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checkpoint_prefix
stringlengths
80
108
timestamp
stringdate
2026-02-19 22:49:39
2026-03-05 13:23:13
status
stringclasses
1 value
model_size
int64
4.99M
70.4M
d_model
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24
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n_layers
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1
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1
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96
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100k
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learning_rate
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0
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epochs
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1
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batch_size
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42
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deterministic
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1 class
cudnn_deterministic
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1 class
cudnn_benchmark
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1 class
total_tokens
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15M
1.41B
total_steps
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183
17k
cumulative_time_seconds
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val_epochs_count
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0
0
mean_val_loss
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best_val_loss
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final_train_loss
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3.08
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std_train_loss
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0
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3.08
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global_batch_tokens
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FP16WIKI_COLINEAR_HOLDOUT_N10.00M_TPP6_D60M_wikipedia_m9978240_token60000000_lr0-0003_distributed
2026-03-05T01:33:20.358494
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FP16WIKI_COLINEAR_HOLDOUT_N10.00M_TPP6_D60M_wikipedia_m9978240_token60000000_lr0-0003_distributed
2026-03-05T01:29:38.866345
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FP16WIKI_COLINEAR_N10.00M_TPP1.5_D15M_wikipedia_m9978240_token15000000_lr0-0003_distributed
2026-03-04T22:42:32.816046
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FP16WIKI_COLINEAR_N10.00M_TPP1.5_D15M_wikipedia_m9978240_token15000000_lr0-0003_distributed
2026-03-04T22:41:37.965095
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FP16WIKI_COLINEAR_N10.00M_TPP1.9_D19M_wikipedia_m9978240_token19000000_lr0-0003_distributed
2026-03-04T22:37:52.306335
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FP16WIKI_COLINEAR_N10.00M_TPP1.9_D19M_wikipedia_m9978240_token19000000_lr0-0003_distributed
2026-03-04T22:36:42.934962
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FP16WIKI_COLINEAR_N10.00M_TPP1_D10M_wikipedia_m9978240_token10000000_lr0-0003_distributed
2026-03-04T22:16:51.095337
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FP16WIKI_COLINEAR_N10.00M_TPP1_D10M_wikipedia_m9978240_token10000000_lr0-0003_distributed
2026-03-04T22:16:14.231916
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FP16WIKI_COLINEAR_N10.00M_TPP2.5_D25M_wikipedia_m9978240_token25000000_lr0-0003_distributed
2026-03-04T23:33:12.579133
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FP16WIKI_COLINEAR_N10.00M_TPP2.5_D25M_wikipedia_m9978240_token25000000_lr0-0003_distributed
2026-03-04T23:31:39.918469
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FP16WIKI_COLINEAR_N10.00M_TPP2.7_D27M_wikipedia_m9978240_token27000000_lr0-0003_distributed
2026-03-04T23:35:16.143475
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FP16WIKI_COLINEAR_N10.00M_TPP2.7_D27M_wikipedia_m9978240_token27000000_lr0-0003_distributed
2026-03-04T23:33:37.107702
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FP16WIKI_COLINEAR_N10.00M_TPP2_D20M_wikipedia_m9978240_token20000000_lr0-0003_distributed
2026-03-04T23:05:43.767986
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FP16WIKI_COLINEAR_N10.00M_TPP2_D20M_wikipedia_m9978240_token20000000_lr0-0003_distributed
2026-03-04T23:04:29.631140
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FP16WIKI_COLINEAR_N10.00M_TPP3.0_D30M_wikipedia_m9978240_token30000000_lr0-0003_distributed
2026-03-05T00:07:37.543877
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FP16WIKI_COLINEAR_N10.00M_TPP3.0_D30M_wikipedia_m9978240_token30000000_lr0-0003_distributed
2026-03-05T00:05:48.707971
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FP16WIKI_COLINEAR_N10.00M_TPP3.3_D33M_wikipedia_m9978240_token33000000_lr0-0003_distributed
2026-03-04T23:46:46.926094
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FP16WIKI_COLINEAR_N10.00M_TPP3.3_D33M_wikipedia_m9978240_token33000000_lr0-0003_distributed
2026-03-04T23:44:47.802960
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FP16WIKI_COLINEAR_N10.00M_TPP3.5_D35M_wikipedia_m9978240_token35000000_lr0-0003_distributed
2026-03-05T00:26:11.229812
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FP16WIKI_COLINEAR_N10.00M_TPP3.5_D35M_wikipedia_m9978240_token35000000_lr0-0003_distributed
2026-03-05T00:24:03.402371
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FP16WIKI_COLINEAR_N10.00M_TPP4.5_D45M_wikipedia_m9978240_token45000000_lr0-0003_distributed
2026-03-05T00:50:06.740032
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FP16WIKI_COLINEAR_N10.00M_TPP4.5_D45M_wikipedia_m9978240_token45000000_lr0-0003_distributed
2026-03-05T00:47:24.163026
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FP16WIKI_COLINEAR_N10.00M_TPP4_D40M_wikipedia_m9978240_token40000000_lr0-0003_distributed
2026-03-05T00:17:35.852767
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FP16WIKI_COLINEAR_N10.00M_TPP4_D40M_wikipedia_m9978240_token40000000_lr0-0003_distributed
2026-03-05T00:15:08.499782
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FP16WIKI_COLINEAR_N10.00M_TPP5_D50M_wikipedia_m9978240_token50000000_lr0-0003_distributed
2026-03-05T01:24:22.337243
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FP16WIKI_COLINEAR_N10.00M_TPP5_D50M_wikipedia_m9978240_token50000000_lr0-0003_distributed
2026-03-05T01:21:24.985436
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FP16WIKI_COLINEAR_HOLDOUT_N14.00M_TPP6_D84M_wikipedia_m14051584_token84000000_lr0-0003_distributed
2026-03-05T01:46:17.188588
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FP16WIKI_COLINEAR_HOLDOUT_N14.00M_TPP6_D84M_wikipedia_m14051584_token84000000_lr0-0003_distributed
2026-03-05T01:33:46.203326
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FP16WIKI_COLINEAR_N14.00M_TPP1.5_D21M_wikipedia_m14051584_token21000000_lr0-0003_distributed
2026-03-04T22:46:08.386382
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FP16WIKI_COLINEAR_N14.00M_TPP1.5_D21M_wikipedia_m14051584_token21000000_lr0-0003_distributed
2026-03-04T22:42:59.585007
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FP16WIKI_COLINEAR_N14.00M_TPP1.9_D26.6M_wikipedia_m14051584_token26600000_lr0-0003_distributed
2026-03-04T22:42:08.165679
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FP16WIKI_COLINEAR_N14.00M_TPP1.9_D26.6M_wikipedia_m14051584_token26600000_lr0-0003_distributed
2026-03-04T22:38:17.933480
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FP16WIKI_COLINEAR_N14.00M_TPP1_D14M_wikipedia_m14051584_token14000000_lr0-0003_distributed
2026-03-04T22:19:31.306019
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2026-03-04T22:17:25.573300
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FP16WIKI_COLINEAR_N14.00M_TPP2.5_D35M_wikipedia_m14051584_token35000000_lr0-0003_distributed
2026-03-04T23:09:10.389107
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2026-03-04T23:04:03.736505
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FP16WIKI_COLINEAR_N14.00M_TPP2.7_D37.8M_wikipedia_m14051584_token37800000_lr0-0003_distributed
2026-03-04T23:41:22.505473
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2026-03-04T23:35:42.584618
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FP16WIKI_COLINEAR_N14.00M_TPP2_D28M_wikipedia_m14051584_token28000000_lr0-0003_distributed
2026-03-04T23:10:20.468666
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2026-03-04T23:06:10.475007
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FP16WIKI_COLINEAR_N14.00M_TPP3.0_D42M_wikipedia_m14051584_token42000000_lr0-0003_distributed
2026-03-05T00:14:13.267350
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2026-03-04T23:54:18.670211
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2026-03-04T23:47:23.888123
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FP16WIKI_COLINEAR_N14.00M_TPP3.5_D49M_wikipedia_m14051584_token49000000_lr0-0003_distributed
2026-03-05T00:33:49.130976
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2026-03-05T00:26:36.815215
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FP16WIKI_COLINEAR_N14.00M_TPP4.5_D63M_wikipedia_m14051584_token63000000_lr0-0003_distributed
2026-03-05T00:59:52.305059
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FP16WIKI_COLINEAR_N14.00M_TPP4.5_D63M_wikipedia_m14051584_token63000000_lr0-0003_distributed
2026-03-05T00:50:32.828059
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FP16WIKI_COLINEAR_N14.00M_TPP4_D56M_wikipedia_m14051584_token56000000_lr0-0003_distributed
2026-03-05T00:26:22.435654
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FP16WIKI_COLINEAR_N14.00M_TPP4_D56M_wikipedia_m14051584_token56000000_lr0-0003_distributed
2026-03-05T00:18:03.302107
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FP16WIKI_COLINEAR_N14.00M_TPP5_D70M_wikipedia_m14051584_token70000000_lr0-0003_distributed
2026-03-05T00:48:40.969491
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FP16WIKI_COLINEAR_N14.00M_TPP5_D70M_wikipedia_m14051584_token70000000_lr0-0003_distributed
2026-03-05T00:38:20.394577
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FP16WIKI_COLINEAR_HOLDOUT_N19.00M_TPP6_D114M_wikipedia_m19389792_token114000000_lr0-0003_distributed
2026-03-05T02:39:26.489598
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FP16WIKI_COLINEAR_HOLDOUT_N19.00M_TPP6_D114M_wikipedia_m19389792_token114000000_lr0-0003_distributed
2026-03-05T02:34:32.014724
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FP16WIKI_COLINEAR_N19.00M_TPP1.5_D28.5M_wikipedia_m19389792_token28500000_lr0-0003_distributed
2026-03-04T22:47:58.827823
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FP16WIKI_COLINEAR_N19.00M_TPP1.5_D28.5M_wikipedia_m19389792_token28500000_lr0-0003_distributed
2026-03-04T22:46:43.969422
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FP16WIKI_COLINEAR_N19.00M_TPP1.9_D36.1M_wikipedia_m19389792_token36100000_lr0-0003_distributed
2026-03-04T22:42:33.303196
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FP16WIKI_COLINEAR_N19.00M_TPP1_D19M_wikipedia_m19389792_token19000000_lr0-0003_distributed
2026-03-04T22:20:46.884728
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FP16WIKI_COLINEAR_N19.00M_TPP1_D19M_wikipedia_m19389792_token19000000_lr0-0003_distributed
2026-03-04T22:19:56.830831
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FP16WIKI_COLINEAR_N19.00M_TPP2.5_D47.5M_wikipedia_m19389792_token47500000_lr0-0003_distributed
2026-03-04T23:11:39.186128
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FP16WIKI_COLINEAR_N19.00M_TPP2.5_D47.5M_wikipedia_m19389792_token47500000_lr0-0003_distributed
2026-03-04T23:09:36.583055
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FP16WIKI_COLINEAR_N19.00M_TPP2.7_D51.3M_wikipedia_m19389792_token51300000_lr0-0003_distributed
2026-03-04T23:44:01.608926
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FP16WIKI_COLINEAR_N19.00M_TPP2.7_D51.3M_wikipedia_m19389792_token51300000_lr0-0003_distributed
2026-03-04T23:41:49.981221
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FP16WIKI_COLINEAR_N19.00M_TPP2_D38M_wikipedia_m19389792_token38000000_lr0-0003_distributed
2026-03-04T23:10:46.909132
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FP16WIKI_COLINEAR_N19.00M_TPP3.0_D57M_wikipedia_m19389792_token57000000_lr0-0003_distributed
2026-03-04T23:34:20.391208
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FP16WIKI_COLINEAR_N19.00M_TPP3.3_D62.7M_wikipedia_m19389792_token62700000_lr0-0003_distributed
2026-03-04T23:57:25.934961
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FP16WIKI_COLINEAR_N19.00M_TPP3.3_D62.7M_wikipedia_m19389792_token62700000_lr0-0003_distributed
2026-03-04T23:54:45.162258
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FP16WIKI_COLINEAR_N19.00M_TPP3.5_D66.5M_wikipedia_m19389792_token66500000_lr0-0003_distributed
2026-03-05T00:37:06.181501
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FP16WIKI_COLINEAR_N19.00M_TPP3.5_D66.5M_wikipedia_m19389792_token66500000_lr0-0003_distributed
2026-03-05T00:34:16.225237
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FP16WIKI_COLINEAR_N19.00M_TPP4.5_D85.5M_wikipedia_m19389792_token85500000_lr0-0003_distributed
2026-03-05T01:04:00.332528
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FP16WIKI_COLINEAR_N19.00M_TPP4.5_D85.5M_wikipedia_m19389792_token85500000_lr0-0003_distributed
2026-03-05T01:00:20.307291
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FP16WIKI_COLINEAR_N19.00M_TPP4_D76M_wikipedia_m19389792_token76000000_lr0-0003_distributed
2026-03-05T00:26:47.826196
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FP16WIKI_COLINEAR_N19.00M_TPP5_D95M_wikipedia_m19389792_token95000000_lr0-0003_distributed
2026-03-05T00:53:19.213661
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FP16WIKI_COLINEAR_N19.00M_TPP5_D95M_wikipedia_m19389792_token95000000_lr0-0003_distributed
2026-03-05T00:49:13.870137
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FP16WIKI_COLINEAR_HOLDOUT_N22.00M_TPP6_D132M_wikipedia_m21962112_token132000000_lr0-0003_distributed
2026-03-05T02:58:10.347469
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FP16WIKI_COLINEAR_HOLDOUT_N22.00M_TPP6_D132M_wikipedia_m21962112_token132000000_lr0-0003_distributed
2026-03-05T02:39:52.549889
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FP16WIKI_COLINEAR_N22.00M_TPP1.5_D33M_wikipedia_m21962112_token33000000_lr0-0003_distributed
2026-03-04T22:40:23.908435
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FP16WIKI_COLINEAR_N22.00M_TPP1.5_D33M_wikipedia_m21962112_token33000000_lr0-0003_distributed
2026-03-04T22:35:51.344179
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FP16WIKI_COLINEAR_N22.00M_TPP1.9_D41.8M_wikipedia_m21962112_token41800000_lr0-0003_distributed
2026-03-04T22:49:06.242202
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FP16WIKI_COLINEAR_N22.00M_TPP1.9_D41.8M_wikipedia_m21962112_token41800000_lr0-0003_distributed
2026-03-04T22:43:31.205082
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FP16WIKI_COLINEAR_N22.00M_TPP1_D22M_wikipedia_m21962112_token22000000_lr0-0003_distributed
2026-03-04T22:24:14.129994
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FP16WIKI_COLINEAR_N22.00M_TPP1_D22M_wikipedia_m21962112_token22000000_lr0-0003_distributed
2026-03-04T22:21:12.969538
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FP16WIKI_COLINEAR_N22.00M_TPP2.5_D55M_wikipedia_m21962112_token55000000_lr0-0003_distributed
2026-03-04T23:19:35.651058
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FP16WIKI_COLINEAR_N22.00M_TPP2.5_D55M_wikipedia_m21962112_token55000000_lr0-0003_distributed
2026-03-04T23:12:05.400851
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FP16WIKI_COLINEAR_N22.00M_TPP2.7_D59.4M_wikipedia_m21962112_token59400000_lr0-0003_distributed
2026-03-04T23:52:49.251358
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FP16WIKI_COLINEAR_N22.00M_TPP2.7_D59.4M_wikipedia_m21962112_token59400000_lr0-0003_distributed
2026-03-04T23:44:28.047591
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FP16WIKI_COLINEAR_N22.00M_TPP2_D44M_wikipedia_m21962112_token44000000_lr0-0003_distributed
2026-03-04T23:18:57.003433
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FP16WIKI_COLINEAR_N22.00M_TPP2_D44M_wikipedia_m21962112_token44000000_lr0-0003_distributed
2026-03-04T23:12:51.967021
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FP16WIKI_COLINEAR_N22.00M_TPP3.0_D66M_wikipedia_m21962112_token66000000_lr0-0003_distributed
2026-03-04T23:44:39.737998
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FP16WIKI_COLINEAR_N22.00M_TPP3.0_D66M_wikipedia_m21962112_token66000000_lr0-0003_distributed
2026-03-04T23:35:37.255007
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FP16WIKI_COLINEAR_N22.00M_TPP3.3_D72.6M_wikipedia_m21962112_token72600000_lr0-0003_distributed
2026-03-05T00:07:53.750942
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FP16WIKI_COLINEAR_N22.00M_TPP3.3_D72.6M_wikipedia_m21962112_token72600000_lr0-0003_distributed
2026-03-04T23:57:52.720487
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FP16WIKI_COLINEAR_N22.00M_TPP3.5_D77M_wikipedia_m21962112_token77000000_lr0-0003_distributed
2026-03-05T00:11:16.544910
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FP16WIKI_COLINEAR_N22.00M_TPP3.5_D77M_wikipedia_m21962112_token77000000_lr0-0003_distributed
2026-03-05T00:00:39.019232
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FP16WIKI_COLINEAR_N22.00M_TPP4.5_D99M_wikipedia_m21962112_token99000000_lr0-0003_distributed
2026-03-05T01:18:04.097484
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FP16WIKI_COLINEAR_N22.00M_TPP4.5_D99M_wikipedia_m21962112_token99000000_lr0-0003_distributed
2026-03-05T01:04:28.328736
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FP16WIKI_COLINEAR_N22.00M_TPP4_D88M_wikipedia_m21962112_token88000000_lr0-0003_distributed
2026-03-05T00:40:32.488975
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FP16WIKI_COLINEAR_N22.00M_TPP4_D88M_wikipedia_m21962112_token88000000_lr0-0003_distributed
2026-03-05T00:28:21.489153
started
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FP16WIKI_COLINEAR_N22.00M_TPP5_D110M_wikipedia_m21962112_token110000000_lr0-0003_distributed
2026-03-05T01:08:40.501106
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21,962,112
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329,956,732
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5.036219
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82,633
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FP16WIKI_COLINEAR_N22.00M_TPP5_D110M_wikipedia_m21962112_token110000000_lr0-0003_distributed
2026-03-05T00:53:44.933498
started
21,962,112
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End of preview. Expand in Data Studio

Collinear/Non-Collinear Scaling Models

Checkpoint repository for scaling law experiments comparing collinear (CO) and non-collinear (NC) experimental designs for the paper Tokens-per-Parameter Coverage Is Critical for Robust LLM Scaling Law Extrapolation under review for NeurIPS 2026.

Code

Anonymized code repository (reproduces all tables): anonymous.4open.science

Directory Structure

{dataset}/{design}/N_{param_count}/

  • Dataset: wikipedia, pes2o, cosmopedia, redpajama, c4 (plus _bf16 and _bigtpp variants)
  • Design: colinear or non_colinear
  • N: Model parameter count (one of 14 canonical sizes from ~5M to ~76.5M)

Experimental Designs

Collinear (CO): Models are trained along a line in (N, D) space where D = TPP × N for varying TPP (tokens per parameter) values. A single model size N is swept across many TPP values.

Non-collinear (NC): Models are trained on a grid over (N, D) space (NxD_GRID), varying both N and D independently.

Holdout Sets

Some checkpoints include HOLDOUT in the filename. These were held out from scaling law fitting and are used to evaluate extrapolation / interpolation accuracy of fitted scaling laws. Both CO and NC designs have holdout checkpoints:

  • COLINEAR_HOLDOUT_* → collinear holdout (held-out TPP values)
  • *_HOLDOUT_* (without COLINEAR) → non-collinear holdout (held-out (N, D) pairs)

Filename Convention

{PREFIX}{DESIGN}N{approx_size}[TPP{val}]D{tokens}_{dataset}_m{exact_N}_token{exact_D}lr{lr}..._completedAt{timestamp}.pt

The m{N} and token{D} fields contain the exact parameter count and token count used for training.

Full results pre-extracted are available in this repository aswell, under: extracted_losses/ , full_coverage_results/, prelim_bigtpp_results/, seed_variance_results/, special_results/ and subset_bbox_seeds/ .


License: GPL v2.0

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