Upload folder using huggingface_hub

logs/64_heads_bump_comparison/13_heads_no_compile_seed_1339/args.json

@@ -0,0 +1 @@
+{"hellaswag": true, "attention_kind": "selective", "log_dir": "logs/64_heads_bump_comparison/13_heads_no_compile_seed_1339", "resume_checkpoint": null, "resume_optimizer": false, "add_a_head": false, "add_head_to_start": true, "new_head_init": "normal", "n_heads": 13, "n_embd": 768, "head_dim": 64, "protect_bos_token": true, "prevent_from_masking_myself": true, "max_steps": 4375, "warmup_steps": 250, "group": "64_heads_bump_comparison", "use_wandb": true, "kill_self_after_run": false, "random_seed": 1339, "memory_penalty_epsilon": 0.1, "selection_head_linear_combo": "none", "selection_head_linear_combo_scale": 1.0, "disable_selection_head_linear_combo_bias": false, "assert_latent_matches_no_head": false, "n_latent_masks": null, "init_latent_masks_to_identity": false, "init_latent_masks_to_inverse": false, "latent_mask_scale": null, "latent_mask_runtime_multiplier": null, "latent_mask_sigmoid": false, "S_layernorm": false, "one_head_per_latent_mask": false, "protection_kind": "none", "leaky_relu_alpha": null, "leaky_relu_bias": null, "use_compile": false, "use_mini_model": false, "upload_to_hf": true, "seq_len": 1024, "batch_size": 8, "total_batch_size": 131072, "protection_head_scaling_factor": 1.0, "protection_head_bias": 0.0, "n_sliced_masks": null, "mask_layernorm": false, "residual_attention_masks": false, "compute_base_shapes": false, "base_shapes_savefile": null, "mup": true, "disable_selection": false, "mup_enable_coord_check_logging": false, "max_lr": 0.003, "decay_lr": true, "readout_zero_init": false, "query_zero_init": false, "l1_loss": false, "debugpy": false, "key": "13_heads_no_compile", "latent_mask_precision": "bfloat16"}

logs/64_heads_bump_comparison/13_heads_no_compile_seed_1339/dataloader_04374.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6031fd3e2855a036f7a5531cc24555aabd1115f9dd6618b8b2ca6f55279ef0b2
+size 964

logs/64_heads_bump_comparison/13_heads_no_compile_seed_1339/log2.txt

@@ -0,0 +1,548 @@
+max_steps: 4375
+0 val loss 10.9799
+0 val perplexity 58680.1328
+0 hella 0.2500
+0 train 10.975788 (lr=4.1958e-06) (hash(x)=44992657)
+10 train 9.665457 (lr=4.6154e-05) (hash(x)=33468021)
+20 train 9.108110 (lr=8.8112e-05) (hash(x)=40941803)
+30 train 8.458189 (lr=1.3007e-04) (hash(x)=36715902)
+40 train 7.814971 (lr=1.7203e-04) (hash(x)=32710993)
+50 train 7.664196 (lr=2.1399e-04) (hash(x)=43839896)
+60 train 7.676256 (lr=2.5594e-04) (hash(x)=40675468)
+70 train 7.303211 (lr=2.9790e-04) (hash(x)=34592631)
+80 train 7.239693 (lr=3.3986e-04) (hash(x)=44444845)
+90 train 7.034295 (lr=3.8182e-04) (hash(x)=41965258)
+100 val loss 6.9202
+100 val perplexity 1012.5585
+100 train 6.780492 (lr=4.2378e-04) (hash(x)=41284750)
+110 train 6.714340 (lr=4.6573e-04) (hash(x)=41118734)
+120 train 6.562747 (lr=5.0769e-04) (hash(x)=37537547)
+130 train 6.411744 (lr=5.4965e-04) (hash(x)=43625179)
+140 train 6.368657 (lr=5.9161e-04) (hash(x)=41940760)
+150 train 6.460468 (lr=6.3357e-04) (hash(x)=39210431)
+160 train 6.386385 (lr=6.7552e-04) (hash(x)=41128294)
+170 train 6.276641 (lr=7.1748e-04) (hash(x)=41590227)
+180 train 6.183324 (lr=7.5944e-04) (hash(x)=38084871)
+190 train 6.111420 (lr=8.0140e-04) (hash(x)=34534333)
+200 val loss 6.0384
+200 val perplexity 419.2068
+200 train 6.064824 (lr=8.4336e-04) (hash(x)=41614299)
+210 train 5.945435 (lr=8.8531e-04) (hash(x)=35551597)
+220 train 5.863481 (lr=9.2727e-04) (hash(x)=44615432)
+230 train 5.966683 (lr=9.6923e-04) (hash(x)=37078768)
+240 train 5.667850 (lr=1.0112e-03) (hash(x)=40644078)
+250 hella 0.2366
+250 train 5.740993 (lr=1.0531e-03) (hash(x)=44636066)
+260 train 5.628315 (lr=1.0951e-03) (hash(x)=43247952)
+270 train 5.560978 (lr=1.1371e-03) (hash(x)=37989370)
+280 train 5.497177 (lr=1.1790e-03) (hash(x)=36229730)
+290 train 5.448112 (lr=1.2210e-03) (hash(x)=35032996)
+300 val loss 5.5537
+300 val perplexity 258.2032
+300 train 5.295135 (lr=1.2629e-03) (hash(x)=33868636)
+310 train 5.212380 (lr=1.3049e-03) (hash(x)=39782705)
+320 train 5.310715 (lr=1.3469e-03) (hash(x)=43525765)
+330 train 5.424822 (lr=1.3888e-03) (hash(x)=38074926)
+340 train 5.505033 (lr=1.4308e-03) (hash(x)=50125702)
+350 train 5.448676 (lr=1.4727e-03) (hash(x)=35062222)
+360 train 5.389750 (lr=1.5147e-03) (hash(x)=39671001)
+370 train 5.410851 (lr=1.5566e-03) (hash(x)=35748364)
+380 train 5.236575 (lr=1.5986e-03) (hash(x)=39962666)
+390 train 5.194472 (lr=1.6406e-03) (hash(x)=39213360)
+400 val loss 5.2069
+400 val perplexity 182.5361
+400 train 5.183053 (lr=1.6825e-03) (hash(x)=37919584)
+410 train 5.169826 (lr=1.7245e-03) (hash(x)=42001527)
+420 train 5.141800 (lr=1.7664e-03) (hash(x)=33940005)
+430 train 5.173197 (lr=1.8084e-03) (hash(x)=41749217)
+440 train 5.060253 (lr=1.8503e-03) (hash(x)=45219739)
+450 train 5.049481 (lr=1.8923e-03) (hash(x)=38515090)
+460 train 4.974513 (lr=1.9343e-03) (hash(x)=37518607)
+470 train 4.746111 (lr=1.9762e-03) (hash(x)=46830716)
+480 train 4.868115 (lr=2.0182e-03) (hash(x)=49262598)
+490 train 4.667449 (lr=2.0601e-03) (hash(x)=41370559)
+500 val loss 4.9739
+500 val perplexity 144.5879
+500 hella 0.2422
+500 train 4.750510 (lr=2.1021e-03) (hash(x)=35237459)
+510 train 4.841918 (lr=2.1441e-03) (hash(x)=35070579)
+520 train 4.941739 (lr=2.1860e-03) (hash(x)=37355110)
+530 train 4.982738 (lr=2.2280e-03) (hash(x)=39398044)
+540 train 4.883339 (lr=2.2699e-03) (hash(x)=39156676)
+550 train 4.819093 (lr=2.3119e-03) (hash(x)=38553909)
+560 train 4.886508 (lr=2.3538e-03) (hash(x)=36555371)
+570 train 4.770768 (lr=2.3958e-03) (hash(x)=42048991)
+580 train 4.726003 (lr=2.4378e-03) (hash(x)=37359399)
+590 train 4.850314 (lr=2.4797e-03) (hash(x)=39254663)
+600 val loss 4.7721
+600 val perplexity 118.1667
+600 train 4.777578 (lr=2.5217e-03) (hash(x)=38982539)
+610 train 4.768059 (lr=2.5636e-03) (hash(x)=35859145)
+620 train 4.686257 (lr=2.6056e-03) (hash(x)=35593542)
+630 train 4.585622 (lr=2.6476e-03) (hash(x)=39124418)
+640 train 4.575212 (lr=2.6895e-03) (hash(x)=39107374)
+650 train 4.492075 (lr=2.7315e-03) (hash(x)=34529151)
+660 train 4.448810 (lr=2.7734e-03) (hash(x)=39483931)
+670 train 4.403851 (lr=2.8154e-03) (hash(x)=43008010)
+680 train 4.318262 (lr=2.8573e-03) (hash(x)=33469328)
+690 train 4.340974 (lr=2.8993e-03) (hash(x)=35025253)
+700 val loss 4.5832
+700 val perplexity 97.8317
+700 train 4.303390 (lr=2.9413e-03) (hash(x)=43280188)
+710 train 4.620908 (lr=2.9832e-03) (hash(x)=40999263)
+720 train 4.625040 (lr=3.0000e-03) (hash(x)=38304742)
+730 train 4.604007 (lr=2.9999e-03) (hash(x)=34705188)
+740 train 4.524267 (lr=2.9997e-03) (hash(x)=40028964)
+750 hella 0.2549
+750 train 4.472753 (lr=2.9994e-03) (hash(x)=39051591)
+760 train 4.552953 (lr=2.9990e-03) (hash(x)=41286198)
+770 train 4.479056 (lr=2.9985e-03) (hash(x)=44512967)
+780 train 4.518661 (lr=2.9979e-03) (hash(x)=45171627)
+790 train 4.476600 (lr=2.9972e-03) (hash(x)=46345673)
+800 val loss 4.4628
+800 val perplexity 86.7257
+800 train 4.428338 (lr=2.9964e-03) (hash(x)=35529545)
+810 train 4.331046 (lr=2.9955e-03) (hash(x)=42321793)
+820 train 4.342955 (lr=2.9945e-03) (hash(x)=49327569)
+830 train 4.367137 (lr=2.9934e-03) (hash(x)=41325057)
+840 train 4.330583 (lr=2.9922e-03) (hash(x)=37305614)
+850 train 4.319045 (lr=2.9909e-03) (hash(x)=38000800)
+860 train 4.439419 (lr=2.9896e-03) (hash(x)=44047697)
+870 train 4.417713 (lr=2.9881e-03) (hash(x)=41576206)
+880 train 4.385619 (lr=2.9865e-03) (hash(x)=44685458)
+890 train 4.354717 (lr=2.9848e-03) (hash(x)=40398597)
+900 val loss 4.3530
+900 val perplexity 77.7150
+900 train 4.326511 (lr=2.9830e-03) (hash(x)=39312673)
+910 train 4.336624 (lr=2.9811e-03) (hash(x)=38881875)
+920 train 4.332971 (lr=2.9792e-03) (hash(x)=39140166)
+930 train 4.247931 (lr=2.9771e-03) (hash(x)=39075781)
+940 train 4.250366 (lr=2.9749e-03) (hash(x)=46887071)
+950 train 4.255210 (lr=2.9726e-03) (hash(x)=39740603)
+960 train 4.281078 (lr=2.9703e-03) (hash(x)=39590268)
+970 train 4.253692 (lr=2.9678e-03) (hash(x)=43580052)
+980 train 4.194341 (lr=2.9652e-03) (hash(x)=40226735)
+990 train 4.274463 (lr=2.9626e-03) (hash(x)=40723896)
+1000 val loss 4.2450
+1000 val perplexity 69.7565
+1000 hella 0.2532
+1000 train 4.226531 (lr=2.9598e-03) (hash(x)=39408050)
+1010 train 4.451937 (lr=2.9570e-03) (hash(x)=32247950)
+1020 train 4.326344 (lr=2.9540e-03) (hash(x)=39049938)
+1030 train 4.295628 (lr=2.9510e-03) (hash(x)=37453736)
+1040 train 4.184593 (lr=2.9478e-03) (hash(x)=36649666)
+1050 train 4.240912 (lr=2.9446e-03) (hash(x)=41404097)
+1060 train 4.227542 (lr=2.9412e-03) (hash(x)=40701599)
+1070 train 4.269124 (lr=2.9378e-03) (hash(x)=41787393)
+1080 train 4.151515 (lr=2.9343e-03) (hash(x)=42325465)
+1090 train 4.177477 (lr=2.9307e-03) (hash(x)=45018925)
+1100 val loss 4.1750
+1100 val perplexity 65.0380
+1100 train 4.189117 (lr=2.9270e-03) (hash(x)=53751982)
+1110 train 4.141866 (lr=2.9231e-03) (hash(x)=43118376)
+1120 train 4.160814 (lr=2.9192e-03) (hash(x)=41489942)
+1130 train 4.166775 (lr=2.9152e-03) (hash(x)=48020487)
+1140 train 4.030068 (lr=2.9112e-03) (hash(x)=43266072)
+1150 train 4.233179 (lr=2.9070e-03) (hash(x)=41790132)
+1160 train 4.209124 (lr=2.9027e-03) (hash(x)=33739090)
+1170 train 4.174531 (lr=2.8983e-03) (hash(x)=43885030)
+1180 train 4.104410 (lr=2.8939e-03) (hash(x)=39046714)
+1190 train 4.138717 (lr=2.8893e-03) (hash(x)=44387023)
+1200 val loss 4.0876
+1200 val perplexity 59.5975
+1200 train 3.998727 (lr=2.8847e-03) (hash(x)=36667141)
+1210 train 4.068636 (lr=2.8800e-03) (hash(x)=45487179)
+1220 train 4.051069 (lr=2.8751e-03) (hash(x)=43456413)
+1230 train 3.982053 (lr=2.8702e-03) (hash(x)=42473632)
+1240 train 4.061913 (lr=2.8652e-03) (hash(x)=42966315)
+1250 hella 0.2509
+1250 train 3.921831 (lr=2.8601e-03) (hash(x)=42930524)
+1260 train 4.055679 (lr=2.8550e-03) (hash(x)=43467676)
+1270 train 3.993620 (lr=2.8497e-03) (hash(x)=40872580)
+1280 train 4.045918 (lr=2.8443e-03) (hash(x)=40619157)
+1290 train 4.034846 (lr=2.8389e-03) (hash(x)=44406165)
+1300 val loss 4.0380
+1300 val perplexity 56.7133
+1300 train 4.019643 (lr=2.8333e-03) (hash(x)=40808029)
+1310 train 4.189798 (lr=2.8277e-03) (hash(x)=46125736)
+1320 train 3.957351 (lr=2.8220e-03) (hash(x)=41698487)
+1330 train 4.002064 (lr=2.8162e-03) (hash(x)=39302878)
+1340 train 4.108329 (lr=2.8103e-03) (hash(x)=41826369)
+1350 train 3.927212 (lr=2.8044e-03) (hash(x)=37061413)
+1360 train 4.057703 (lr=2.7983e-03) (hash(x)=40770974)
+1370 train 3.953366 (lr=2.7922e-03) (hash(x)=38738718)
+1380 train 3.958253 (lr=2.7860e-03) (hash(x)=34961558)
+1390 train 4.018566 (lr=2.7797e-03) (hash(x)=38559342)
+1400 val loss 4.0117
+1400 val perplexity 55.2403
+1400 train 3.964569 (lr=2.7733e-03) (hash(x)=38840020)
+1410 train 4.040871 (lr=2.7668e-03) (hash(x)=44448100)
+1420 train 4.162654 (lr=2.7603e-03) (hash(x)=39199838)
+1430 train 3.951420 (lr=2.7536e-03) (hash(x)=41669873)
+1440 train 4.069230 (lr=2.7469e-03) (hash(x)=53253836)
+1450 train 3.994077 (lr=2.7401e-03) (hash(x)=41320631)
+1460 train 3.921625 (lr=2.7333e-03) (hash(x)=48462803)
+1470 train 3.979478 (lr=2.7263e-03) (hash(x)=42356864)
+1480 train 4.022914 (lr=2.7193e-03) (hash(x)=41118068)
+1490 train 3.932044 (lr=2.7121e-03) (hash(x)=37242854)
+1500 val loss 3.9581
+1500 val perplexity 52.3590
+1500 hella 0.2555
+1500 train 3.964175 (lr=2.7050e-03) (hash(x)=40571031)
+1510 train 3.952404 (lr=2.6977e-03) (hash(x)=35384608)
+1520 train 3.927574 (lr=2.6903e-03) (hash(x)=35341056)
+1530 train 3.848863 (lr=2.6829e-03) (hash(x)=36471779)
+1540 train 3.890480 (lr=2.6754e-03) (hash(x)=40356153)
+1550 train 3.938684 (lr=2.6678e-03) (hash(x)=40133377)
+1560 train 3.848088 (lr=2.6602e-03) (hash(x)=33722160)
+1570 train 3.968737 (lr=2.6525e-03) (hash(x)=39555295)
+1580 train 3.888092 (lr=2.6447e-03) (hash(x)=35950666)
+1590 train 4.028816 (lr=2.6368e-03) (hash(x)=36528535)
+1600 val loss 3.9319
+1600 val perplexity 51.0063
+1600 train 3.935637 (lr=2.6289e-03) (hash(x)=42613017)
+1610 train 4.038793 (lr=2.6208e-03) (hash(x)=42845965)
+1620 train 3.970455 (lr=2.6128e-03) (hash(x)=36137074)
+1630 train 3.926505 (lr=2.6046e-03) (hash(x)=37560569)
+1640 train 4.019643 (lr=2.5964e-03) (hash(x)=43680614)
+1650 train 3.890693 (lr=2.5881e-03) (hash(x)=37281218)
+1660 train 3.903826 (lr=2.5797e-03) (hash(x)=36165222)
+1670 train 3.856676 (lr=2.5713e-03) (hash(x)=50222513)
+1680 train 3.750254 (lr=2.5628e-03) (hash(x)=35239173)
+1690 train 3.784851 (lr=2.5542e-03) (hash(x)=40287349)
+1700 val loss 3.9194
+1700 val perplexity 50.3712
+1700 train 3.992966 (lr=2.5455e-03) (hash(x)=37444780)
+1710 train 3.937276 (lr=2.5368e-03) (hash(x)=38962723)
+1720 train 3.962173 (lr=2.5281e-03) (hash(x)=33882305)
+1730 train 3.943981 (lr=2.5192e-03) (hash(x)=36501540)
+1740 train 3.931055 (lr=2.5103e-03) (hash(x)=38723266)
+1750 hella 0.2567
+1750 train 3.886911 (lr=2.5014e-03) (hash(x)=38772789)
+1760 train 3.952771 (lr=2.4924e-03) (hash(x)=37707898)
+1770 train 3.822035 (lr=2.4833e-03) (hash(x)=30529327)
+1780 train 3.890036 (lr=2.4741e-03) (hash(x)=37885464)
+1790 train 3.932748 (lr=2.4649e-03) (hash(x)=39013967)
+1800 val loss 3.8809
+1800 val perplexity 48.4694
+1800 train 3.910031 (lr=2.4556e-03) (hash(x)=34906955)
+1810 train 3.829335 (lr=2.4463e-03) (hash(x)=40790682)
+1820 train 3.703560 (lr=2.4369e-03) (hash(x)=39912223)
+1830 train 3.810068 (lr=2.4275e-03) (hash(x)=39304486)
+1840 train 3.812281 (lr=2.4180e-03) (hash(x)=37247975)
+1850 train 3.774720 (lr=2.4084e-03) (hash(x)=41340614)
+1860 train 3.931303 (lr=2.3988e-03) (hash(x)=39924627)
+1870 train 3.894182 (lr=2.3891e-03) (hash(x)=40235993)
+1880 train 3.797786 (lr=2.3794e-03) (hash(x)=37693476)
+1890 train 3.921664 (lr=2.3696e-03) (hash(x)=40449864)
+1900 val loss 3.8404
+1900 val perplexity 46.5446
+1900 train 3.808528 (lr=2.3598e-03) (hash(x)=37907749)
+1910 train 3.796353 (lr=2.3499e-03) (hash(x)=34547901)
+1920 train 3.840460 (lr=2.3400e-03) (hash(x)=37771788)
+1930 train 3.713171 (lr=2.3300e-03) (hash(x)=36049454)
+1940 train 3.795187 (lr=2.3200e-03) (hash(x)=29564336)
+1950 train 3.798561 (lr=2.3099e-03) (hash(x)=41689281)
+1960 train 3.703263 (lr=2.2998e-03) (hash(x)=41976699)
+1970 train 3.900806 (lr=2.2896e-03) (hash(x)=41538621)
+1980 train 3.772907 (lr=2.2793e-03) (hash(x)=36490902)
+1990 train 3.790200 (lr=2.2691e-03) (hash(x)=42739315)
+2000 val loss 3.8173
+2000 val perplexity 45.4827
+2000 hella 0.2609
+2000 train 3.793734 (lr=2.2588e-03) (hash(x)=38600074)
+2010 train 3.818375 (lr=2.2484e-03) (hash(x)=34555488)
+2020 train 3.836847 (lr=2.2380e-03) (hash(x)=37227345)
+2030 train 3.806353 (lr=2.2275e-03) (hash(x)=38172386)
+2040 train 3.907732 (lr=2.2170e-03) (hash(x)=39340786)
+2050 train 3.774353 (lr=2.2065e-03) (hash(x)=37237298)
+2060 train 4.009146 (lr=2.1959e-03) (hash(x)=35894782)
+2070 train 3.801398 (lr=2.1853e-03) (hash(x)=44161861)
+2080 train 3.838992 (lr=2.1746e-03) (hash(x)=38062558)
+2090 train 3.686403 (lr=2.1639e-03) (hash(x)=38608301)
+2100 val loss 3.7821
+2100 val perplexity 43.9078
+2100 train 3.712766 (lr=2.1532e-03) (hash(x)=47611537)
+2110 train 3.736415 (lr=2.1424e-03) (hash(x)=38076651)
+2120 train 3.711239 (lr=2.1316e-03) (hash(x)=39870893)
+2130 train 3.858063 (lr=2.1208e-03) (hash(x)=48123321)
+2140 train 3.863752 (lr=2.1099e-03) (hash(x)=44124977)
+2150 train 3.784827 (lr=2.0990e-03) (hash(x)=42181374)
+2160 train 3.812240 (lr=2.0881e-03) (hash(x)=41837878)
+2170 train 3.837761 (lr=2.0771e-03) (hash(x)=42161375)
+2180 train 3.793222 (lr=2.0661e-03) (hash(x)=41792986)
+2190 train 3.770051 (lr=2.0550e-03) (hash(x)=41872416)
+2200 val loss 3.7609
+2200 val perplexity 42.9869
+2200 train 3.772211 (lr=2.0440e-03) (hash(x)=37395985)
+2210 train 3.747992 (lr=2.0329e-03) (hash(x)=40616096)
+2220 train 3.707936 (lr=2.0217e-03) (hash(x)=40118423)
+2230 train 3.635084 (lr=2.0106e-03) (hash(x)=39641586)
+2240 train 3.707739 (lr=1.9994e-03) (hash(x)=34720116)
+2250 hella 0.2570
+2250 train 3.666792 (lr=1.9882e-03) (hash(x)=43641508)
+2260 train 3.677280 (lr=1.9770e-03) (hash(x)=31179786)
+2270 train 3.645961 (lr=1.9657e-03) (hash(x)=42721932)
+2280 train 3.950494 (lr=1.9544e-03) (hash(x)=38474505)
+2290 train 3.767933 (lr=1.9431e-03) (hash(x)=41398545)
+2300 val loss 3.7371
+2300 val perplexity 41.9772
+2300 train 3.697423 (lr=1.9318e-03) (hash(x)=44131094)
+2310 train 3.779630 (lr=1.9205e-03) (hash(x)=41667948)
+2320 train 3.871509 (lr=1.9091e-03) (hash(x)=36339232)
+2330 train 3.714457 (lr=1.8977e-03) (hash(x)=41630644)
+2340 train 3.832514 (lr=1.8863e-03) (hash(x)=41278955)
+2350 train 3.696287 (lr=1.8749e-03) (hash(x)=39491976)
+2360 train 3.764062 (lr=1.8635e-03) (hash(x)=41771238)
+2370 train 3.845859 (lr=1.8520e-03) (hash(x)=45374570)
+2380 train 3.751914 (lr=1.8406e-03) (hash(x)=41419267)
+2390 train 3.758378 (lr=1.8291e-03) (hash(x)=38869169)
+2400 val loss 3.7187
+2400 val perplexity 41.2107
+2400 train 3.684544 (lr=1.8176e-03) (hash(x)=38619293)
+2410 train 3.478309 (lr=1.8061e-03) (hash(x)=41600240)
+2420 train 3.643728 (lr=1.7946e-03) (hash(x)=40891045)
+2430 train 3.611424 (lr=1.7830e-03) (hash(x)=41023249)
+2440 train 3.603184 (lr=1.7715e-03) (hash(x)=33813452)
+2450 train 3.556242 (lr=1.7600e-03) (hash(x)=38464119)
+2460 train 3.436129 (lr=1.7484e-03) (hash(x)=40699982)
+2470 train 3.444068 (lr=1.7368e-03) (hash(x)=38254854)
+2480 train 3.726636 (lr=1.7253e-03) (hash(x)=42736069)
+2490 train 3.720722 (lr=1.7137e-03) (hash(x)=41928525)
+2500 val loss 3.6964
+2500 val perplexity 40.3011
+2500 hella 0.2639
+2500 train 3.674309 (lr=1.7021e-03) (hash(x)=45864011)
+2510 train 3.709013 (lr=1.6906e-03) (hash(x)=41380960)
+2520 train 3.692203 (lr=1.6790e-03) (hash(x)=38366545)
+2530 train 3.729811 (lr=1.6674e-03) (hash(x)=41045176)
+2540 train 3.738357 (lr=1.6558e-03) (hash(x)=43435705)
+2550 train 3.710927 (lr=1.6442e-03) (hash(x)=40693090)
+2560 train 3.613956 (lr=1.6326e-03) (hash(x)=40502478)
+2570 train 3.670545 (lr=1.6210e-03) (hash(x)=38610920)
+2580 train 3.577209 (lr=1.6094e-03) (hash(x)=38333499)
+2590 train 3.641250 (lr=1.5979e-03) (hash(x)=41982736)
+2600 val loss 3.6743
+2600 val perplexity 39.4207
+2600 train 3.623257 (lr=1.5863e-03) (hash(x)=37724702)
+2610 train 3.564488 (lr=1.5747e-03) (hash(x)=39564630)
+2620 train 3.485075 (lr=1.5632e-03) (hash(x)=38465803)
+2630 train 3.394421 (lr=1.5516e-03) (hash(x)=36955007)
+2640 train 3.468785 (lr=1.5400e-03) (hash(x)=32994568)
+2650 train 3.640986 (lr=1.5285e-03) (hash(x)=41165765)
+2660 train 3.649980 (lr=1.5170e-03) (hash(x)=42934000)
+2670 train 3.813231 (lr=1.5054e-03) (hash(x)=42726316)
+2680 train 3.684217 (lr=1.4939e-03) (hash(x)=35880318)
+2690 train 3.621198 (lr=1.4824e-03) (hash(x)=41747329)
+2700 val loss 3.6573
+2700 val perplexity 38.7560
+2700 train 3.709858 (lr=1.4709e-03) (hash(x)=40259630)
+2710 train 3.845279 (lr=1.4594e-03) (hash(x)=39895798)
+2720 train 3.614001 (lr=1.4480e-03) (hash(x)=36146683)
+2730 train 3.576298 (lr=1.4365e-03) (hash(x)=36181984)
+2740 train 3.563178 (lr=1.4251e-03) (hash(x)=43700349)
+2750 hella 0.2630
+2750 train 3.637477 (lr=1.4137e-03) (hash(x)=41610597)
+2760 train 3.634203 (lr=1.4023e-03) (hash(x)=31183639)
+2770 train 3.591848 (lr=1.3909e-03) (hash(x)=37722489)
+2780 train 3.562665 (lr=1.3795e-03) (hash(x)=47290688)
+2790 train 3.598109 (lr=1.3682e-03) (hash(x)=41205574)
+2800 val loss 3.6377
+2800 val perplexity 38.0032
+2800 train 3.433228 (lr=1.3569e-03) (hash(x)=40257962)
+2810 train 3.399247 (lr=1.3456e-03) (hash(x)=39529014)
+2820 train 3.416475 (lr=1.3343e-03) (hash(x)=42244749)
+2830 train 3.486704 (lr=1.3230e-03) (hash(x)=32820090)
+2840 train 3.435577 (lr=1.3118e-03) (hash(x)=40315769)
+2850 train 3.662295 (lr=1.3006e-03) (hash(x)=41524462)
+2860 train 3.663531 (lr=1.2894e-03) (hash(x)=38365734)
+2870 train 3.784638 (lr=1.2783e-03) (hash(x)=37682602)
+2880 train 3.655509 (lr=1.2671e-03) (hash(x)=39162991)
+2890 train 3.517651 (lr=1.2560e-03) (hash(x)=33316384)
+2900 val loss 3.6133
+2900 val perplexity 37.0894
+2900 train 3.562923 (lr=1.2450e-03) (hash(x)=37271132)
+2910 train 3.752937 (lr=1.2339e-03) (hash(x)=35586242)
+2920 train 3.672555 (lr=1.2229e-03) (hash(x)=33320586)
+2930 train 3.638790 (lr=1.2119e-03) (hash(x)=43531361)
+2940 train 3.568851 (lr=1.2010e-03) (hash(x)=37368286)
+2950 train 3.576710 (lr=1.1901e-03) (hash(x)=40363394)
+2960 train 3.552164 (lr=1.1792e-03) (hash(x)=42253792)
+2970 train 3.478312 (lr=1.1684e-03) (hash(x)=38072598)
+2980 train 3.582322 (lr=1.1576e-03) (hash(x)=41470557)
+2990 train 3.480475 (lr=1.1468e-03) (hash(x)=42600033)
+3000 val loss 3.6060
+3000 val perplexity 36.8168
+3000 hella 0.2613
+3000 train 3.435587 (lr=1.1361e-03) (hash(x)=46890983)
+3010 train 3.301002 (lr=1.1254e-03) (hash(x)=37986759)
+3020 train 3.410786 (lr=1.1147e-03) (hash(x)=36270703)
+3030 train 3.681029 (lr=1.1041e-03) (hash(x)=38228599)
+3040 train 3.514694 (lr=1.0935e-03) (hash(x)=44344296)
+3050 train 3.622338 (lr=1.0830e-03) (hash(x)=39962297)
+3060 train 3.612547 (lr=1.0725e-03) (hash(x)=39817394)
+3070 train 3.590033 (lr=1.0620e-03) (hash(x)=41763868)
+3080 train 3.699841 (lr=1.0516e-03) (hash(x)=42343051)
+3090 train 3.674312 (lr=1.0412e-03) (hash(x)=39204893)
+3100 val loss 3.5812
+3100 val perplexity 35.9177
+3100 train 3.582209 (lr=1.0309e-03) (hash(x)=39353599)
+3110 train 3.671150 (lr=1.0207e-03) (hash(x)=36118073)
+3120 train 3.345946 (lr=1.0104e-03) (hash(x)=44070271)
+3130 train 3.407874 (lr=1.0002e-03) (hash(x)=43368151)
+3140 train 3.471335 (lr=9.9011e-04) (hash(x)=40612203)
+3150 train 3.591015 (lr=9.8002e-04) (hash(x)=39598447)
+3160 train 3.614233 (lr=9.6999e-04) (hash(x)=43897682)
+3170 train 3.628272 (lr=9.6000e-04) (hash(x)=39029243)
+3180 train 3.622953 (lr=9.5007e-04) (hash(x)=38586684)
+3190 train 3.598965 (lr=9.4019e-04) (hash(x)=39299115)
+3200 val loss 3.5578
+3200 val perplexity 35.0848
+3200 train 3.598619 (lr=9.3036e-04) (hash(x)=41064949)
+3210 train 3.601455 (lr=9.2058e-04) (hash(x)=41752822)
+3220 train 3.616739 (lr=9.1085e-04) (hash(x)=37484805)
+3230 train 3.579964 (lr=9.0118e-04) (hash(x)=40514919)
+3240 train 3.603373 (lr=8.9157e-04) (hash(x)=42440343)
+3250 hella 0.2646
+3250 train 3.521297 (lr=8.8201e-04) (hash(x)=32464136)
+3260 train 3.536327 (lr=8.7251e-04) (hash(x)=47270558)
+3270 train 3.500509 (lr=8.6307e-04) (hash(x)=39307546)
+3280 train 3.525887 (lr=8.5368e-04) (hash(x)=40410299)
+3290 train 3.529232 (lr=8.4435e-04) (hash(x)=40541497)
+3300 val loss 3.5479
+3300 val perplexity 34.7391
+3300 train 3.429287 (lr=8.3508e-04) (hash(x)=38089139)
+3310 train 3.445024 (lr=8.2588e-04) (hash(x)=42006576)
+3320 train 3.554448 (lr=8.1673e-04) (hash(x)=40422556)
+3330 train 3.317200 (lr=8.0764e-04) (hash(x)=39021643)
+3340 train 3.606389 (lr=7.9862e-04) (hash(x)=40434305)
+3350 train 3.590425 (lr=7.8966e-04) (hash(x)=40833559)
+3360 train 3.616912 (lr=7.8076e-04) (hash(x)=40045231)
+3370 train 3.558201 (lr=7.7192e-04) (hash(x)=34668317)
+3380 train 3.561643 (lr=7.6315e-04) (hash(x)=42738568)
+3390 train 3.665979 (lr=7.5445e-04) (hash(x)=38980166)
+3400 val loss 3.5271
+3400 val perplexity 34.0239
+3400 train 3.596722 (lr=7.4581e-04) (hash(x)=43878176)
+3410 train 3.620165 (lr=7.3724e-04) (hash(x)=38201991)
+3420 train 3.603835 (lr=7.2874e-04) (hash(x)=34905889)
+3430 train 3.599052 (lr=7.2030e-04) (hash(x)=41680405)
+3440 train 3.563881 (lr=7.1193e-04) (hash(x)=39948184)
+3450 train 3.608748 (lr=7.0363e-04) (hash(x)=33623728)
+3460 train 3.495873 (lr=6.9541e-04) (hash(x)=41027647)
+3470 train 3.507893 (lr=6.8725e-04) (hash(x)=42779482)
+3480 train 3.512772 (lr=6.7916e-04) (hash(x)=41579288)
+3490 train 3.382997 (lr=6.7114e-04) (hash(x)=37174846)
+3500 val loss 3.5193
+3500 val perplexity 33.7620
+3500 hella 0.2645
+3500 train 3.237833 (lr=6.6320e-04) (hash(x)=37082090)
+3510 train 3.463198 (lr=6.5533e-04) (hash(x)=43131340)
+3520 train 3.361223 (lr=6.4753e-04) (hash(x)=42457250)
+3530 train 3.611265 (lr=6.3981e-04) (hash(x)=39504492)
+3540 train 3.530120 (lr=6.3216e-04) (hash(x)=36225997)
+3550 train 3.660761 (lr=6.2458e-04) (hash(x)=40912087)
+3560 train 3.502155 (lr=6.1708e-04) (hash(x)=41545925)
+3570 train 3.627885 (lr=6.0966e-04) (hash(x)=32553193)
+3580 train 3.464769 (lr=6.0231e-04) (hash(x)=38799856)
+3590 train 3.471333 (lr=5.9504e-04) (hash(x)=40772075)
+3600 val loss 3.4999
+3600 val perplexity 33.1137
+3600 train 3.543131 (lr=5.8785e-04) (hash(x)=39299903)
+3610 train 3.582037 (lr=5.8074e-04) (hash(x)=39503247)
+3620 train 3.493942 (lr=5.7370e-04) (hash(x)=38730668)
+3630 train 3.513918 (lr=5.6675e-04) (hash(x)=40503276)
+3640 train 3.514417 (lr=5.5987e-04) (hash(x)=36504573)
+3650 train 3.524462 (lr=5.5308e-04) (hash(x)=44903075)
+3660 train 3.435188 (lr=5.4636e-04) (hash(x)=33800148)
+3670 train 3.347687 (lr=5.3973e-04) (hash(x)=39404541)
+3680 train 3.292408 (lr=5.3318e-04) (hash(x)=44777432)
+3690 train 3.374566 (lr=5.2671e-04) (hash(x)=45649913)
+3700 val loss 3.4962
+3700 val perplexity 32.9883
+3700 train 3.497900 (lr=5.2033e-04) (hash(x)=33812537)
+3710 train 3.631359 (lr=5.1402e-04) (hash(x)=36161222)
+3720 train 3.520831 (lr=5.0780e-04) (hash(x)=43690616)
+3730 train 3.496832 (lr=5.0167e-04) (hash(x)=35462313)
+3740 train 3.801235 (lr=4.9562e-04) (hash(x)=44674254)
+3750 hella 0.2636
+3750 train 3.514151 (lr=4.8965e-04) (hash(x)=44276297)
+3760 train 3.542507 (lr=4.8377e-04) (hash(x)=38492178)
+3770 train 3.567749 (lr=4.7798e-04) (hash(x)=44347531)
+3780 train 3.484370 (lr=4.7227e-04) (hash(x)=33792059)
+3790 train 3.542005 (lr=4.6665e-04) (hash(x)=38549318)
+3800 val loss 3.4792
+3800 val perplexity 32.4328
+3800 train 3.458347 (lr=4.6112e-04) (hash(x)=41437448)
+3810 train 3.364571 (lr=4.5567e-04) (hash(x)=36656768)
+3820 train 3.529590 (lr=4.5031e-04) (hash(x)=46387893)
+3830 train 3.513766 (lr=4.4504e-04) (hash(x)=44312129)
+3840 train 3.425236 (lr=4.3986e-04) (hash(x)=40341896)
+3850 train 3.467984 (lr=4.3477e-04) (hash(x)=43589160)
+3860 train 3.473388 (lr=4.2977e-04) (hash(x)=40388945)
+3870 train 3.355441 (lr=4.2486e-04) (hash(x)=33336679)
+3880 train 3.478225 (lr=4.2004e-04) (hash(x)=37643311)
+3890 train 3.469771 (lr=4.1530e-04) (hash(x)=38272927)
+3900 val loss 3.4705
+3900 val perplexity 32.1532
+3900 train 3.424189 (lr=4.1066e-04) (hash(x)=41925748)
+3910 train 3.516947 (lr=4.0611e-04) (hash(x)=38377253)
+3920 train 3.512939 (lr=4.0166e-04) (hash(x)=41616611)
+3930 train 3.445050 (lr=3.9729e-04) (hash(x)=32301827)
+3940 train 3.513631 (lr=3.9302e-04) (hash(x)=47697363)
+3950 train 3.453310 (lr=3.8884e-04) (hash(x)=37867767)
+3960 train 3.462173 (lr=3.8475e-04) (hash(x)=37187295)
+3970 train 3.480918 (lr=3.8076e-04) (hash(x)=41952752)
+3980 train 3.455257 (lr=3.7685e-04) (hash(x)=38358660)
+3990 train 3.363779 (lr=3.7305e-04) (hash(x)=40207878)
+4000 val loss 3.4621
+4000 val perplexity 31.8846
+4000 hella 0.2639
+4000 train 3.443136 (lr=3.6933e-04) (hash(x)=39134015)
+4010 train 3.506713 (lr=3.6572e-04) (hash(x)=38313135)
+4020 train 3.431940 (lr=3.6219e-04) (hash(x)=40710513)
+4030 train 3.533258 (lr=3.5876e-04) (hash(x)=35530165)
+4040 train 3.480905 (lr=3.5543e-04) (hash(x)=39494066)
+4050 train 3.446665 (lr=3.5219e-04) (hash(x)=40861777)
+4060 train 3.454400 (lr=3.4905e-04) (hash(x)=36151939)
+4070 train 3.408767 (lr=3.4600e-04) (hash(x)=39008241)
+4080 train 3.507400 (lr=3.4305e-04) (hash(x)=40395746)
+4090 train 3.562262 (lr=3.4019e-04) (hash(x)=38855480)
+4100 val loss 3.4504
+4100 val perplexity 31.5131
+4100 train 3.483893 (lr=3.3744e-04) (hash(x)=45013254)
+4110 train 3.494424 (lr=3.3477e-04) (hash(x)=39934818)
+4120 train 3.503133 (lr=3.3221e-04) (hash(x)=33417705)
+4130 train 3.418663 (lr=3.2974e-04) (hash(x)=41267978)
+4140 train 3.424051 (lr=3.2737e-04) (hash(x)=38961609)
+4150 train 3.407336 (lr=3.2510e-04) (hash(x)=42173878)
+4160 train 3.390195 (lr=3.2292e-04) (hash(x)=36867405)
+4170 train 3.378022 (lr=3.2085e-04) (hash(x)=38991954)
+4180 train 3.425336 (lr=3.1887e-04) (hash(x)=39032592)
+4190 train 3.394394 (lr=3.1699e-04) (hash(x)=61329402)
+4200 val loss 3.4463
+4200 val perplexity 31.3837
+4200 train 3.384862 (lr=3.1520e-04) (hash(x)=40455200)
+4210 train 3.424593 (lr=3.1352e-04) (hash(x)=40913417)
+4220 train 3.463577 (lr=3.1193e-04) (hash(x)=38809704)
+4230 train 3.451466 (lr=3.1044e-04) (hash(x)=39560204)
+4240 train 3.449147 (lr=3.0905e-04) (hash(x)=41496549)
+4250 hella 0.2672
+4250 train 3.513999 (lr=3.0776e-04) (hash(x)=33994768)
+4260 train 3.478728 (lr=3.0657e-04) (hash(x)=39658687)
+4270 train 3.387655 (lr=3.0548e-04) (hash(x)=42583064)
+4280 train 3.453792 (lr=3.0449e-04) (hash(x)=40635811)
+4290 train 3.355410 (lr=3.0359e-04) (hash(x)=35313841)
+4300 val loss 3.4426
+4300 val perplexity 31.2684
+4300 train 3.518710 (lr=3.0280e-04) (hash(x)=39332245)
+4310 train 3.399336 (lr=3.0210e-04) (hash(x)=43732999)
+4320 train 3.388139 (lr=3.0150e-04) (hash(x)=40831835)
+4330 train 3.546009 (lr=3.0101e-04) (hash(x)=41813368)
+4340 train 3.448143 (lr=3.0061e-04) (hash(x)=36952586)
+4350 train 3.438565 (lr=3.0031e-04) (hash(x)=42470745)
+4360 train 3.427847 (lr=3.0011e-04) (hash(x)=39581495)
+4370 train 3.570997 (lr=3.0001e-04) (hash(x)=35914538)
+4374 val loss 3.4365
+4374 val perplexity 31.0768
+4374 hella 0.2667

logs/64_heads_bump_comparison/13_heads_no_compile_seed_1339/model_04374.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:66b4efac2ef767fc14c26c0aff95b4b09c9e348380ca5e702e34facd530139ed
+size 557599490

logs/64_heads_bump_comparison/13_heads_no_compile_seed_1339/optimizer_04374.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e34daee76fbcbaa72de9b6203f849d20538bb2de973c8a4703e9bfd14a5c402f
+size 1014545926