +1 @@
+{"xent": 1.5909355878829956, "test_kl": 0.0, "test_xent": 1.39793860912323, "grad_norm": 0, "weight_sparsity": 0.49152129888534546, "L0_as_frac_of_orig_params": 6009844.0, "L0": 6009844.0, "L0_non_LN": 6000884.0, "L0_non_embed": 1610228.0, "L0_non_embed_as_frac_of_orig_params": 1610228.0, "param_norm": 21674.298828125, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 262144.0, "lr": 8.987306709990642e-06, "pfrac": 0.25, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1256852.5100986757, "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": 749, "num_alive_neurons/c_fc/layer_4": 758, "num_alive_neurons/c_fc/layer_5": 649, "num_alive_neurons/c_fc/layer_6": 1024, "num_alive_neurons/c_fc/layer_7": 930, "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": 0.20869827270507812, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.220184326171875, "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": 0.20718002319335938, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.218505859375, "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": 0.09757232666015625, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.21484756469726562, "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": 0.22661972045898438, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.24892425537109375, "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": 668.7919921875, "weight_grad_norm/transformer.wte.weight": 695.9135131835938, "weight_grad_norm/transformer.wpe.weight": 496.9219665527344, "weight_grad_norm/transformer.h.0.ln_1.weight": 15.820478439331055, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 434.0791320800781, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 27.02701759338379, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 253.6623077392578, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 15.928000450134277, "weight_grad_norm/transformer.h.0.ln_2.weight": 15.489338874816895, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 476.5218505859375, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 31.0382137298584, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 490.5320739746094, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 15.918126106262207, "weight_grad_norm/transformer.h.1.ln_1.weight": 15.469225883483887, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 436.4948425292969, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 26.54452133178711, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 251.9266357421875, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 15.872175216674805, "weight_grad_norm/transformer.h.1.ln_2.weight": 15.470053672790527, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 501.3364562988281, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 30.08241081237793, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 500.2790832519531, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 15.877593994140625, "weight_grad_norm/transformer.h.2.ln_1.weight": 15.586567878723145, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 436.6904296875, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 26.39966583251953, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 245.9424591064453, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 15.820019721984863, "weight_grad_norm/transformer.h.2.ln_2.weight": 14.664522171020508, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 499.2195129394531, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 29.081592559814453, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 483.6896057128906, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 15.802739143371582, "weight_grad_norm/transformer.h.3.ln_1.weight": 15.577433586120605, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 433.1570129394531, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 26.292240142822266, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 241.12213134765625, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 15.813106536865234, "weight_grad_norm/transformer.h.3.ln_2.weight": 15.417410850524902, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 428.31781005859375, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 30.282634735107422, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 442.0888671875, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 15.845379829406738, "weight_grad_norm/transformer.h.4.ln_1.weight": 15.393330574035645, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 432.7582702636719, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 26.08083152770996, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 243.4251251220703, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 15.778696060180664, "weight_grad_norm/transformer.h.4.ln_2.weight": 15.304818153381348, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 457.65887451171875, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 30.137489318847656, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 456.951904296875, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 15.808586120605469, "weight_grad_norm/transformer.h.5.ln_1.weight": 15.324397087097168, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 433.1589050292969, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 26.04707145690918, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 241.61705017089844, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 15.755622863769531, "weight_grad_norm/transformer.h.5.ln_2.weight": 15.234755516052246, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 364.7123718261719, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 29.913732528686523, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 430.0824890136719, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 15.814309120178223, "weight_grad_norm/transformer.h.6.ln_1.weight": 15.312274932861328, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 431.5184020996094, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 25.874971389770508, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 242.80743408203125, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 15.721839904785156, "weight_grad_norm/transformer.h.6.ln_2.weight": 15.416245460510254, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 499.62078857421875, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 28.93074607849121, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 479.3907470703125, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 15.751701354980469, "weight_grad_norm/transformer.h.7.ln_1.weight": 15.297792434692383, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 432.15838623046875, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 25.738994598388672, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 246.4359130859375, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 15.637178421020508, "weight_grad_norm/transformer.h.7.ln_2.weight": 15.756354331970215, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 494.2079772949219, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 29.949399948120117, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 478.7402648925781, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 15.756024360656738, "weight_grad_norm/transformer.ln_f.weight": 15.576009750366211, "weight_grad_norm/lm_head.weight": 716.2474975585938}

train_curves/csp_sweep1_1x_1.9Mnonzero_afrac1.000/progress.json

@@ -0,0 +1 @@
+{"xent": 1.3102620840072632, "test_kl": 0.0, "test_xent": 1.1395485401153564, "grad_norm": 0, "weight_sparsity": 0.4835928678512573, "L0_as_frac_of_orig_params": 6103552.0, "L0": 6103552.0, "L0_non_LN": 6094592.0, "L0_non_embed": 1703936.0, "L0_non_embed_as_frac_of_orig_params": 1703936.0, "param_norm": 36346.51953125, "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": 1887653.129063443, "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": 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": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.25, "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": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.25, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.25, "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": 616.6748657226562, "weight_grad_norm/transformer.wte.weight": 687.9542236328125, "weight_grad_norm/transformer.wpe.weight": 492.84332275390625, "weight_grad_norm/transformer.h.0.ln_1.weight": 15.931434631347656, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 432.9324035644531, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 27.524301528930664, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 254.4882049560547, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 15.97637939453125, "weight_grad_norm/transformer.h.0.ln_2.weight": 15.279139518737793, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 503.3859558105469, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 31.1015567779541, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 507.3406982421875, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 15.929457664489746, "weight_grad_norm/transformer.h.1.ln_1.weight": 15.662652015686035, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 434.3883972167969, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 27.137958526611328, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 254.88731384277344, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 15.922724723815918, "weight_grad_norm/transformer.h.1.ln_2.weight": 14.643595695495605, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 501.1911315917969, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 30.232135772705078, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 500.5087890625, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 15.914375305175781, "weight_grad_norm/transformer.h.2.ln_1.weight": 15.057611465454102, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 438.2354736328125, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 27.205425262451172, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 253.1654510498047, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 15.90102767944336, "weight_grad_norm/transformer.h.2.ln_2.weight": 14.554046630859375, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 501.99884033203125, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 30.14820098876953, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 508.2554931640625, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 15.890975952148438, "weight_grad_norm/transformer.h.3.ln_1.weight": 15.183576583862305, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 437.8437194824219, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 27.09127426147461, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 252.4806671142578, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 15.867652893066406, "weight_grad_norm/transformer.h.3.ln_2.weight": 15.62028980255127, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 501.85968017578125, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 30.817028045654297, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 493.8498840332031, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 15.85922908782959, "weight_grad_norm/transformer.h.4.ln_1.weight": 15.336509704589844, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 436.1441955566406, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 27.01035499572754, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 250.88377380371094, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 15.825156211853027, "weight_grad_norm/transformer.h.4.ln_2.weight": 15.599926948547363, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 503.65997314453125, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 30.611370086669922, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 494.98577880859375, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 15.793168067932129, "weight_grad_norm/transformer.h.5.ln_1.weight": 15.436695098876953, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 436.84674072265625, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 26.76590919494629, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 248.48007202148438, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 15.745738983154297, "weight_grad_norm/transformer.h.5.ln_2.weight": 14.192728996276855, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 497.3691711425781, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 27.10073471069336, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 496.4590148925781, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 15.7300386428833, "weight_grad_norm/transformer.h.6.ln_1.weight": 15.355034828186035, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 431.37347412109375, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 26.6889591217041, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 244.96119689941406, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 15.688677787780762, "weight_grad_norm/transformer.h.6.ln_2.weight": 13.74714183807373, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 496.7508850097656, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 26.311246871948242, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 494.7597351074219, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 15.668461799621582, "weight_grad_norm/transformer.h.7.ln_1.weight": 15.323805809020996, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 430.29803466796875, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 26.505836486816406, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 247.62509155273438, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 15.656962394714355, "weight_grad_norm/transformer.h.7.ln_2.weight": 14.26070499420166, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 499.7820129394531, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 26.78386116027832, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 502.28411865234375, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 15.64070987701416, "weight_grad_norm/transformer.ln_f.weight": 15.449565887451172, "weight_grad_norm/lm_head.weight": 715.9925537109375}

train_curves/csp_sweep1_1x_3.7Mnonzero_afrac0.062/progress.json

@@ -0,0 +1 @@
+{"xent": 1.6572262048721313, "test_kl": 0.0, "test_xent": 1.4619358777999878, "grad_norm": 0, "weight_sparsity": 0.33487534523010254, "L0_as_frac_of_orig_params": 7861284.0, "L0": 7861284.0, "L0_non_LN": 7847716.0, "L0_non_embed": 3325988.0, "L0_non_embed_as_frac_of_orig_params": 3325988.0, "param_norm": 19425.287109375, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 131072.0, "lr": 6.354985519237744e-06, "pfrac": 0.5, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1266292.0521597115, "num_alive_neurons/c_fc/layer_0": 908, "num_alive_neurons/c_fc/layer_1": 901, "num_alive_neurons/c_fc/layer_2": 937, "num_alive_neurons/c_fc/layer_3": 1003, "num_alive_neurons/c_fc/layer_4": 984, "num_alive_neurons/c_fc/layer_5": 1015, "num_alive_neurons/c_fc/layer_6": 1020, "num_alive_neurons/c_fc/layer_7": 1023, "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": 0.4558563232421875, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.4976844787597656, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.48162841796875, "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": 0.46588134765625, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.4412040710449219, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.4575538635253906, "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": 0.46820068359375, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.4372749328613281, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.4518280029296875, "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": 0.46533203125, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.4996337890625, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.4996070861816406, "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": 0.466094970703125, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.4929161071777344, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.4994354248046875, "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": 0.465850830078125, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.4998626708984375, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.4998626708984375, "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": 0.4643402099609375, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.4999275207519531, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.4999275207519531, "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": 0.465728759765625, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.5, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.4999847412109375, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.4999847412109375, "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": 684.46337890625, "weight_grad_norm/transformer.wte.weight": 705.91064453125, "weight_grad_norm/transformer.wpe.weight": 502.7080383300781, "weight_grad_norm/transformer.h.0.ln_1.weight": 15.882533073425293, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 436.55364990234375, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 26.882898330688477, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 254.66629028320312, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 15.936762809753418, "weight_grad_norm/transformer.h.0.ln_2.weight": 15.570079803466797, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 412.9810791015625, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 30.911529541015625, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 442.70574951171875, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 15.914443016052246, "weight_grad_norm/transformer.h.1.ln_1.weight": 15.234304428100586, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 431.1270446777344, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 26.291135787963867, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 248.02586364746094, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 15.884099006652832, "weight_grad_norm/transformer.h.1.ln_2.weight": 15.612981796264648, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 409.686279296875, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 30.64583396911621, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 410.35247802734375, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 15.900175094604492, "weight_grad_norm/transformer.h.2.ln_1.weight": 15.134366989135742, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 432.52740478515625, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 26.656553268432617, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 249.40634155273438, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 15.907938003540039, "weight_grad_norm/transformer.h.2.ln_2.weight": 15.060302734375, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 472.50543212890625, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 30.610532760620117, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 478.3293151855469, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 15.896449089050293, "weight_grad_norm/transformer.h.3.ln_1.weight": 15.74666976928711, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 436.531005859375, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 26.380756378173828, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 247.10877990722656, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 15.859615325927734, "weight_grad_norm/transformer.h.3.ln_2.weight": 15.247407913208008, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 489.53472900390625, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 29.239713668823242, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 449.6575927734375, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 15.849993705749512, "weight_grad_norm/transformer.h.4.ln_1.weight": 15.608977317810059, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 430.8245849609375, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 26.10066032409668, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 245.18194580078125, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 15.80733871459961, "weight_grad_norm/transformer.h.4.ln_2.weight": 14.781707763671875, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 458.80291748046875, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 28.356792449951172, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 459.2756042480469, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 15.831727981567383, "weight_grad_norm/transformer.h.5.ln_1.weight": 15.730772972106934, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 430.1083679199219, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 26.244659423828125, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 240.83151245117188, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 15.829070091247559, "weight_grad_norm/transformer.h.5.ln_2.weight": 14.942185401916504, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 491.2125244140625, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 28.845979690551758, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 454.7392578125, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 15.769359588623047, "weight_grad_norm/transformer.h.6.ln_1.weight": 15.46933364868164, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 426.49896240234375, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 25.747499465942383, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 240.00254821777344, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 15.724407196044922, "weight_grad_norm/transformer.h.6.ln_2.weight": 14.84805679321289, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 492.10003662109375, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 28.48656463623047, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 472.97125244140625, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 15.76904582977295, "weight_grad_norm/transformer.h.7.ln_1.weight": 15.589130401611328, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 431.5611572265625, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 25.966094970703125, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 247.77638244628906, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 15.775498390197754, "weight_grad_norm/transformer.h.7.ln_2.weight": 15.25661563873291, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 495.47027587890625, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 28.977638244628906, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 479.4457092285156, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 15.731528282165527, "weight_grad_norm/transformer.ln_f.weight": 15.678779602050781, "weight_grad_norm/lm_head.weight": 714.7815551757812}

train_curves/csp_sweep1_1x_3.7Mnonzero_afrac0.500/progress.json

@@ -0,0 +1 @@
+{"xent": 1.349347710609436, "test_kl": 0.0, "test_xent": 1.1747164726257324, "grad_norm": 0, "weight_sparsity": 0.3279479742050171, "L0_as_frac_of_orig_params": 7943160.5, "L0": 7943160.0, "L0_non_LN": 7929592.0, "L0_non_embed": 3407864.0, "L0_non_embed_as_frac_of_orig_params": 3407864.0, "param_norm": 31399.59765625, "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": 1176734.4103555372, "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": 1023, "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": 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": 0.5, "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": 0.4999847412109375, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.4999847412109375, "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": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.5, "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": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.5, "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": 0.5, "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": 0.5, "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": 625.8291015625, "weight_grad_norm/transformer.wte.weight": 689.0394287109375, "weight_grad_norm/transformer.wpe.weight": 493.4617614746094, "weight_grad_norm/transformer.h.0.ln_1.weight": 15.82194995880127, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 426.3125915527344, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 27.012468338012695, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 250.4529266357422, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 15.871625900268555, "weight_grad_norm/transformer.h.0.ln_2.weight": 15.478368759155273, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 491.66619873046875, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 30.994680404663086, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 499.91412353515625, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 15.896484375, "weight_grad_norm/transformer.h.1.ln_1.weight": 15.729986190795898, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 432.7415771484375, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 26.745197296142578, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 249.64390563964844, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 15.831910133361816, "weight_grad_norm/transformer.h.1.ln_2.weight": 15.463882446289062, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 486.6739196777344, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 29.831314086914062, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 477.6145935058594, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 15.807878494262695, "weight_grad_norm/transformer.h.2.ln_1.weight": 15.616389274597168, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 432.884521484375, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 26.75779151916504, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 244.2235870361328, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 15.799354553222656, "weight_grad_norm/transformer.h.2.ln_2.weight": 14.974973678588867, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 479.5390930175781, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 27.343347549438477, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 458.8752746582031, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 15.773736953735352, "weight_grad_norm/transformer.h.3.ln_1.weight": 15.448051452636719, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 293.3341064453125, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 26.441255569458008, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 235.97381591796875, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 15.781580924987793, "weight_grad_norm/transformer.h.3.ln_2.weight": 14.007495880126953, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 477.11474609375, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 25.228618621826172, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 441.8450622558594, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 15.786026000976562, "weight_grad_norm/transformer.h.4.ln_1.weight": 15.398033142089844, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 424.8648986816406, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 26.66192626953125, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 249.52386474609375, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 15.742359161376953, "weight_grad_norm/transformer.h.4.ln_2.weight": 13.375383377075195, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 480.82293701171875, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 23.9949951171875, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 451.65875244140625, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 15.7605562210083, "weight_grad_norm/transformer.h.5.ln_1.weight": 15.115691184997559, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 429.54400634765625, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 26.497417449951172, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 246.37850952148438, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 15.680754661560059, "weight_grad_norm/transformer.h.5.ln_2.weight": 15.421146392822266, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 493.07965087890625, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 30.38212776184082, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 485.2279357910156, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 15.726095199584961, "weight_grad_norm/transformer.h.6.ln_1.weight": 15.497188568115234, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 429.7495422363281, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 26.68138313293457, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 238.65040588378906, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 15.600666999816895, "weight_grad_norm/transformer.h.6.ln_2.weight": 13.64488410949707, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 483.7494812011719, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 24.79098129272461, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 446.7958984375, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 15.602883338928223, "weight_grad_norm/transformer.h.7.ln_1.weight": 15.3125638961792, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 423.7824401855469, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 26.262645721435547, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 237.40383911132812, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 15.497167587280273, "weight_grad_norm/transformer.h.7.ln_2.weight": 14.450687408447266, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 490.16522216796875, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 27.65447425842285, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 488.34228515625, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 15.571611404418945, "weight_grad_norm/transformer.ln_f.weight": 15.58936595916748, "weight_grad_norm/lm_head.weight": 712.8099365234375}

train_curves/csp_sweep1_1x_3.7Mnonzero_afrac1.000/progress.json

@@ -0,0 +1 @@
+{"xent": 1.2420228719711304, "test_kl": 0.0, "test_xent": 1.0807180404663086, "grad_norm": 0, "weight_sparsity": 0.32794731855392456, "L0_as_frac_of_orig_params": 7943168.0, "L0": 7943168.0, "L0_non_LN": 7929600.0, "L0_non_embed": 3407872.0, "L0_non_embed_as_frac_of_orig_params": 3407872.0, "param_norm": 16451.990234375, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 524288.0, "lr": 6.354985519237744e-06, "pfrac": 0.5, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1978810.092916264, "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": 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": 0.5, "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": 0.5, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.5, "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": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.5, "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": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.5, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.5, "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": 0.5, "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": 0.5, "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": 605.0891723632812, "weight_grad_norm/transformer.wte.weight": 697.5206298828125, "weight_grad_norm/transformer.wpe.weight": 498.8537292480469, "weight_grad_norm/transformer.h.0.ln_1.weight": 15.894769668579102, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 435.17303466796875, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 27.54607582092285, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 253.7571258544922, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 15.974793434143066, "weight_grad_norm/transformer.h.0.ln_2.weight": 15.878375053405762, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 504.0780334472656, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 31.286623001098633, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 506.6413269042969, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 15.943277359008789, "weight_grad_norm/transformer.h.1.ln_1.weight": 15.56961441040039, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 437.2516784667969, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 27.407682418823242, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 254.6879119873047, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 15.941969871520996, "weight_grad_norm/transformer.h.1.ln_2.weight": 15.386931419372559, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 498.7178955078125, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 30.773183822631836, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 497.606201171875, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 15.92852783203125, "weight_grad_norm/transformer.h.2.ln_1.weight": 15.217729568481445, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 438.46295166015625, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 27.322837829589844, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 252.45205688476562, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 15.924243927001953, "weight_grad_norm/transformer.h.2.ln_2.weight": 15.728038787841797, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 498.32574462890625, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 30.906381607055664, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 496.3944396972656, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 15.91353988647461, "weight_grad_norm/transformer.h.3.ln_1.weight": 15.409683227539062, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 438.2416076660156, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 27.149221420288086, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 252.4146728515625, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 15.886617660522461, "weight_grad_norm/transformer.h.3.ln_2.weight": 15.703880310058594, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 503.14990234375, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 30.94920539855957, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 507.77001953125, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 15.889952659606934, "weight_grad_norm/transformer.h.4.ln_1.weight": 15.629488945007324, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 437.16546630859375, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 27.20314598083496, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 248.97207641601562, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 15.865379333496094, "weight_grad_norm/transformer.h.4.ln_2.weight": 15.481242179870605, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 496.4173278808594, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 30.688138961791992, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 492.2223815917969, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 15.841204643249512, "weight_grad_norm/transformer.h.5.ln_1.weight": 15.521783828735352, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 435.3929138183594, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 26.97071647644043, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 247.24758911132812, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 15.810644149780273, "weight_grad_norm/transformer.h.5.ln_2.weight": 15.504161834716797, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 494.0947570800781, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 30.432960510253906, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 490.4903869628906, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 15.79661750793457, "weight_grad_norm/transformer.h.6.ln_1.weight": 15.332669258117676, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 434.3154296875, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 27.035316467285156, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 246.04330444335938, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 15.781556129455566, "weight_grad_norm/transformer.h.6.ln_2.weight": 15.53363037109375, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 493.80224609375, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 30.468046188354492, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 481.1851501464844, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 15.754058837890625, "weight_grad_norm/transformer.h.7.ln_1.weight": 15.298760414123535, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 431.3675231933594, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 26.82688331604004, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 245.32461547851562, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 15.731158256530762, "weight_grad_norm/transformer.h.7.ln_2.weight": 15.368852615356445, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 497.6318664550781, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 30.464384078979492, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 493.0002746582031, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 15.731043815612793, "weight_grad_norm/transformer.ln_f.weight": 15.585223197937012, "weight_grad_norm/lm_head.weight": 713.3928833007812}

train_curves/csp_sweep1_1x_3.7Mnonzero_afrac1.000/progress_full.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cfc4e4b43df474bcf2325081a6ab507e77ff2860c290c027663af36182c9f39c
+size 34035195

train_curves/csp_sweep1_1x_7.4Mnonzero_afrac0.125/progress.json

@@ -0,0 +1 @@
+{"xent": 1.5322932004928589, "test_kl": 0.0, "test_xent": 1.35063636302948, "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": 15290.916015625, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 524288.0, "lr": 4.493653354995321e-06, "pfrac": 1, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1266364.0134855912, "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": 656.018310546875, "weight_grad_norm/transformer.wte.weight": 696.5828857421875, "weight_grad_norm/transformer.wpe.weight": 496.3571472167969, "weight_grad_norm/transformer.h.0.ln_1.weight": 15.872414588928223, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 433.34881591796875, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 26.91432762145996, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 253.88108825683594, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 15.928816795349121, "weight_grad_norm/transformer.h.0.ln_2.weight": 15.722269058227539, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 468.3731689453125, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 31.276081085205078, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 480.4962158203125, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 15.929500579833984, "weight_grad_norm/transformer.h.1.ln_1.weight": 15.652259826660156, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 434.1968078613281, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 26.686321258544922, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 252.42477416992188, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 15.911704063415527, "weight_grad_norm/transformer.h.1.ln_2.weight": 15.483573913574219, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 491.7601623535156, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 30.168264389038086, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 490.20355224609375, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 15.887730598449707, "weight_grad_norm/transformer.h.2.ln_1.weight": 15.906251907348633, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 434.0322570800781, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 26.386255264282227, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 246.57974243164062, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 15.84779167175293, "weight_grad_norm/transformer.h.2.ln_2.weight": 15.270798683166504, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 492.18292236328125, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 29.457820892333984, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 473.96832275390625, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 15.823260307312012, "weight_grad_norm/transformer.h.3.ln_1.weight": 15.692574501037598, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 425.99859619140625, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 26.231534957885742, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 240.66734313964844, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 15.826321601867676, "weight_grad_norm/transformer.h.3.ln_2.weight": 14.848151206970215, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 389.9789733886719, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 27.76616668701172, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 474.69598388671875, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 15.842351913452148, "weight_grad_norm/transformer.h.4.ln_1.weight": 15.688787460327148, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 428.0315856933594, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 25.89196014404297, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 244.56910705566406, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 15.790693283081055, "weight_grad_norm/transformer.h.4.ln_2.weight": 15.797294616699219, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 486.66387939453125, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 30.993364334106445, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 463.2760009765625, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 15.844014167785645, "weight_grad_norm/transformer.h.5.ln_1.weight": 15.715536117553711, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 425.7259521484375, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 26.005538940429688, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 241.23321533203125, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 15.77871036529541, "weight_grad_norm/transformer.h.5.ln_2.weight": 14.880796432495117, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 404.7283020019531, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 29.34540557861328, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 449.0679626464844, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 15.826794624328613, "weight_grad_norm/transformer.h.6.ln_1.weight": 15.545456886291504, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 422.9156494140625, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 25.901216506958008, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 243.97250366210938, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 15.76174545288086, "weight_grad_norm/transformer.h.6.ln_2.weight": 15.362553596496582, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 490.86767578125, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 29.184839248657227, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 467.58380126953125, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 15.77436637878418, "weight_grad_norm/transformer.h.7.ln_1.weight": 15.641636848449707, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 428.5988464355469, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 26.04020118713379, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 248.34762573242188, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 15.758695602416992, "weight_grad_norm/transformer.h.7.ln_2.weight": 15.15987777709961, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 487.4522705078125, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 29.393465042114258, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 478.0008544921875, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 15.747103691101074, "weight_grad_norm/transformer.ln_f.weight": 15.610238075256348, "weight_grad_norm/lm_head.weight": 712.2325439453125}

train_curves/csp_sweep1_1x_7.4Mnonzero_afrac0.125/progress_full.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e2ee6975283a40056e570780361e74efb5f09188139057792877f78760adb4ed
+size 32899506

train_curves/csp_sweep1_1x_7.4Mnonzero_afrac0.250/progress.json

@@ -0,0 +1 @@
+{"xent": 1.4029827117919922, "test_kl": 0.0, "test_xent": 1.2245908975601196, "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": 35993.6015625, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 524288.0, "lr": 1.2709971038475488e-05, "pfrac": 1, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1253256.4611941876, "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": 635.31689453125, "weight_grad_norm/transformer.wte.weight": 672.2177734375, "weight_grad_norm/transformer.wpe.weight": 483.5570983886719, "weight_grad_norm/transformer.h.0.ln_1.weight": 15.872198104858398, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 424.4834289550781, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 26.77680015563965, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 254.07379150390625, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 15.864921569824219, "weight_grad_norm/transformer.h.0.ln_2.weight": 14.962713241577148, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 481.6556396484375, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 30.431293487548828, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 489.7054138183594, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 15.878240585327148, "weight_grad_norm/transformer.h.1.ln_1.weight": 15.578520774841309, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 429.6078186035156, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 26.283666610717773, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 246.4374237060547, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 15.741272926330566, "weight_grad_norm/transformer.h.1.ln_2.weight": 14.625129699707031, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 472.15582275390625, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 29.01497459411621, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 440.9999084472656, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 15.777778625488281, "weight_grad_norm/transformer.h.2.ln_1.weight": 15.558552742004395, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 421.3808898925781, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 25.982812881469727, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 250.00799560546875, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 15.701776504516602, "weight_grad_norm/transformer.h.2.ln_2.weight": 14.627603530883789, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 470.5162048339844, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 27.93699073791504, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 445.255859375, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 15.714329719543457, "weight_grad_norm/transformer.h.3.ln_1.weight": 15.199882507324219, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 419.4875183105469, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 26.15019416809082, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 245.77719116210938, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 15.670973777770996, "weight_grad_norm/transformer.h.3.ln_2.weight": 14.534540176391602, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 472.7198181152344, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 26.581275939941406, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 437.3126525878906, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 15.680032730102539, "weight_grad_norm/transformer.h.4.ln_1.weight": 15.404633522033691, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 420.57965087890625, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 25.912641525268555, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 242.8997344970703, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 15.608796119689941, "weight_grad_norm/transformer.h.4.ln_2.weight": 14.546528816223145, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 471.921875, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 26.233572006225586, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 425.78826904296875, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 15.621966361999512, "weight_grad_norm/transformer.h.5.ln_1.weight": 15.617547035217285, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 424.41064453125, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 26.172836303710938, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 237.22531127929688, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 15.568436622619629, "weight_grad_norm/transformer.h.5.ln_2.weight": 14.382102012634277, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 466.08349609375, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 25.210119247436523, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 414.2865905761719, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 15.54067611694336, "weight_grad_norm/transformer.h.6.ln_1.weight": 15.222461700439453, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 408.8786315917969, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 25.595386505126953, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 240.49008178710938, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 15.588075637817383, "weight_grad_norm/transformer.h.6.ln_2.weight": 14.200949668884277, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 466.1929931640625, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 24.338193893432617, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 429.3619689941406, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 15.540590286254883, "weight_grad_norm/transformer.h.7.ln_1.weight": 15.344910621643066, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 417.88787841796875, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 25.776323318481445, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 236.84776306152344, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 15.462335586547852, "weight_grad_norm/transformer.h.7.ln_2.weight": 15.25632095336914, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 484.1186828613281, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 29.085664749145508, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 469.56195068359375, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 15.516014099121094, "weight_grad_norm/transformer.ln_f.weight": 15.597844123840332, "weight_grad_norm/lm_head.weight": 712.5365600585938}

train_curves/csp_sweep1_1x_7.4Mnonzero_afrac1.000/progress.json

@@ -0,0 +1 @@
+{"xent": 1.2088121175765991, "test_kl": 0.0, "test_xent": 1.0500880479812622, "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": 13673.1650390625, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 524288.0, "lr": 4.493653354995321e-06, "pfrac": 1, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1876211.9167560923, "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": 601.2839965820312, "weight_grad_norm/transformer.wte.weight": 692.6519165039062, "weight_grad_norm/transformer.wpe.weight": 496.15234375, "weight_grad_norm/transformer.h.0.ln_1.weight": 15.89168930053711, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 435.35064697265625, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 27.545392990112305, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 253.32106018066406, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 15.971707344055176, "weight_grad_norm/transformer.h.0.ln_2.weight": 15.781431198120117, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 493.2442932128906, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 31.322021484375, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 503.3464050292969, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 15.944634437561035, "weight_grad_norm/transformer.h.1.ln_1.weight": 15.70518684387207, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 435.78448486328125, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 27.427392959594727, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 253.63694763183594, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 15.933944702148438, "weight_grad_norm/transformer.h.1.ln_2.weight": 15.511429786682129, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 489.8417053222656, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 30.878637313842773, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 492.1300048828125, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 15.923577308654785, "weight_grad_norm/transformer.h.2.ln_1.weight": 15.336278915405273, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 435.2332763671875, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 27.359718322753906, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 251.31961059570312, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 15.915990829467773, "weight_grad_norm/transformer.h.2.ln_2.weight": 15.453712463378906, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 490.8607177734375, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 30.98237419128418, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 492.42694091796875, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 15.907991409301758, "weight_grad_norm/transformer.h.3.ln_1.weight": 15.426443099975586, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 434.6800537109375, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 27.286081314086914, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 250.79031372070312, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 15.88646411895752, "weight_grad_norm/transformer.h.3.ln_2.weight": 15.67192268371582, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 495.5624694824219, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 31.18976402282715, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 496.12884521484375, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 15.883870124816895, "weight_grad_norm/transformer.h.4.ln_1.weight": 15.686155319213867, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 433.60699462890625, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 27.213394165039062, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 247.22189331054688, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 15.853212356567383, "weight_grad_norm/transformer.h.4.ln_2.weight": 15.644158363342285, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 489.8064880371094, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 30.806541442871094, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 485.3010559082031, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 15.837559700012207, "weight_grad_norm/transformer.h.5.ln_1.weight": 15.689043045043945, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 430.3210754394531, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 27.057445526123047, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 246.26039123535156, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 15.794208526611328, "weight_grad_norm/transformer.h.5.ln_2.weight": 15.579034805297852, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 486.88751220703125, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 30.503097534179688, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 483.64910888671875, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 15.762421607971191, "weight_grad_norm/transformer.h.6.ln_1.weight": 15.63217544555664, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 426.306640625, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 27.04794692993164, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 243.5914764404297, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 15.73682689666748, "weight_grad_norm/transformer.h.6.ln_2.weight": 15.501583099365234, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 485.99847412109375, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 30.504039764404297, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 474.7352600097656, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 15.699536323547363, "weight_grad_norm/transformer.h.7.ln_1.weight": 15.494647026062012, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 422.6376037597656, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 26.776226043701172, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 241.70248413085938, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 15.668623924255371, "weight_grad_norm/transformer.h.7.ln_2.weight": 15.577048301696777, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 492.1369934082031, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 30.630531311035156, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 488.6521911621094, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 15.682502746582031, "weight_grad_norm/transformer.ln_f.weight": 15.456591606140137, "weight_grad_norm/lm_head.weight": 712.3684692382812}

train_curves/csp_sweep1_2x_0.9Mnonzero_afrac0.062/progress.json

@@ -0,0 +1 @@
+{"xent": 1.5517548322677612, "test_kl": 0.0, "test_xent": 1.3535785675048828, "grad_norm": 0, "weight_sparsity": 0.8391826152801514, "L0_as_frac_of_orig_params": 5150520.5, "L0": 5150520.0, "L0_non_LN": 5139512.0, "L0_non_embed": 846904.0, "L0_non_embed_as_frac_of_orig_params": 846904.0, "param_norm": 19585.484375, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 65536.0, "lr": 1.2709971038475488e-05, "pfrac": 0.125, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1556573.703355589, "num_alive_neurons/c_fc/layer_0": 1494, "num_alive_neurons/c_fc/layer_1": 1976, "num_alive_neurons/c_fc/layer_2": 2044, "num_alive_neurons/c_fc/layer_3": 2047, "num_alive_neurons/c_fc/layer_4": 2047, "num_alive_neurons/c_fc/layer_5": 2047, "num_alive_neurons/c_fc/layer_6": 2048, "num_alive_neurons/c_fc/layer_7": 2048, "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": 0.02913379669189453, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.02913951873779297, "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": 0.030975341796875, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.030975341796875, "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": 0.031246185302734375, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.031246185302734375, "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": 0.031246185302734375, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.031246185302734375, "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": 0.03125, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.03125, "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": 0.03125, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.03125, "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": 659.6024169921875, "weight_grad_norm/transformer.wte.weight": 977.6705932617188, "weight_grad_norm/transformer.wpe.weight": 698.716796875, "weight_grad_norm/transformer.h.0.ln_1.weight": 21.817190170288086, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 847.162841796875, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 36.38999938964844, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 502.5868835449219, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 22.40651512145996, "weight_grad_norm/transformer.h.0.ln_2.weight": 19.74721908569336, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 823.1066284179688, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 41.390018463134766, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 890.968994140625, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 22.475910186767578, "weight_grad_norm/transformer.h.1.ln_1.weight": 21.76725196838379, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 867.7705078125, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 37.4886474609375, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 498.3155212402344, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 22.48121452331543, "weight_grad_norm/transformer.h.1.ln_2.weight": 21.334762573242188, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 985.188720703125, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 41.44990539550781, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 983.4857788085938, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 22.390031814575195, "weight_grad_norm/transformer.h.2.ln_1.weight": 21.08669090270996, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 862.2127075195312, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 36.01045608520508, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 489.75677490234375, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 22.407201766967773, "weight_grad_norm/transformer.h.2.ln_2.weight": 21.221046447753906, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 974.8172607421875, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 39.61455535888672, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 878.3603515625, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 22.349748611450195, "weight_grad_norm/transformer.h.3.ln_1.weight": 21.07611846923828, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 861.9694213867188, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 36.32715606689453, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 496.286865234375, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 22.398452758789062, "weight_grad_norm/transformer.h.3.ln_2.weight": 21.386600494384766, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 992.0164184570312, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 40.76882553100586, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 913.884765625, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 22.354816436767578, "weight_grad_norm/transformer.h.4.ln_1.weight": 21.0665283203125, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 860.5244750976562, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 36.037174224853516, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 488.8244323730469, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 22.364173889160156, "weight_grad_norm/transformer.h.4.ln_2.weight": 21.577932357788086, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 985.7601318359375, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 39.68109130859375, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 895.0776977539062, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 22.286060333251953, "weight_grad_norm/transformer.h.5.ln_1.weight": 21.362442016601562, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 858.4306030273438, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 35.65028381347656, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 480.7673034667969, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 22.20953369140625, "weight_grad_norm/transformer.h.5.ln_2.weight": 20.509376525878906, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 986.4609375, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 39.296958923339844, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 914.2109375, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 22.22277069091797, "weight_grad_norm/transformer.h.6.ln_1.weight": 21.176233291625977, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 852.2764892578125, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 35.3979377746582, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 481.00030517578125, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 22.164655685424805, "weight_grad_norm/transformer.h.6.ln_2.weight": 19.878442764282227, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 983.98583984375, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 37.84479522705078, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 944.9552001953125, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 22.169572830200195, "weight_grad_norm/transformer.h.7.ln_1.weight": 20.996084213256836, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 848.8194580078125, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 34.981536865234375, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 490.083984375, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 22.133230209350586, "weight_grad_norm/transformer.h.7.ln_2.weight": 20.323028564453125, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 981.3955078125, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 37.6244010925293, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 932.178955078125, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 21.905731201171875, "weight_grad_norm/transformer.ln_f.weight": 21.698535919189453, "weight_grad_norm/lm_head.weight": 1014.3743286132812}

train_curves/csp_sweep1_2x_0.9Mnonzero_afrac0.500/progress.json

@@ -0,0 +1 @@
+{"xent": 1.3514078855514526, "test_kl": 0.0, "test_xent": 1.1762802600860596, "grad_norm": 0, "weight_sparsity": 0.8390286564826965, "L0_as_frac_of_orig_params": 5155451.0, "L0": 5155451.0, "L0_non_LN": 5144443.0, "L0_non_embed": 851835.0, "L0_non_embed_as_frac_of_orig_params": 851835.0, "param_norm": 24767.60546875, "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": 1508864.772002482, "num_alive_neurons/c_fc/layer_0": 2046, "num_alive_neurons/c_fc/layer_1": 2044, "num_alive_neurons/c_fc/layer_2": 2048, "num_alive_neurons/c_fc/layer_3": 2041, "num_alive_neurons/c_fc/layer_4": 2047, "num_alive_neurons/c_fc/layer_5": 2046, "num_alive_neurons/c_fc/layer_6": 2047, "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": 0.03124237060546875, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.03124523162841797, "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": 0.0312347412109375, "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": 0.03125, "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": 0.031223297119140625, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.031223297119140625, "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": 0.031246185302734375, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.031246185302734375, "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": 0.03124237060546875, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.03124237060546875, "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": 0.031246185302734375, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.031246185302734375, "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": 624.2603759765625, "weight_grad_norm/transformer.wte.weight": 952.4349365234375, "weight_grad_norm/transformer.wpe.weight": 685.838623046875, "weight_grad_norm/transformer.h.0.ln_1.weight": 22.298503875732422, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 862.5455322265625, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 38.1646842956543, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 506.8907470703125, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 22.519208908081055, "weight_grad_norm/transformer.h.0.ln_2.weight": 20.791189193725586, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 1003.0087890625, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 43.2985954284668, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 1005.18701171875, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 22.522171020507812, "weight_grad_norm/transformer.h.1.ln_1.weight": 21.541383743286133, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 870.322265625, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 38.34148025512695, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 503.275146484375, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 22.49540901184082, "weight_grad_norm/transformer.h.1.ln_2.weight": 20.809040069580078, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 1000.8690795898438, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 41.53841781616211, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 976.3001098632812, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 22.4901123046875, "weight_grad_norm/transformer.h.2.ln_1.weight": 21.081804275512695, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 873.7937622070312, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 37.76649856567383, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 502.2386474609375, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 22.460372924804688, "weight_grad_norm/transformer.h.2.ln_2.weight": 20.504199981689453, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 1002.6019287109375, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 41.91804885864258, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 975.3286743164062, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 22.45417022705078, "weight_grad_norm/transformer.h.3.ln_1.weight": 20.82267951965332, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 868.6698608398438, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 37.42327117919922, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 503.0031433105469, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 22.420455932617188, "weight_grad_norm/transformer.h.3.ln_2.weight": 20.216928482055664, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 1005.5696411132812, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 40.75525665283203, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 956.0503540039062, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 22.41971778869629, "weight_grad_norm/transformer.h.4.ln_1.weight": 20.8493709564209, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 870.5855712890625, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 37.1419677734375, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 497.2361145019531, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 22.371023178100586, "weight_grad_norm/transformer.h.4.ln_2.weight": 20.39763832092285, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 1003.4934692382812, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 40.156585693359375, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 975.778564453125, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 22.367313385009766, "weight_grad_norm/transformer.h.5.ln_1.weight": 20.72081184387207, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 865.0311279296875, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 36.83431625366211, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 493.6387939453125, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 22.280004501342773, "weight_grad_norm/transformer.h.5.ln_2.weight": 18.407058715820312, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 1001.5728149414062, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 37.74087142944336, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 958.3734741210938, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 22.328500747680664, "weight_grad_norm/transformer.h.6.ln_1.weight": 20.44157600402832, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 859.3390502929688, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 36.53941345214844, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 493.0704650878906, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 22.253873825073242, "weight_grad_norm/transformer.h.6.ln_2.weight": 18.837814331054688, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 1001.005615234375, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 37.95267105102539, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 960.23095703125, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 22.28220558166504, "weight_grad_norm/transformer.h.7.ln_1.weight": 20.454683303833008, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 857.9793701171875, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 36.264427185058594, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 494.64410400390625, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 22.247596740722656, "weight_grad_norm/transformer.h.7.ln_2.weight": 20.193986892700195, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 1006.4183349609375, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 41.28926086425781, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 998.4492797851562, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 22.269132614135742, "weight_grad_norm/transformer.ln_f.weight": 21.479040145874023, "weight_grad_norm/lm_head.weight": 1014.7399291992188}

train_curves/csp_sweep1_2x_1.9Mnonzero_afrac0.062/progress.json

@@ -0,0 +1 @@
+{"xent": 1.463260531425476, "test_kl": 0.0, "test_xent": 1.2869986295700073, "grad_norm": 0, "weight_sparsity": 0.8094033598899841, "L0_as_frac_of_orig_params": 6104264.5, "L0": 6104265.0, "L0_non_LN": 6090953.0, "L0_non_embed": 1700041.0, "L0_non_embed_as_frac_of_orig_params": 1700041.0, "param_norm": 16124.2353515625, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 131072.0, "lr": 8.987306709990642e-06, "pfrac": 0.25, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 2537781.388758335, "num_alive_neurons/c_fc/layer_0": 1627, "num_alive_neurons/c_fc/layer_1": 1987, "num_alive_neurons/c_fc/layer_2": 2047, "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": 2047, "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": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.06088542938232422, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.06088542938232422, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.062264442443847656, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.06226539611816406, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.062496185302734375, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.062496185302734375, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.062496185302734375, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.062496185302734375, "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": 655.3214721679688, "weight_grad_norm/transformer.wte.weight": 968.9406127929688, "weight_grad_norm/transformer.wpe.weight": 695.761962890625, "weight_grad_norm/transformer.h.0.ln_1.weight": 22.12997055053711, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 859.2256469726562, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 36.94989776611328, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 500.98162841796875, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 22.38775634765625, "weight_grad_norm/transformer.h.0.ln_2.weight": 19.945180892944336, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 781.8323364257812, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 41.596710205078125, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 866.8901977539062, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 22.43790054321289, "weight_grad_norm/transformer.h.1.ln_1.weight": 21.829755783081055, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 862.318115234375, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 37.209686279296875, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 498.94000244140625, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 22.439815521240234, "weight_grad_norm/transformer.h.1.ln_2.weight": 21.574825286865234, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 972.851806640625, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 40.45294952392578, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 991.93408203125, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 22.411762237548828, "weight_grad_norm/transformer.h.2.ln_1.weight": 21.317790985107422, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 852.5501708984375, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 35.81651306152344, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 478.2523498535156, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 22.351335525512695, "weight_grad_norm/transformer.h.2.ln_2.weight": 21.491296768188477, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 966.7705688476562, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 39.23624801635742, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 851.8521118164062, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 22.320758819580078, "weight_grad_norm/transformer.h.3.ln_1.weight": 21.58168601989746, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 854.3499755859375, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 35.799560546875, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 493.28973388671875, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 22.355060577392578, "weight_grad_norm/transformer.h.3.ln_2.weight": 21.214099884033203, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 981.6373291015625, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 39.65863037109375, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 872.62548828125, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 22.30050277709961, "weight_grad_norm/transformer.h.4.ln_1.weight": 21.328907012939453, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 852.1066284179688, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 35.90549850463867, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 484.586669921875, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 22.315950393676758, "weight_grad_norm/transformer.h.4.ln_2.weight": 20.932865142822266, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 977.9810791015625, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 39.40977478027344, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 843.5570068359375, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 22.2471923828125, "weight_grad_norm/transformer.h.5.ln_1.weight": 21.606592178344727, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 852.610595703125, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 35.92573165893555, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 473.3341369628906, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 22.164060592651367, "weight_grad_norm/transformer.h.5.ln_2.weight": 20.078001022338867, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 973.6802368164062, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 37.49497604370117, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 857.3218383789062, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 22.05868148803711, "weight_grad_norm/transformer.h.6.ln_1.weight": 21.982276916503906, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 842.0824584960938, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 34.767250061035156, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 471.9129638671875, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 21.98542022705078, "weight_grad_norm/transformer.h.6.ln_2.weight": 20.343944549560547, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 980.9417114257812, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 37.945247650146484, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 907.9520263671875, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 22.024023056030273, "weight_grad_norm/transformer.h.7.ln_1.weight": 21.22553825378418, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 832.5885009765625, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 34.429054260253906, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 477.4331970214844, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 21.956897735595703, "weight_grad_norm/transformer.h.7.ln_2.weight": 20.09688377380371, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 970.4703979492188, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 37.23270034790039, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 913.6730346679688, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 21.737506866455078, "weight_grad_norm/transformer.ln_f.weight": 21.739925384521484, "weight_grad_norm/lm_head.weight": 1010.3244018554688}

train_curves/csp_sweep1_2x_1.9Mnonzero_afrac0.062/progress_full.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8f7ddff3b683bce5cbf3e9491b991f4934c4c828fec44e2a40efcd7ebff3d672
+size 36589442

train_curves/csp_sweep1_2x_1.9Mnonzero_afrac0.125/progress.json

@@ -0,0 +1 @@
+{"xent": 1.3798946142196655, "test_kl": 0.0, "test_xent": 1.2056949138641357, "grad_norm": 0, "weight_sparsity": 0.8092824816703796, "L0_as_frac_of_orig_params": 6108136.0, "L0": 6108136.0, "L0_non_LN": 6094824.0, "L0_non_embed": 1703912.0, "L0_non_embed_as_frac_of_orig_params": 1703912.0, "param_norm": 15582.3154296875, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 131072.0, "lr": 8.987306709990642e-06, "pfrac": 0.25, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 1563318.5823431842, "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": 2047, "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": 0.125, "empirical_L0_frac/transformer.wpe.weight": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.06249237060546875, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.06249237060546875, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.062496185302734375, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.062496185302734375, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.0625, "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": 633.2364501953125, "weight_grad_norm/transformer.wte.weight": 947.5262451171875, "weight_grad_norm/transformer.wpe.weight": 683.1973266601562, "weight_grad_norm/transformer.h.0.ln_1.weight": 22.16523551940918, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 848.5067749023438, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 37.15055847167969, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 501.588134765625, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 22.437284469604492, "weight_grad_norm/transformer.h.0.ln_2.weight": 21.507793426513672, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 979.6876831054688, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 41.396759033203125, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 976.4158325195312, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 22.43638038635254, "weight_grad_norm/transformer.h.1.ln_1.weight": 21.98495864868164, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 870.3327026367188, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 36.578651428222656, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 500.54962158203125, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 22.36276626586914, "weight_grad_norm/transformer.h.1.ln_2.weight": 20.73862648010254, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 970.2011108398438, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 39.571250915527344, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 895.7051391601562, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 22.33452796936035, "weight_grad_norm/transformer.h.2.ln_1.weight": 21.261919021606445, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 857.9586791992188, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 35.84031677246094, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 483.73370361328125, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 22.33490753173828, "weight_grad_norm/transformer.h.2.ln_2.weight": 20.700742721557617, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 973.4418334960938, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 38.463077545166016, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 885.927978515625, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 22.307781219482422, "weight_grad_norm/transformer.h.3.ln_1.weight": 20.97710609436035, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 855.6943359375, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 35.60017776489258, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 485.4055480957031, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 22.289491653442383, "weight_grad_norm/transformer.h.3.ln_2.weight": 20.283187866210938, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 985.560302734375, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 39.50096130371094, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 878.4505004882812, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 22.284360885620117, "weight_grad_norm/transformer.h.4.ln_1.weight": 21.080095291137695, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 855.5111083984375, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 35.475040435791016, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 487.26678466796875, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 22.22300910949707, "weight_grad_norm/transformer.h.4.ln_2.weight": 19.526931762695312, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 982.9329223632812, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 39.1411247253418, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 876.0467529296875, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 22.205833435058594, "weight_grad_norm/transformer.h.5.ln_1.weight": 21.253477096557617, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 852.4166870117188, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 35.62000274658203, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 478.97576904296875, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 22.18610382080078, "weight_grad_norm/transformer.h.5.ln_2.weight": 19.93158721923828, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 978.9366455078125, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 38.1855583190918, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 857.63134765625, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 22.1445255279541, "weight_grad_norm/transformer.h.6.ln_1.weight": 21.313518524169922, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 848.6395874023438, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 35.26434326171875, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 470.4223327636719, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 22.125375747680664, "weight_grad_norm/transformer.h.6.ln_2.weight": 20.667524337768555, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 985.3619384765625, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 38.578792572021484, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 906.3746948242188, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 22.10818862915039, "weight_grad_norm/transformer.h.7.ln_1.weight": 20.94680404663086, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 837.34033203125, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 34.496978759765625, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 487.7171936035156, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 22.12151336669922, "weight_grad_norm/transformer.h.7.ln_2.weight": 20.767324447631836, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 986.3950805664062, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 38.8840217590332, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 945.1156005859375, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 21.895648956298828, "weight_grad_norm/transformer.ln_f.weight": 21.794034957885742, "weight_grad_norm/lm_head.weight": 1010.3857421875}

train_curves/csp_sweep1_2x_1.9Mnonzero_afrac0.250/progress.json

@@ -0,0 +1 @@
+{"xent": 1.3233004808425903, "test_kl": 0.0, "test_xent": 1.152956485748291, "grad_norm": 0, "weight_sparsity": 0.8092822432518005, "L0_as_frac_of_orig_params": 6108143.5, "L0": 6108144.0, "L0_non_LN": 6094832.0, "L0_non_embed": 1703920.0, "L0_non_embed_as_frac_of_orig_params": 1703920.0, "param_norm": 15208.41015625, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 262144.0, "lr": 8.987306709990642e-06, "pfrac": 0.25, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 841796.3930933184, "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": 2047, "num_alive_neurons/c_fc/layer_6": 2047, "num_alive_neurons/c_fc/layer_7": 2048, "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": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.062496185302734375, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.062496185302734375, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.062496185302734375, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.062496185302734375, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.0625, "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": 625.0980224609375, "weight_grad_norm/transformer.wte.weight": 956.8045043945312, "weight_grad_norm/transformer.wpe.weight": 685.7860717773438, "weight_grad_norm/transformer.h.0.ln_1.weight": 22.156505584716797, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 848.734619140625, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 37.65936279296875, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 501.28961181640625, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 22.48345947265625, "weight_grad_norm/transformer.h.0.ln_2.weight": 21.055240631103516, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 1001.6947631835938, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 42.95225524902344, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 995.8507690429688, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 22.467172622680664, "weight_grad_norm/transformer.h.1.ln_1.weight": 21.952281951904297, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 874.3829956054688, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 37.43232727050781, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 501.94000244140625, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 22.417211532592773, "weight_grad_norm/transformer.h.1.ln_2.weight": 20.460025787353516, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 984.6104736328125, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 39.74030303955078, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 952.235107421875, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 22.37564468383789, "weight_grad_norm/transformer.h.2.ln_1.weight": 21.67333221435547, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 862.7459106445312, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 36.40497589111328, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 493.2447814941406, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 22.36823081970215, "weight_grad_norm/transformer.h.2.ln_2.weight": 20.15744972229004, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 991.791748046875, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 40.34955978393555, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 934.8356323242188, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 22.367862701416016, "weight_grad_norm/transformer.h.3.ln_1.weight": 21.36801528930664, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 860.0972290039062, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 36.5238037109375, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 488.5627746582031, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 22.3270206451416, "weight_grad_norm/transformer.h.3.ln_2.weight": 20.989246368408203, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 989.3200073242188, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 39.44264221191406, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 900.6981811523438, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 22.307157516479492, "weight_grad_norm/transformer.h.4.ln_1.weight": 21.084638595581055, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 857.234375, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 36.176666259765625, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 485.0035705566406, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 22.274118423461914, "weight_grad_norm/transformer.h.4.ln_2.weight": 19.730485916137695, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 985.3882446289062, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 37.584781646728516, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 910.245361328125, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 22.25847625732422, "weight_grad_norm/transformer.h.5.ln_1.weight": 21.16490364074707, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 851.4453735351562, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 35.87178421020508, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 481.29571533203125, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 22.216754913330078, "weight_grad_norm/transformer.h.5.ln_2.weight": 20.503103256225586, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 983.1838989257812, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 36.62413787841797, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 873.4866333007812, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 22.23251724243164, "weight_grad_norm/transformer.h.6.ln_1.weight": 21.139375686645508, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 847.95947265625, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 35.99011993408203, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 473.4104919433594, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 22.174123764038086, "weight_grad_norm/transformer.h.6.ln_2.weight": 20.508028030395508, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 985.7079467773438, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 37.22153854370117, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 968.7750244140625, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 22.22115707397461, "weight_grad_norm/transformer.h.7.ln_1.weight": 20.722373962402344, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 841.6458740234375, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 35.292301177978516, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 482.7104187011719, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 22.060436248779297, "weight_grad_norm/transformer.h.7.ln_2.weight": 20.72170066833496, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 991.3426513671875, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 40.04446792602539, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 969.2056884765625, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 22.054283142089844, "weight_grad_norm/transformer.ln_f.weight": 21.70624542236328, "weight_grad_norm/lm_head.weight": 1009.8529663085938}

train_curves/csp_sweep1_2x_1.9Mnonzero_afrac0.250/progress_full.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ce17d8345d2ecca81f123b48cd127c07d4eb9d5341fa6401f7bee2e290bdf528
+size 34053396

train_curves/csp_sweep1_2x_1.9Mnonzero_afrac0.500/progress.json

@@ -0,0 +1 @@
+{"xent": 1.257298469543457, "test_kl": 0.0, "test_xent": 1.1179555654525757, "grad_norm": 0, "weight_sparsity": 0.8092835545539856, "L0_as_frac_of_orig_params": 6108101.5, "L0": 6108102.0, "L0_non_LN": 6094790.0, "L0_non_embed": 1703878.0, "L0_non_embed_as_frac_of_orig_params": 1703878.0, "param_norm": 20446.34765625, "aux_invertable": 0, "elapsed_tokens": 31992053760, "grad_scale": 524288.0, "lr": 1.2709971038475488e-05, "pfrac": 0.25, "step": 61020, "did_clip_grad_norm": 0, "tokens_per_second": 4497834.588532374, "num_alive_neurons/c_fc/layer_0": 2047, "num_alive_neurons/c_fc/layer_1": 2047, "num_alive_neurons/c_fc/layer_2": 2046, "num_alive_neurons/c_fc/layer_3": 2044, "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": 0.125, "empirical_L0_frac/transformer.wpe.weight": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.0.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.0.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_fc.weight": 0.062496185302734375, "empirical_L0_frac/transformer.h.0.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.0.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.0.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.1.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.1.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_fc.weight": 0.062493324279785156, "empirical_L0_frac/transformer.h.1.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.1.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.1.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.2.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.2.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_fc.weight": 0.06249237060546875, "empirical_L0_frac/transformer.h.2.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.2.mlp.c_proj.weight": 0.06249237060546875, "empirical_L0_frac/transformer.h.2.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.3.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.3.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_fc.weight": 0.0624847412109375, "empirical_L0_frac/transformer.h.3.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.3.mlp.c_proj.weight": 0.062485694885253906, "empirical_L0_frac/transformer.h.3.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.4.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.4.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.4.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.4.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.5.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.5.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.5.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.5.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.6.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.6.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.6.mlp.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.6.mlp.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_attn.weight": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_attn.bias": 0.125, "empirical_L0_frac/transformer.h.7.attn.c_proj.weight": 0.0625, "empirical_L0_frac/transformer.h.7.attn.c_proj.bias": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_fc.weight": 0.0625, "empirical_L0_frac/transformer.h.7.mlp.c_fc.bias": 0.125, "empirical_L0_frac/transformer.h.7.mlp.c_proj.weight": 0.0625, "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": 623.0565185546875, "weight_grad_norm/transformer.wte.weight": 925.9278564453125, "weight_grad_norm/transformer.wpe.weight": 672.0879516601562, "weight_grad_norm/transformer.h.0.ln_1.weight": 22.188058853149414, "weight_grad_norm/transformer.h.0.attn.c_attn.weight": 840.1769409179688, "weight_grad_norm/transformer.h.0.attn.c_attn.bias": 37.72898483276367, "weight_grad_norm/transformer.h.0.attn.c_proj.weight": 503.74542236328125, "weight_grad_norm/transformer.h.0.attn.c_proj.bias": 22.461442947387695, "weight_grad_norm/transformer.h.0.ln_2.weight": 21.05323600769043, "weight_grad_norm/transformer.h.0.mlp.c_fc.weight": 994.0387573242188, "weight_grad_norm/transformer.h.0.mlp.c_fc.bias": 42.822269439697266, "weight_grad_norm/transformer.h.0.mlp.c_proj.weight": 1000.3081665039062, "weight_grad_norm/transformer.h.0.mlp.c_proj.bias": 22.4570369720459, "weight_grad_norm/transformer.h.1.ln_1.weight": 22.2897891998291, "weight_grad_norm/transformer.h.1.attn.c_attn.weight": 862.9876098632812, "weight_grad_norm/transformer.h.1.attn.c_attn.bias": 37.90333938598633, "weight_grad_norm/transformer.h.1.attn.c_proj.weight": 504.07781982421875, "weight_grad_norm/transformer.h.1.attn.c_proj.bias": 22.431211471557617, "weight_grad_norm/transformer.h.1.ln_2.weight": 20.642324447631836, "weight_grad_norm/transformer.h.1.mlp.c_fc.weight": 986.797119140625, "weight_grad_norm/transformer.h.1.mlp.c_fc.bias": 40.80788040161133, "weight_grad_norm/transformer.h.1.mlp.c_proj.weight": 959.387939453125, "weight_grad_norm/transformer.h.1.mlp.c_proj.bias": 22.421815872192383, "weight_grad_norm/transformer.h.2.ln_1.weight": 21.51041030883789, "weight_grad_norm/transformer.h.2.attn.c_attn.weight": 865.4800415039062, "weight_grad_norm/transformer.h.2.attn.c_attn.bias": 37.31895446777344, "weight_grad_norm/transformer.h.2.attn.c_proj.weight": 497.270263671875, "weight_grad_norm/transformer.h.2.attn.c_proj.bias": 22.37270164489746, "weight_grad_norm/transformer.h.2.ln_2.weight": 20.244543075561523, "weight_grad_norm/transformer.h.2.mlp.c_fc.weight": 993.114990234375, "weight_grad_norm/transformer.h.2.mlp.c_fc.bias": 41.15098190307617, "weight_grad_norm/transformer.h.2.mlp.c_proj.weight": 961.1546630859375, "weight_grad_norm/transformer.h.2.mlp.c_proj.bias": 22.3859806060791, "weight_grad_norm/transformer.h.3.ln_1.weight": 20.780353546142578, "weight_grad_norm/transformer.h.3.attn.c_attn.weight": 863.2486572265625, "weight_grad_norm/transformer.h.3.attn.c_attn.bias": 37.50756072998047, "weight_grad_norm/transformer.h.3.attn.c_proj.weight": 499.3136901855469, "weight_grad_norm/transformer.h.3.attn.c_proj.bias": 22.359811782836914, "weight_grad_norm/transformer.h.3.ln_2.weight": 20.147727966308594, "weight_grad_norm/transformer.h.3.mlp.c_fc.weight": 1000.9793701171875, "weight_grad_norm/transformer.h.3.mlp.c_fc.bias": 40.78972244262695, "weight_grad_norm/transformer.h.3.mlp.c_proj.weight": 926.7568359375, "weight_grad_norm/transformer.h.3.mlp.c_proj.bias": 22.34615707397461, "weight_grad_norm/transformer.h.4.ln_1.weight": 21.578689575195312, "weight_grad_norm/transformer.h.4.attn.c_attn.weight": 865.4395141601562, "weight_grad_norm/transformer.h.4.attn.c_attn.bias": 37.08871841430664, "weight_grad_norm/transformer.h.4.attn.c_proj.weight": 490.8202819824219, "weight_grad_norm/transformer.h.4.attn.c_proj.bias": 22.27273941040039, "weight_grad_norm/transformer.h.4.ln_2.weight": 19.586084365844727, "weight_grad_norm/transformer.h.4.mlp.c_fc.weight": 991.13525390625, "weight_grad_norm/transformer.h.4.mlp.c_fc.bias": 38.36233901977539, "weight_grad_norm/transformer.h.4.mlp.c_proj.weight": 955.1569213867188, "weight_grad_norm/transformer.h.4.mlp.c_proj.bias": 22.25747299194336, "weight_grad_norm/transformer.h.5.ln_1.weight": 21.1350040435791, "weight_grad_norm/transformer.h.5.attn.c_attn.weight": 859.0866088867188, "weight_grad_norm/transformer.h.5.attn.c_attn.bias": 37.02046585083008, "weight_grad_norm/transformer.h.5.attn.c_proj.weight": 485.4427490234375, "weight_grad_norm/transformer.h.5.attn.c_proj.bias": 22.19834327697754, "weight_grad_norm/transformer.h.5.ln_2.weight": 18.061229705810547, "weight_grad_norm/transformer.h.5.mlp.c_fc.weight": 988.0963134765625, "weight_grad_norm/transformer.h.5.mlp.c_fc.bias": 34.99537658691406, "weight_grad_norm/transformer.h.5.mlp.c_proj.weight": 933.0648193359375, "weight_grad_norm/transformer.h.5.mlp.c_proj.bias": 22.213050842285156, "weight_grad_norm/transformer.h.6.ln_1.weight": 20.903091430664062, "weight_grad_norm/transformer.h.6.attn.c_attn.weight": 848.7122802734375, "weight_grad_norm/transformer.h.6.attn.c_attn.bias": 36.45066452026367, "weight_grad_norm/transformer.h.6.attn.c_proj.weight": 484.2693786621094, "weight_grad_norm/transformer.h.6.attn.c_proj.bias": 22.127443313598633, "weight_grad_norm/transformer.h.6.ln_2.weight": 18.41343116760254, "weight_grad_norm/transformer.h.6.mlp.c_fc.weight": 988.8419189453125, "weight_grad_norm/transformer.h.6.mlp.c_fc.bias": 36.15420150756836, "weight_grad_norm/transformer.h.6.mlp.c_proj.weight": 932.6285400390625, "weight_grad_norm/transformer.h.6.mlp.c_proj.bias": 22.146957397460938, "weight_grad_norm/transformer.h.7.ln_1.weight": 20.81550407409668, "weight_grad_norm/transformer.h.7.attn.c_attn.weight": 848.2070922851562, "weight_grad_norm/transformer.h.7.attn.c_attn.bias": 36.506805419921875, "weight_grad_norm/transformer.h.7.attn.c_proj.weight": 480.89556884765625, "weight_grad_norm/transformer.h.7.attn.c_proj.bias": 22.08169937133789, "weight_grad_norm/transformer.h.7.ln_2.weight": 19.977249145507812, "weight_grad_norm/transformer.h.7.mlp.c_fc.weight": 996.714111328125, "weight_grad_norm/transformer.h.7.mlp.c_fc.bias": 39.66818618774414, "weight_grad_norm/transformer.h.7.mlp.c_proj.weight": 986.1010131835938, "weight_grad_norm/transformer.h.7.mlp.c_proj.bias": 22.044952392578125, "weight_grad_norm/transformer.ln_f.weight": 21.6807918548584, "weight_grad_norm/lm_head.weight": 1010.2651977539062}