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a/epfl_final/SparseAtt/wandb/run-20260706_035252-iv7zo0n3/run-iv7zo0n3.wandb b/epfl_final/SparseAtt/wandb/run-20260706_035252-iv7zo0n3/run-iv7zo0n3.wandb new file mode 100644 index 0000000000000000000000000000000000000000..1f1a6de7ae82c34af010f9860d4cfcf817651469 Binary files /dev/null and b/epfl_final/SparseAtt/wandb/run-20260706_035252-iv7zo0n3/run-iv7zo0n3.wandb differ diff --git a/epfl_final/SparseAtt/wandb/run-20260706_035257-1pbbmh59/files/output.log b/epfl_final/SparseAtt/wandb/run-20260706_035257-1pbbmh59/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..32f53e74c112dd6bd2cd36e4ccd4ca72a75dccc9 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260706_035257-1pbbmh59/files/output.log @@ -0,0 +1,192 @@ +Starting training... +Switching attention mode for step 1: sparse_stochastic (configured sparse attention) +Step 10/50462 | Loss: 12.2487 | LR: 6.67e-06 | 7849.5ms/step | 7.6 samples/s +Step 20/50462 | Loss: 12.1281 | LR: 1.33e-05 | 2712.8ms/step | 22.1 samples/s +Step 30/50462 | Loss: 11.5520 | LR: 2.00e-05 | 2712.9ms/step | 22.1 samples/s +Step 40/50462 | Loss: 10.4438 | LR: 2.67e-05 | 2707.7ms/step | 22.2 samples/s +Step 50/50462 | Loss: 9.9194 | LR: 3.33e-05 | 2706.0ms/step | 22.2 samples/s +Step 60/50462 | Loss: 9.4912 | LR: 4.00e-05 | 2703.6ms/step | 22.2 samples/s +Step 70/50462 | Loss: 9.0321 | LR: 4.67e-05 | 2704.8ms/step | 22.2 samples/s +Step 80/50462 | Loss: 8.4877 | LR: 5.33e-05 | 2708.9ms/step | 22.1 samples/s +Step 90/50462 | Loss: 8.0049 | LR: 6.00e-05 | 2711.8ms/step | 22.1 samples/s +Step 100/50462 | Loss: 7.6035 | LR: 6.67e-05 | 2712.2ms/step | 22.1 samples/s +Step 110/50462 | Loss: 7.3411 | LR: 7.33e-05 | 2711.7ms/step | 22.1 samples/s +Step 120/50462 | Loss: 7.1885 | LR: 8.00e-05 | 2715.8ms/step | 22.1 samples/s +Step 130/50462 | Loss: 7.0661 | LR: 8.67e-05 | 2718.7ms/step | 22.1 samples/s +Step 140/50462 | Loss: 6.9361 | LR: 9.33e-05 | 2720.4ms/step | 22.1 samples/s +Step 150/50462 | Loss: 6.8014 | LR: 1.00e-04 | 2719.8ms/step | 22.1 samples/s +Step 160/50462 | Loss: 6.6800 | LR: 1.07e-04 | 2720.2ms/step | 22.1 samples/s +Step 170/50462 | Loss: 6.5537 | LR: 1.13e-04 | 2722.9ms/step | 22.0 samples/s +Step 180/50462 | Loss: 6.4709 | LR: 1.20e-04 | 2724.4ms/step | 22.0 samples/s +Step 190/50462 | Loss: 6.3962 | LR: 1.27e-04 | 2723.7ms/step | 22.0 samples/s +Step 200/50462 | Loss: 6.3103 | LR: 1.33e-04 | 2722.1ms/step | 22.0 samples/s +Step 210/50462 | Loss: 6.2192 | LR: 1.40e-04 | 2722.3ms/step | 22.0 samples/s +Step 220/50462 | Loss: 6.1495 | LR: 1.47e-04 | 2721.7ms/step | 22.0 samples/s +Step 230/50462 | Loss: 6.1285 | LR: 1.53e-04 | 2722.6ms/step | 22.0 samples/s +Step 240/50462 | Loss: 6.0880 | LR: 1.60e-04 | 2723.4ms/step | 22.0 samples/s +Step 250/50462 | Loss: 6.0311 | LR: 1.67e-04 | 2723.0ms/step | 22.0 samples/s +Validation at step 250: Loss = 5.9991, Perplexity = 403.06 +Step 260/50462 | Loss: 5.9490 | LR: 1.73e-04 | 5786.7ms/step | 10.4 samples/s +Step 270/50462 | Loss: 5.9466 | LR: 1.80e-04 | 2718.8ms/step | 22.1 samples/s +Step 280/50462 | Loss: 5.8604 | LR: 1.87e-04 | 2722.2ms/step | 22.0 samples/s +Step 290/50462 | Loss: 5.8283 | LR: 1.93e-04 | 2719.7ms/step | 22.1 samples/s +Step 300/50462 | Loss: 5.7623 | LR: 2.00e-04 | 2722.4ms/step | 22.0 samples/s +Step 310/50462 | Loss: 5.7100 | LR: 2.07e-04 | 2726.4ms/step | 22.0 samples/s +Step 320/50462 | Loss: 5.6344 | LR: 2.13e-04 | 2726.2ms/step | 22.0 samples/s +Step 330/50462 | Loss: 5.6107 | LR: 2.20e-04 | 2729.6ms/step | 22.0 samples/s +Step 340/50462 | Loss: 5.5687 | LR: 2.27e-04 | 2728.9ms/step | 22.0 samples/s +Step 350/50462 | Loss: 5.5140 | LR: 2.33e-04 | 2729.8ms/step | 22.0 samples/s +Step 360/50462 | Loss: 5.4525 | LR: 2.40e-04 | 2730.0ms/step | 22.0 samples/s +Step 370/50462 | Loss: 5.4094 | LR: 2.47e-04 | 2730.2ms/step | 22.0 samples/s +Step 380/50462 | Loss: 5.3872 | LR: 2.53e-04 | 2730.3ms/step | 22.0 samples/s +Step 390/50462 | Loss: 5.3373 | LR: 2.60e-04 | 2730.0ms/step | 22.0 samples/s +Step 400/50462 | Loss: 5.2693 | LR: 2.67e-04 | 2731.5ms/step | 22.0 samples/s +Step 410/50462 | Loss: 5.2467 | LR: 2.73e-04 | 2729.4ms/step | 22.0 samples/s +Step 420/50462 | Loss: 5.2083 | LR: 2.80e-04 | 2730.9ms/step | 22.0 samples/s +Step 430/50462 | Loss: 5.1244 | LR: 2.87e-04 | 2731.3ms/step | 22.0 samples/s +Step 440/50462 | Loss: 5.1650 | LR: 2.93e-04 | 2730.2ms/step | 22.0 samples/s +Step 450/50462 | Loss: 5.1326 | LR: 3.00e-04 | 2732.6ms/step | 22.0 samples/s +Step 460/50462 | Loss: 5.0389 | LR: 3.07e-04 | 2730.5ms/step | 22.0 samples/s +Step 470/50462 | Loss: 5.0087 | LR: 3.13e-04 | 2732.8ms/step | 22.0 samples/s +Step 480/50462 | Loss: 5.0167 | LR: 3.20e-04 | 2730.7ms/step | 22.0 samples/s +Step 490/50462 | Loss: 5.0158 | LR: 3.27e-04 | 2731.9ms/step | 22.0 samples/s +Step 500/50462 | Loss: 4.9535 | LR: 3.33e-04 | 2731.2ms/step | 22.0 samples/s +Validation at step 500: Loss = 4.8987, Perplexity = 134.11 +Step 510/50462 | Loss: 4.8771 | LR: 3.40e-04 | 4211.5ms/step | 14.2 samples/s +Step 520/50462 | Loss: 4.8483 | LR: 3.47e-04 | 2732.1ms/step | 22.0 samples/s +Step 530/50462 | Loss: 4.9048 | LR: 3.53e-04 | 2733.9ms/step | 21.9 samples/s +Step 540/50462 | Loss: 4.8072 | LR: 3.60e-04 | 2735.6ms/step | 21.9 samples/s +Step 550/50462 | Loss: 4.7502 | LR: 3.67e-04 | 2843.2ms/step | 21.1 samples/s +Step 560/50462 | Loss: 4.7328 | LR: 3.73e-04 | 2733.3ms/step | 22.0 samples/s +Step 570/50462 | Loss: 4.7495 | LR: 3.80e-04 | 2844.7ms/step | 21.1 samples/s +Step 580/50462 | Loss: 4.6493 | LR: 3.87e-04 | 2736.2ms/step | 21.9 samples/s +Step 590/50462 | Loss: 4.6332 | LR: 3.93e-04 | 2737.0ms/step | 21.9 samples/s +Step 600/50462 | Loss: 4.6240 | LR: 4.00e-04 | 2735.6ms/step | 21.9 samples/s +Step 610/50462 | Loss: 4.5943 | LR: 4.07e-04 | 2736.3ms/step | 21.9 samples/s +Step 620/50462 | Loss: 4.5894 | LR: 4.13e-04 | 2842.6ms/step | 21.1 samples/s +Step 630/50462 | Loss: 4.5361 | LR: 4.20e-04 | 2724.5ms/step | 22.0 samples/s +Step 640/50462 | Loss: 4.5136 | LR: 4.27e-04 | 2729.8ms/step | 22.0 samples/s +Step 650/50462 | Loss: 4.4822 | LR: 4.33e-04 | 2732.6ms/step | 22.0 samples/s +Step 660/50462 | Loss: 4.4492 | LR: 4.40e-04 | 2732.5ms/step | 22.0 samples/s +Step 670/50462 | Loss: 4.4211 | LR: 4.47e-04 | 2731.7ms/step | 22.0 samples/s +Step 680/50462 | Loss: 4.4125 | LR: 4.53e-04 | 2731.4ms/step | 22.0 samples/s +Step 690/50462 | Loss: 4.3521 | LR: 4.60e-04 | 2734.3ms/step | 21.9 samples/s +Step 700/50462 | Loss: 4.3790 | LR: 4.67e-04 | 2733.2ms/step | 22.0 samples/s +Step 710/50462 | Loss: 4.3428 | LR: 4.73e-04 | 2733.6ms/step | 21.9 samples/s +Step 720/50462 | Loss: 4.3330 | LR: 4.80e-04 | 2733.0ms/step | 22.0 samples/s +Step 730/50462 | Loss: 4.2979 | LR: 4.87e-04 | 2733.4ms/step | 22.0 samples/s +Step 740/50462 | Loss: 4.2526 | LR: 4.93e-04 | 2733.7ms/step | 21.9 samples/s +Step 750/50462 | Loss: 4.2661 | LR: 5.00e-04 | 2734.8ms/step | 21.9 samples/s +Validation at step 750: Loss = 4.2387, Perplexity = 69.32 +Step 760/50462 | Loss: 4.2168 | LR: 5.00e-04 | 4204.9ms/step | 14.3 samples/s +Step 770/50462 | Loss: 4.2507 | LR: 5.00e-04 | 2732.1ms/step | 22.0 samples/s +Step 780/50462 | Loss: 4.2006 | LR: 5.00e-04 | 2731.7ms/step | 22.0 samples/s +Step 790/50462 | Loss: 4.1914 | LR: 5.00e-04 | 2734.0ms/step | 21.9 samples/s +Step 800/50462 | Loss: 4.1470 | LR: 5.00e-04 | 2732.1ms/step | 22.0 samples/s +Step 810/50462 | Loss: 4.1532 | LR: 5.00e-04 | 2732.8ms/step | 22.0 samples/s +Step 820/50462 | Loss: 4.1431 | LR: 5.00e-04 | 2731.2ms/step | 22.0 samples/s +Step 830/50462 | Loss: 4.1267 | LR: 5.00e-04 | 2731.2ms/step | 22.0 samples/s +Step 840/50462 | Loss: 4.0930 | LR: 5.00e-04 | 2731.3ms/step | 22.0 samples/s +Step 850/50462 | Loss: 4.0601 | LR: 5.00e-04 | 2730.8ms/step | 22.0 samples/s +Step 860/50462 | Loss: 4.0583 | LR: 5.00e-04 | 2732.0ms/step | 22.0 samples/s +Step 870/50462 | Loss: 4.0439 | LR: 5.00e-04 | 2731.0ms/step | 22.0 samples/s +Step 880/50462 | Loss: 4.0228 | LR: 5.00e-04 | 2729.8ms/step | 22.0 samples/s +Step 890/50462 | Loss: 4.0190 | LR: 5.00e-04 | 2732.7ms/step | 22.0 samples/s +Step 900/50462 | Loss: 4.0151 | LR: 5.00e-04 | 2733.5ms/step | 21.9 samples/s +Step 910/50462 | Loss: 3.9902 | LR: 5.00e-04 | 2731.2ms/step | 22.0 samples/s +Step 920/50462 | Loss: 3.9476 | LR: 5.00e-04 | 2731.8ms/step | 22.0 samples/s +Step 930/50462 | Loss: 4.0064 | LR: 5.00e-04 | 2732.4ms/step | 22.0 samples/s +Step 940/50462 | Loss: 3.9505 | LR: 5.00e-04 | 2731.4ms/step | 22.0 samples/s +Step 950/50462 | Loss: 3.9353 | LR: 5.00e-04 | 2731.6ms/step | 22.0 samples/s +Step 960/50462 | Loss: 3.9362 | LR: 5.00e-04 | 2732.2ms/step | 22.0 samples/s +Step 970/50462 | Loss: 3.9283 | LR: 5.00e-04 | 2732.3ms/step | 22.0 samples/s +Step 980/50462 | Loss: 3.8905 | LR: 5.00e-04 | 2734.2ms/step | 21.9 samples/s +Step 990/50462 | Loss: 3.9119 | LR: 5.00e-04 | 2734.7ms/step | 21.9 samples/s +Step 1000/50462 | Loss: 3.9167 | LR: 5.00e-04 | 2734.8ms/step | 21.9 samples/s +Validation at step 1000: Loss = 3.9140, Perplexity = 50.10 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/run_20260706_035226/checkpoint-1000 +Step 1010/50462 | Loss: 3.8936 | LR: 5.00e-04 | 5118.7ms/step | 11.7 samples/s +Step 1020/50462 | Loss: 3.9031 | LR: 5.00e-04 | 2727.6ms/step | 22.0 samples/s +Step 1030/50462 | Loss: 3.8876 | LR: 5.00e-04 | 2730.8ms/step | 22.0 samples/s +Step 1040/50462 | Loss: 3.8949 | LR: 5.00e-04 | 2735.6ms/step | 21.9 samples/s +Step 1050/50462 | Loss: 3.8628 | LR: 5.00e-04 | 2825.2ms/step | 21.2 samples/s +Step 1060/50462 | Loss: 3.8628 | LR: 5.00e-04 | 2723.6ms/step | 22.0 samples/s +Step 1070/50462 | Loss: 3.8466 | LR: 5.00e-04 | 2825.4ms/step | 21.2 samples/s +Step 1080/50462 | Loss: 3.8539 | LR: 5.00e-04 | 2729.7ms/step | 22.0 samples/s +Step 1090/50462 | Loss: 3.8183 | LR: 5.00e-04 | 2732.7ms/step | 22.0 samples/s +Step 1100/50462 | Loss: 3.8414 | LR: 5.00e-04 | 2732.3ms/step | 22.0 samples/s +Step 1110/50462 | Loss: 3.8495 | LR: 5.00e-04 | 2733.0ms/step | 22.0 samples/s +Step 1120/50462 | Loss: 3.8048 | LR: 5.00e-04 | 2735.2ms/step | 21.9 samples/s +Step 1130/50462 | Loss: 3.8228 | LR: 5.00e-04 | 2826.8ms/step | 21.2 samples/s +Step 1140/50462 | Loss: 3.7977 | LR: 5.00e-04 | 2728.3ms/step | 22.0 samples/s +Step 1150/50462 | Loss: 3.7653 | LR: 5.00e-04 | 2731.6ms/step | 22.0 samples/s +Step 1160/50462 | Loss: 3.7864 | LR: 5.00e-04 | 2732.5ms/step | 22.0 samples/s +Step 1170/50462 | Loss: 3.7751 | LR: 5.00e-04 | 2734.0ms/step | 21.9 samples/s +Step 1180/50462 | Loss: 3.7397 | LR: 5.00e-04 | 2732.2ms/step | 22.0 samples/s +Step 1190/50462 | Loss: 3.7687 | LR: 5.00e-04 | 2731.8ms/step | 22.0 samples/s +Step 1200/50462 | Loss: 3.7776 | LR: 5.00e-04 | 2732.4ms/step | 22.0 samples/s +Step 1210/50462 | Loss: 3.7841 | LR: 5.00e-04 | 2734.3ms/step | 21.9 samples/s +Step 1220/50462 | Loss: 3.7423 | LR: 5.00e-04 | 2733.6ms/step | 21.9 samples/s +Step 1230/50462 | Loss: 3.7118 | LR: 5.00e-04 | 2733.1ms/step | 22.0 samples/s +Step 1240/50462 | Loss: 3.7669 | LR: 5.00e-04 | 2731.8ms/step | 22.0 samples/s +Step 1250/50462 | Loss: 3.7293 | LR: 5.00e-04 | 2734.4ms/step | 21.9 samples/s +Validation at step 1250: Loss = 3.7439, Perplexity = 42.26 +Step 1260/50462 | Loss: 3.7533 | LR: 5.00e-04 | 4210.8ms/step | 14.2 samples/s +Step 1270/50462 | Loss: 3.7187 | LR: 5.00e-04 | 2734.1ms/step | 21.9 samples/s +Step 1280/50462 | Loss: 3.7036 | LR: 5.00e-04 | 2735.7ms/step | 21.9 samples/s +Step 1290/50462 | Loss: 3.7054 | LR: 5.00e-04 | 2734.4ms/step | 21.9 samples/s +Step 1300/50462 | Loss: 3.6988 | LR: 5.00e-04 | 2734.4ms/step | 21.9 samples/s +Step 1310/50462 | Loss: 3.7031 | LR: 5.00e-04 | 2733.2ms/step | 22.0 samples/s +Step 1320/50462 | Loss: 3.6987 | LR: 5.00e-04 | 2733.7ms/step | 21.9 samples/s +Step 1330/50462 | Loss: 3.6963 | LR: 5.00e-04 | 2728.7ms/step | 22.0 samples/s +Step 1340/50462 | Loss: 3.6819 | LR: 5.00e-04 | 2727.2ms/step | 22.0 samples/s +Step 1350/50462 | Loss: 3.6646 | LR: 5.00e-04 | 2730.2ms/step | 22.0 samples/s +Step 1360/50462 | Loss: 3.6852 | LR: 5.00e-04 | 2731.3ms/step | 22.0 samples/s +Step 1370/50462 | Loss: 3.6627 | LR: 5.00e-04 | 2732.5ms/step | 22.0 samples/s +Step 1380/50462 | Loss: 3.6991 | LR: 5.00e-04 | 2733.8ms/step | 21.9 samples/s +Step 1390/50462 | Loss: 3.6855 | LR: 5.00e-04 | 2732.2ms/step | 22.0 samples/s +Step 1400/50462 | Loss: 3.6452 | LR: 5.00e-04 | 2730.6ms/step | 22.0 samples/s +Step 1410/50462 | Loss: 3.6715 | LR: 5.00e-04 | 2732.2ms/step | 22.0 samples/s +Step 1420/50462 | Loss: 3.6436 | LR: 5.00e-04 | 2732.0ms/step | 22.0 samples/s +Step 1430/50462 | Loss: 3.6269 | LR: 5.00e-04 | 2734.1ms/step | 21.9 samples/s +Step 1440/50462 | Loss: 3.6598 | LR: 5.00e-04 | 2733.6ms/step | 21.9 samples/s +Step 1450/50462 | Loss: 3.6290 | LR: 5.00e-04 | 2732.4ms/step | 22.0 samples/s +Step 1460/50462 | Loss: 3.6302 | LR: 5.00e-04 | 2732.5ms/step | 22.0 samples/s +Step 1470/50462 | Loss: 3.6116 | LR: 5.00e-04 | 2734.3ms/step | 21.9 samples/s +Step 1480/50462 | Loss: 3.6510 | LR: 5.00e-04 | 2732.8ms/step | 22.0 samples/s +Step 1490/50462 | Loss: 3.6315 | LR: 5.00e-04 | 2733.5ms/step | 22.0 samples/s +Step 1500/50462 | Loss: 3.5970 | LR: 5.00e-04 | 2733.9ms/step | 21.9 samples/s +Validation at step 1500: Loss = 3.6397, Perplexity = 38.08 +Step 1510/50462 | Loss: 3.6399 | LR: 5.00e-04 | 4209.6ms/step | 14.3 samples/s +Step 1520/50462 | Loss: 3.6057 | LR: 5.00e-04 | 2736.5ms/step | 21.9 samples/s +Step 1530/50462 | Loss: 3.6327 | LR: 5.00e-04 | 2735.3ms/step | 21.9 samples/s +Step 1540/50462 | Loss: 3.5982 | LR: 5.00e-04 | 2737.0ms/step | 21.9 samples/s +Step 1550/50462 | Loss: 3.6094 | LR: 5.00e-04 | 2736.3ms/step | 21.9 samples/s +Step 1560/50462 | Loss: 3.5990 | LR: 5.00e-04 | 2829.2ms/step | 21.2 samples/s +Step 1570/50462 | Loss: 3.6280 | LR: 5.00e-04 | 2730.5ms/step | 22.0 samples/s +Step 1580/50462 | Loss: 3.5972 | LR: 5.00e-04 | 2830.5ms/step | 21.2 samples/s +Step 1590/50462 | Loss: 3.6143 | LR: 5.00e-04 | 2733.4ms/step | 22.0 samples/s +Step 1600/50462 | Loss: 3.6102 | LR: 5.00e-04 | 2734.5ms/step | 21.9 samples/s +Step 1610/50462 | Loss: 3.5729 | LR: 5.00e-04 | 2735.7ms/step | 21.9 samples/s +Step 1620/50462 | Loss: 3.5985 | LR: 5.00e-04 | 2735.9ms/step | 21.9 samples/s +Step 1630/50462 | Loss: 3.6093 | LR: 5.00e-04 | 2735.9ms/step | 21.9 samples/s +Step 1640/50462 | Loss: 3.5807 | LR: 5.00e-04 | 2826.7ms/step | 21.2 samples/s +Step 1650/50462 | Loss: 3.5394 | LR: 5.00e-04 | 2731.7ms/step | 22.0 samples/s +Step 1660/50462 | Loss: 3.5663 | LR: 5.00e-04 | 2734.0ms/step | 21.9 samples/s +Step 1670/50462 | Loss: 3.5889 | LR: 5.00e-04 | 2735.1ms/step | 21.9 samples/s +Step 1680/50462 | Loss: 3.5619 | LR: 5.00e-04 | 2736.3ms/step | 21.9 samples/s +Step 1690/50462 | Loss: 3.5610 | LR: 5.00e-04 | 2735.0ms/step | 21.9 samples/s +Step 1700/50462 | Loss: 3.5697 | LR: 5.00e-04 | 2735.8ms/step | 21.9 samples/s +Step 1710/50462 | Loss: 3.5828 | LR: 5.00e-04 | 2733.7ms/step | 21.9 samples/s +Step 1720/50462 | Loss: 3.5525 | LR: 5.00e-04 | 2733.5ms/step | 21.9 samples/s +Step 1730/50462 | Loss: 3.5511 | LR: 5.00e-04 | 2735.4ms/step | 21.9 samples/s +Step 1740/50462 | Loss: 3.5757 | LR: 5.00e-04 | 2733.7ms/step | 21.9 samples/s +Step 1750/50462 | Loss: 3.5921 | LR: 5.00e-04 | 2734.3ms/step | 21.9 samples/s +Validation at step 1750: Loss = 3.5618, Perplexity = 35.23 +Step 1760/50462 | Loss: 3.5675 | LR: 4.99e-04 | 4209.5ms/step | 14.3 samples/s +Step 1770/50462 | Loss: 3.5524 | LR: 4.99e-04 | 2733.5ms/step | 21.9 samples/s +Step 1780/50462 | Loss: 3.5203 | LR: 4.99e-04 | 2732.2ms/step | 22.0 samples/s +Step 1790/50462 | Loss: 3.5273 | LR: 4.99e-04 | 2734.6ms/step | 21.9 samples/s +Step 1800/50462 | Loss: 3.5169 | LR: 4.99e-04 | 2734.1ms/step | 21.9 samples/s +Step 1810/50462 | Loss: 3.5356 | LR: 4.99e-04 | 2734.7ms/step | 21.9 samples/s +Step 1820/50462 | Loss: 3.5181 | LR: 4.99e-04 | 2732.2ms/step | 22.0 samples/s diff --git a/epfl_final/SparseAtt/wandb/run-20260706_035257-1pbbmh59/files/requirements.txt 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6.3157 | LR: 1.33e-04 | 2700.1ms/step | 22.2 samples/s +Step 210/50462 | Loss: 6.2217 | LR: 1.40e-04 | 2699.9ms/step | 22.2 samples/s +Step 220/50462 | Loss: 6.1521 | LR: 1.47e-04 | 2700.2ms/step | 22.2 samples/s +Step 230/50462 | Loss: 6.1420 | LR: 1.53e-04 | 2698.8ms/step | 22.2 samples/s +Step 240/50462 | Loss: 6.0774 | LR: 1.60e-04 | 2698.4ms/step | 22.2 samples/s +Step 250/50462 | Loss: 6.0141 | LR: 1.67e-04 | 2701.0ms/step | 22.2 samples/s +Validation at step 250: Loss = 5.9621, Perplexity = 388.41 +Step 260/50462 | Loss: 5.9378 | LR: 1.73e-04 | 6740.0ms/step | 8.9 samples/s +Step 270/50462 | Loss: 5.9469 | LR: 1.80e-04 | 2689.4ms/step | 22.3 samples/s +Step 280/50462 | Loss: 5.8680 | LR: 1.87e-04 | 2697.2ms/step | 22.2 samples/s +Step 290/50462 | Loss: 5.8074 | LR: 1.93e-04 | 2700.4ms/step | 22.2 samples/s +Step 300/50462 | Loss: 5.7335 | LR: 2.00e-04 | 2701.3ms/step | 22.2 samples/s +Step 310/50462 | Loss: 5.6945 | LR: 2.07e-04 | 2703.0ms/step | 22.2 samples/s +Step 320/50462 | Loss: 5.6354 | LR: 2.13e-04 | 2703.4ms/step | 22.2 samples/s +Step 330/50462 | Loss: 5.6109 | LR: 2.20e-04 | 2702.0ms/step | 22.2 samples/s +Step 340/50462 | Loss: 5.5531 | LR: 2.27e-04 | 2698.8ms/step | 22.2 samples/s +Step 350/50462 | Loss: 5.5068 | LR: 2.33e-04 | 2698.5ms/step | 22.2 samples/s +Step 360/50462 | Loss: 5.4480 | LR: 2.40e-04 | 2702.7ms/step | 22.2 samples/s +Step 370/50462 | Loss: 5.3898 | LR: 2.47e-04 | 2703.0ms/step | 22.2 samples/s +Step 380/50462 | Loss: 5.3795 | LR: 2.53e-04 | 2706.3ms/step | 22.2 samples/s +Step 390/50462 | Loss: 5.3246 | LR: 2.60e-04 | 2702.8ms/step | 22.2 samples/s +Step 400/50462 | Loss: 5.2640 | LR: 2.67e-04 | 2702.4ms/step | 22.2 samples/s +Step 410/50462 | Loss: 5.2326 | LR: 2.73e-04 | 2705.3ms/step | 22.2 samples/s +Step 420/50462 | Loss: 5.2115 | LR: 2.80e-04 | 2702.7ms/step | 22.2 samples/s +Step 430/50462 | Loss: 5.1535 | LR: 2.87e-04 | 2702.3ms/step | 22.2 samples/s +Step 440/50462 | Loss: 5.1121 | LR: 2.93e-04 | 2701.3ms/step | 22.2 samples/s +Step 450/50462 | Loss: 5.0737 | LR: 3.00e-04 | 2700.4ms/step | 22.2 samples/s +Step 460/50462 | Loss: 5.0504 | LR: 3.07e-04 | 2768.2ms/step | 21.7 samples/s +Step 470/50462 | Loss: 5.0068 | LR: 3.13e-04 | 2698.1ms/step | 22.2 samples/s +Step 480/50462 | Loss: 4.9795 | LR: 3.20e-04 | 2701.8ms/step | 22.2 samples/s +Step 490/50462 | Loss: 4.9861 | LR: 3.27e-04 | 2702.4ms/step | 22.2 samples/s +Step 500/50462 | Loss: 4.9464 | LR: 3.33e-04 | 2700.1ms/step | 22.2 samples/s +Validation at step 500: Loss = 4.8870, Perplexity = 132.56 +Step 510/50462 | Loss: 4.8661 | LR: 3.40e-04 | 4150.5ms/step | 14.5 samples/s +Step 520/50462 | Loss: 4.8597 | LR: 3.47e-04 | 2699.1ms/step | 22.2 samples/s +Step 530/50462 | Loss: 4.8921 | LR: 3.53e-04 | 2766.5ms/step | 21.7 samples/s +Step 540/50462 | Loss: 4.7909 | LR: 3.60e-04 | 2703.6ms/step | 22.2 samples/s +Step 550/50462 | Loss: 4.7424 | LR: 3.67e-04 | 2770.0ms/step | 21.7 samples/s +Step 560/50462 | Loss: 4.7633 | LR: 3.73e-04 | 2704.4ms/step | 22.2 samples/s +Step 570/50462 | Loss: 4.7767 | LR: 3.80e-04 | 2703.8ms/step | 22.2 samples/s +Step 580/50462 | Loss: 4.6568 | LR: 3.87e-04 | 2703.5ms/step | 22.2 samples/s +Step 590/50462 | Loss: 4.6375 | LR: 3.93e-04 | 2703.8ms/step | 22.2 samples/s +Step 600/50462 | Loss: 4.6142 | LR: 4.00e-04 | 2701.1ms/step | 22.2 samples/s +Step 610/50462 | Loss: 4.6426 | LR: 4.07e-04 | 2701.4ms/step | 22.2 samples/s +Step 620/50462 | Loss: 4.6182 | LR: 4.13e-04 | 2702.1ms/step | 22.2 samples/s +Step 630/50462 | Loss: 4.5529 | LR: 4.20e-04 | 2701.9ms/step | 22.2 samples/s +Step 640/50462 | Loss: 4.5129 | LR: 4.27e-04 | 2704.7ms/step | 22.2 samples/s +Step 650/50462 | Loss: 4.4876 | LR: 4.33e-04 | 2704.0ms/step | 22.2 samples/s +Step 660/50462 | Loss: 4.4495 | LR: 4.40e-04 | 2702.7ms/step | 22.2 samples/s +Step 670/50462 | Loss: 4.4391 | LR: 4.47e-04 | 2700.4ms/step | 22.2 samples/s +Step 680/50462 | Loss: 4.4193 | LR: 4.53e-04 | 2700.4ms/step | 22.2 samples/s +Step 690/50462 | Loss: 4.3732 | LR: 4.60e-04 | 2702.2ms/step | 22.2 samples/s +Step 700/50462 | Loss: 4.3868 | LR: 4.67e-04 | 2703.1ms/step | 22.2 samples/s +Step 710/50462 | Loss: 4.3452 | LR: 4.73e-04 | 2705.3ms/step | 22.2 samples/s +Step 720/50462 | Loss: 4.3096 | LR: 4.80e-04 | 2702.9ms/step | 22.2 samples/s +Step 730/50462 | Loss: 4.2990 | LR: 4.87e-04 | 2703.7ms/step | 22.2 samples/s +Step 740/50462 | Loss: 4.2616 | LR: 4.93e-04 | 2704.9ms/step | 22.2 samples/s +Step 750/50462 | Loss: 4.2783 | LR: 5.00e-04 | 2703.0ms/step | 22.2 samples/s +Validation at step 750: Loss = 4.2548, Perplexity = 70.44 +Step 760/50462 | Loss: 4.2222 | LR: 5.00e-04 | 4148.5ms/step | 14.5 samples/s +Step 770/50462 | Loss: 4.2413 | LR: 5.00e-04 | 2700.3ms/step | 22.2 samples/s +Step 780/50462 | Loss: 4.2028 | LR: 5.00e-04 | 2704.8ms/step | 22.2 samples/s +Step 790/50462 | Loss: 4.2029 | LR: 5.00e-04 | 2704.6ms/step | 22.2 samples/s +Step 800/50462 | Loss: 4.1514 | LR: 5.00e-04 | 2756.9ms/step | 21.8 samples/s +Step 810/50462 | Loss: 4.1582 | LR: 5.00e-04 | 2702.5ms/step | 22.2 samples/s +Step 820/50462 | Loss: 4.1472 | LR: 5.00e-04 | 2704.7ms/step | 22.2 samples/s +Step 830/50462 | Loss: 4.1297 | LR: 5.00e-04 | 2704.7ms/step | 22.2 samples/s +Step 840/50462 | Loss: 4.0992 | LR: 5.00e-04 | 2705.1ms/step | 22.2 samples/s +Step 850/50462 | Loss: 4.0617 | LR: 5.00e-04 | 2704.1ms/step | 22.2 samples/s +Step 860/50462 | Loss: 4.0601 | LR: 5.00e-04 | 2702.3ms/step | 22.2 samples/s +Step 870/50462 | Loss: 4.0459 | LR: 5.00e-04 | 2760.6ms/step | 21.7 samples/s +Step 880/50462 | Loss: 4.0262 | LR: 5.00e-04 | 2757.3ms/step | 21.8 samples/s +Step 890/50462 | Loss: 4.0214 | LR: 5.00e-04 | 2702.7ms/step | 22.2 samples/s +Step 900/50462 | Loss: 4.0181 | LR: 5.00e-04 | 2696.9ms/step | 22.2 samples/s +Step 910/50462 | Loss: 3.9917 | LR: 5.00e-04 | 2694.0ms/step | 22.3 samples/s +Step 920/50462 | Loss: 3.9486 | LR: 5.00e-04 | 2697.5ms/step | 22.2 samples/s +Step 930/50462 | Loss: 4.0074 | LR: 5.00e-04 | 2703.6ms/step | 22.2 samples/s +Step 940/50462 | Loss: 3.9516 | LR: 5.00e-04 | 2706.2ms/step | 22.2 samples/s +Step 950/50462 | Loss: 3.9381 | LR: 5.00e-04 | 2707.8ms/step | 22.2 samples/s +Step 960/50462 | Loss: 3.9388 | LR: 5.00e-04 | 2708.8ms/step | 22.2 samples/s +Step 970/50462 | Loss: 3.9318 | LR: 5.00e-04 | 2709.3ms/step | 22.1 samples/s +Step 980/50462 | Loss: 3.8942 | LR: 5.00e-04 | 2710.0ms/step | 22.1 samples/s +Step 990/50462 | Loss: 3.9123 | LR: 5.00e-04 | 2710.5ms/step | 22.1 samples/s +Step 1000/50462 | Loss: 3.9161 | LR: 5.00e-04 | 2712.9ms/step | 22.1 samples/s +Validation at step 1000: Loss = 3.9162, Perplexity = 50.21 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/run_20260706_040422/checkpoint-1000 +Step 1010/50462 | Loss: 3.8950 | LR: 5.00e-04 | 5064.2ms/step | 11.8 samples/s +Step 1020/50462 | Loss: 3.9062 | LR: 5.00e-04 | 2700.0ms/step | 22.2 samples/s +Step 1030/50462 | Loss: 3.8888 | LR: 5.00e-04 | 2712.5ms/step | 22.1 samples/s +Step 1040/50462 | Loss: 3.8945 | LR: 5.00e-04 | 2714.8ms/step | 22.1 samples/s +Step 1050/50462 | Loss: 3.8628 | LR: 5.00e-04 | 2715.6ms/step | 22.1 samples/s +Step 1060/50462 | Loss: 3.8635 | LR: 5.00e-04 | 2713.4ms/step | 22.1 samples/s +Step 1070/50462 | Loss: 3.8484 | LR: 5.00e-04 | 2713.7ms/step | 22.1 samples/s +Step 1080/50462 | Loss: 3.8564 | LR: 5.00e-04 | 2713.0ms/step | 22.1 samples/s +Step 1090/50462 | Loss: 3.8182 | LR: 5.00e-04 | 2714.4ms/step | 22.1 samples/s +Step 1100/50462 | Loss: 3.8417 | LR: 5.00e-04 | 2712.7ms/step | 22.1 samples/s +Step 1110/50462 | Loss: 3.8512 | LR: 5.00e-04 | 2711.5ms/step | 22.1 samples/s +Step 1120/50462 | Loss: 3.8053 | LR: 5.00e-04 | 2715.3ms/step | 22.1 samples/s +Step 1130/50462 | Loss: 3.8228 | LR: 5.00e-04 | 2769.0ms/step | 21.7 samples/s +Step 1140/50462 | Loss: 3.7991 | LR: 5.00e-04 | 2712.7ms/step | 22.1 samples/s +Step 1150/50462 | Loss: 3.7665 | LR: 5.00e-04 | 2712.0ms/step | 22.1 samples/s +Step 1160/50462 | Loss: 3.7871 | LR: 5.00e-04 | 2713.2ms/step | 22.1 samples/s +Step 1170/50462 | Loss: 3.7761 | LR: 5.00e-04 | 2713.2ms/step | 22.1 samples/s +Step 1180/50462 | Loss: 3.7418 | LR: 5.00e-04 | 2710.2ms/step | 22.1 samples/s +Step 1190/50462 | Loss: 3.7695 | LR: 5.00e-04 | 2707.3ms/step | 22.2 samples/s +Step 1200/50462 | Loss: 3.7765 | LR: 5.00e-04 | 2763.9ms/step | 21.7 samples/s +Step 1210/50462 | Loss: 3.7845 | LR: 5.00e-04 | 2708.6ms/step | 22.2 samples/s +Step 1220/50462 | Loss: 3.7430 | LR: 5.00e-04 | 2766.0ms/step | 21.7 samples/s +Step 1230/50462 | Loss: 3.7115 | LR: 5.00e-04 | 2713.7ms/step | 22.1 samples/s +Step 1240/50462 | Loss: 3.7684 | LR: 5.00e-04 | 2713.6ms/step | 22.1 samples/s +Step 1250/50462 | Loss: 3.7305 | LR: 5.00e-04 | 2711.0ms/step | 22.1 samples/s +Validation at step 1250: Loss = 3.7457, Perplexity = 42.34 +Step 1260/50462 | Loss: 3.7549 | LR: 5.00e-04 | 4160.7ms/step | 14.4 samples/s +Step 1270/50462 | Loss: 3.7178 | LR: 5.00e-04 | 2713.5ms/step | 22.1 samples/s +Step 1280/50462 | Loss: 3.7033 | LR: 5.00e-04 | 2714.4ms/step | 22.1 samples/s +Step 1290/50462 | Loss: 3.7069 | LR: 5.00e-04 | 2713.7ms/step | 22.1 samples/s +Step 1300/50462 | Loss: 3.6999 | LR: 5.00e-04 | 2715.0ms/step | 22.1 samples/s +Step 1310/50462 | Loss: 3.7032 | LR: 5.00e-04 | 2709.7ms/step | 22.1 samples/s +Step 1320/50462 | Loss: 3.6988 | LR: 5.00e-04 | 2715.1ms/step | 22.1 samples/s +Step 1330/50462 | Loss: 3.6967 | LR: 5.00e-04 | 2714.1ms/step | 22.1 samples/s +Step 1340/50462 | Loss: 3.6827 | LR: 5.00e-04 | 2712.9ms/step | 22.1 samples/s +Step 1350/50462 | Loss: 3.6665 | LR: 5.00e-04 | 2711.9ms/step | 22.1 samples/s +Step 1360/50462 | Loss: 3.6848 | LR: 5.00e-04 | 2711.4ms/step | 22.1 samples/s +Step 1370/50462 | Loss: 3.6631 | LR: 5.00e-04 | 2710.6ms/step | 22.1 samples/s +Step 1380/50462 | Loss: 3.7003 | LR: 5.00e-04 | 2713.4ms/step | 22.1 samples/s +Step 1390/50462 | Loss: 3.6871 | LR: 5.00e-04 | 2713.9ms/step | 22.1 samples/s +Step 1400/50462 | Loss: 3.6462 | LR: 5.00e-04 | 2714.1ms/step | 22.1 samples/s +Step 1410/50462 | Loss: 3.6726 | LR: 5.00e-04 | 2712.8ms/step | 22.1 samples/s +Step 1420/50462 | Loss: 3.6439 | LR: 5.00e-04 | 2714.6ms/step | 22.1 samples/s +Step 1430/50462 | Loss: 3.6282 | LR: 5.00e-04 | 2713.8ms/step | 22.1 samples/s +Step 1440/50462 | Loss: 3.6609 | LR: 5.00e-04 | 2715.1ms/step | 22.1 samples/s +Step 1450/50462 | Loss: 3.6282 | LR: 5.00e-04 | 2714.9ms/step | 22.1 samples/s +Step 1460/50462 | Loss: 3.6319 | LR: 5.00e-04 | 2767.9ms/step | 21.7 samples/s +Step 1470/50462 | Loss: 3.6127 | LR: 5.00e-04 | 2713.4ms/step | 22.1 samples/s +Step 1480/50462 | Loss: 3.6521 | LR: 5.00e-04 | 2714.7ms/step | 22.1 samples/s +Step 1490/50462 | Loss: 3.6304 | LR: 5.00e-04 | 2712.8ms/step | 22.1 samples/s +Step 1500/50462 | Loss: 3.5960 | LR: 5.00e-04 | 2716.0ms/step | 22.1 samples/s +Validation at step 1500: Loss = 3.6393, Perplexity = 38.06 +Step 1510/50462 | Loss: 3.6383 | LR: 5.00e-04 | 4173.6ms/step | 14.4 samples/s +Step 1520/50462 | Loss: 3.6056 | LR: 5.00e-04 | 2716.1ms/step | 22.1 samples/s +Step 1530/50462 | Loss: 3.6322 | LR: 5.00e-04 | 2718.6ms/step | 22.1 samples/s +Step 1540/50462 | Loss: 3.5982 | LR: 5.00e-04 | 2774.0ms/step | 21.6 samples/s +Step 1550/50462 | Loss: 3.6089 | LR: 5.00e-04 | 2712.1ms/step | 22.1 samples/s +Step 1560/50462 | Loss: 3.5995 | LR: 5.00e-04 | 2768.0ms/step | 21.7 samples/s +Step 1570/50462 | Loss: 3.6266 | LR: 5.00e-04 | 2714.6ms/step | 22.1 samples/s +Step 1580/50462 | Loss: 3.5970 | LR: 5.00e-04 | 2714.8ms/step | 22.1 samples/s diff --git a/epfl_final/SparseAtt/wandb/run-20260706_040451-i83whqph/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260706_040451-i83whqph/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..4169607a9a1f9b9a5edcba95987eb8f91b00ad60 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260706_040451-i83whqph/files/requirements.txt @@ -0,0 +1,122 @@ +word2number==1.1 +sqlitedict==2.1.0 +pytz==2026.2 +nvidia-cusparselt-cu13==0.8.1 +mpmath==1.3.0 +cuda-toolkit==13.0.2 +zstandard==0.25.0 +xxhash==3.8.0 +urllib3==2.7.0 +tzdata==2026.2 +typing_extensions==4.16.0 +triton==3.7.1 +tqdm==4.68.3 +torchinfo==1.8.0 +threadpoolctl==3.6.0 +tcolorpy==0.1.7 +tabulate==0.10.0 +sympy==1.14.0 +smmap==5.0.3 +six==1.17.0 +shellingham==1.5.4 +safetensors==0.8.0 +regex==2026.6.28 +PyYAML==6.0.3 +Pygments==2.20.0 +pyarrow==24.0.0 +psutil==7.2.2 +protobuf==7.35.1 +propcache==0.5.2 +portalocker==3.2.0 +platformdirs==4.10.0 +pathvalidate==3.3.1 +packaging==26.2 +nvidia-nvtx==13.0.85 +nvidia-nvshmem-cu13==3.4.5 +nvidia-nvjitlink==13.0.88 +nvidia-nccl-cu13==2.29.7 +nvidia-curand==10.4.0.35 +nvidia-cufile==1.15.1.6 +nvidia-cuda-runtime==13.0.96 +nvidia-cuda-nvrtc==13.0.88 +nvidia-cuda-cupti==13.0.85 +numpy==2.2.6 +networkx==3.4.2 +more-itertools==11.1.0 +mdurl==0.1.2 +MarkupSafe==3.0.3 +lxml==6.1.1 +joblib==1.5.3 +idna==3.18 +hf-xet==1.5.1 +h11==0.16.0 +fsspec==2026.4.0 +frozenlist==1.8.0 +filelock==3.29.5 +dill==0.4.1 +cuda-pathfinder==1.5.6 +colorama==0.4.6 +click==8.4.2 +charset-normalizer==3.4.7 +chardet==6.0.0.post1 +certifi==2026.6.17 +attrs==26.1.0 +async-timeout==5.0.1 +annotated-types==0.7.0 +annotated-doc==0.0.4 +aiohappyeyeballs==2.7.1 +absl-py==2.5.0 +typing-inspection==0.4.2 +sentry-sdk==2.64.0 +scipy==1.15.3 +sacrebleu==2.6.0 +requests==2.34.2 +python-dateutil==2.9.0.post0 +pydantic_core==2.46.4 +nvidia-cusparse==12.6.3.3 +nvidia-cufft==12.0.0.61 +nvidia-cublas==13.1.1.3 +nltk==3.9.4 +multiprocess==0.70.19 +multidict==6.7.1 +mbstrdecoder==1.1.5 +markdown-it-py==4.2.0 +Jinja2==3.1.6 +httpcore==1.0.9 +gitdb==4.0.12 +exceptiongroup==1.3.1 +cuda-bindings==13.3.1 +aiosignal==1.4.0 +yarl==1.24.2 +typepy==1.3.5 +scikit-learn==1.7.2 +rouge-score==0.1.2 +rich==15.0.0 +pydantic==2.13.4 +pandas==2.3.3 +nvidia-cusolver==12.0.4.66 +nvidia-cudnn-cu13==9.20.0.48 +GitPython==3.1.50 +anyio==4.14.1 +wandb==0.28.0 +typer==0.26.8 +httpx==0.28.1 +aiohttp==3.14.1 +torch==2.12.1 +huggingface_hub==1.22.0 +DataProperty==1.1.1 +tokenizers==0.22.2 +tabledata==1.3.5 +datasets==5.0.0 +accelerate==1.14.0 +transformers==5.13.0 +pytablewriter==1.2.1 +evaluate==0.4.6 +lm_eval==0.4.12 +PyGObject==3.42.1 +dbus-python==1.2.18 +distro==1.7.0 +pip==22.0.2 +setuptools==59.6.0 +ssh-import-id==5.11 +wheel==0.37.1 diff --git a/epfl_final/SparseAtt/wandb/run-20260706_040451-i83whqph/files/wandb-metadata.json b/epfl_final/SparseAtt/wandb/run-20260706_040451-i83whqph/files/wandb-metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c0dde703c66747da33a7a9066d14184625e421d9 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260706_040451-i83whqph/files/wandb-metadata.json @@ -0,0 +1,58 @@ +{ + "os": "Linux-6.8.0-124-generic-x86_64-with-glibc2.35", + "python": "CPython 3.10.12", + "startedAt": "2026-07-06T04:04:51.599899Z", + "args": [ + "--config", + "configs/train_config_fixed_nrb1.json" + ], + "program": "/mloscratch/homes/navasard/sparse/SparseAtt/train.py", + "codePath": "train.py", + 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4.67e-05 | 1249.8ms/step | 16.0 samples/s +Step 80/44000 | Loss: 9.9442 | LR: 5.33e-05 | 1250.8ms/step | 16.0 samples/s +Step 90/44000 | Loss: 9.5784 | LR: 6.00e-05 | 1252.6ms/step | 16.0 samples/s +Step 100/44000 | Loss: 9.1218 | LR: 6.67e-05 | 1251.2ms/step | 16.0 samples/s +Step 110/44000 | Loss: 8.5918 | LR: 7.33e-05 | 1253.4ms/step | 16.0 samples/s +Step 120/44000 | Loss: 8.1441 | LR: 8.00e-05 | 1256.2ms/step | 15.9 samples/s +Step 130/44000 | Loss: 7.7648 | LR: 8.67e-05 | 1256.5ms/step | 15.9 samples/s +Step 140/44000 | Loss: 7.5316 | LR: 9.33e-05 | 1258.5ms/step | 15.9 samples/s +Step 150/44000 | Loss: 7.3415 | LR: 1.00e-04 | 1260.4ms/step | 15.9 samples/s +Step 160/44000 | Loss: 7.2319 | LR: 1.07e-04 | 1261.7ms/step | 15.9 samples/s +Step 170/44000 | Loss: 7.1245 | LR: 1.13e-04 | 1263.1ms/step | 15.8 samples/s +Step 180/44000 | Loss: 7.0297 | LR: 1.20e-04 | 1265.4ms/step | 15.8 samples/s +Step 190/44000 | Loss: 6.9441 | LR: 1.27e-04 | 1266.7ms/step | 15.8 samples/s +Step 200/44000 | Loss: 6.8844 | LR: 1.33e-04 | 1267.1ms/step | 15.8 samples/s +Step 210/44000 | Loss: 6.8134 | LR: 1.40e-04 | 1266.1ms/step | 15.8 samples/s +Step 220/44000 | Loss: 6.7140 | LR: 1.47e-04 | 1267.4ms/step | 15.8 samples/s +Step 230/44000 | Loss: 6.6094 | LR: 1.53e-04 | 1267.4ms/step | 15.8 samples/s +Step 240/44000 | Loss: 6.5445 | LR: 1.60e-04 | 1267.2ms/step | 15.8 samples/s +Step 250/44000 | Loss: 6.4573 | LR: 1.67e-04 | 1266.9ms/step | 15.8 samples/s +Validation at step 250: Loss = 6.4496, Perplexity = 632.45 +Step 260/44000 | Loss: 6.4300 | LR: 1.73e-04 | 5458.7ms/step | 3.7 samples/s +Step 270/44000 | Loss: 6.3543 | LR: 1.80e-04 | 1263.1ms/step | 15.8 samples/s +Step 280/44000 | Loss: 6.3163 | LR: 1.87e-04 | 1266.9ms/step | 15.8 samples/s +Step 290/44000 | Loss: 6.2799 | LR: 1.93e-04 | 1267.1ms/step | 15.8 samples/s +Step 300/44000 | Loss: 6.2121 | LR: 2.00e-04 | 1269.8ms/step | 15.7 samples/s +Step 310/44000 | Loss: 6.1845 | LR: 2.07e-04 | 1271.4ms/step | 15.7 samples/s +Step 320/44000 | Loss: 6.1355 | LR: 2.13e-04 | 1271.6ms/step | 15.7 samples/s +Step 330/44000 | Loss: 6.0789 | LR: 2.20e-04 | 1269.9ms/step | 15.7 samples/s +Step 340/44000 | Loss: 6.0623 | LR: 2.27e-04 | 1266.4ms/step | 15.8 samples/s +Step 350/44000 | Loss: 5.9903 | LR: 2.33e-04 | 1269.4ms/step | 15.8 samples/s +Step 360/44000 | Loss: 5.9558 | LR: 2.40e-04 | 1272.0ms/step | 15.7 samples/s +Step 370/44000 | Loss: 5.9256 | LR: 2.47e-04 | 1272.2ms/step | 15.7 samples/s +Step 380/44000 | Loss: 5.9157 | LR: 2.53e-04 | 1271.4ms/step | 15.7 samples/s +Step 390/44000 | Loss: 5.8353 | LR: 2.60e-04 | 1273.0ms/step | 15.7 samples/s +Step 400/44000 | Loss: 5.8585 | LR: 2.67e-04 | 1273.0ms/step | 15.7 samples/s +Step 410/44000 | Loss: 5.8053 | LR: 2.73e-04 | 1273.5ms/step | 15.7 samples/s +Step 420/44000 | Loss: 5.7999 | LR: 2.80e-04 | 1273.2ms/step | 15.7 samples/s +Step 430/44000 | Loss: 5.7359 | LR: 2.87e-04 | 1273.2ms/step | 15.7 samples/s +Step 440/44000 | Loss: 5.7068 | LR: 2.93e-04 | 1272.6ms/step | 15.7 samples/s +Step 450/44000 | Loss: 5.6716 | LR: 3.00e-04 | 1272.4ms/step | 15.7 samples/s +Step 460/44000 | Loss: 5.6015 | LR: 3.07e-04 | 1273.0ms/step | 15.7 samples/s +Step 470/44000 | Loss: 5.6159 | LR: 3.13e-04 | 1273.3ms/step | 15.7 samples/s +Step 480/44000 | Loss: 5.5625 | LR: 3.20e-04 | 1274.6ms/step | 15.7 samples/s +Step 490/44000 | Loss: 5.5100 | LR: 3.27e-04 | 1274.4ms/step | 15.7 samples/s +Step 500/44000 | Loss: 5.4977 | LR: 3.33e-04 | 1273.7ms/step | 15.7 samples/s +Validation at step 500: Loss = 5.4838, Perplexity = 240.76 +Step 510/44000 | Loss: 5.4662 | LR: 3.40e-04 | 3417.0ms/step | 5.9 samples/s +Step 520/44000 | Loss: 5.4221 | LR: 3.47e-04 | 1275.5ms/step | 15.7 samples/s +Step 530/44000 | Loss: 5.4416 | LR: 3.53e-04 | 1274.9ms/step | 15.7 samples/s +Step 540/44000 | Loss: 5.3638 | LR: 3.60e-04 | 1275.0ms/step | 15.7 samples/s +Step 550/44000 | Loss: 5.3360 | LR: 3.67e-04 | 1274.4ms/step | 15.7 samples/s +Step 560/44000 | Loss: 5.3138 | LR: 3.73e-04 | 1274.6ms/step | 15.7 samples/s +Step 570/44000 | Loss: 5.3098 | LR: 3.80e-04 | 1274.9ms/step | 15.7 samples/s +Step 580/44000 | Loss: 5.2659 | LR: 3.87e-04 | 1274.3ms/step | 15.7 samples/s +Step 590/44000 | Loss: 5.2098 | LR: 3.93e-04 | 1275.0ms/step | 15.7 samples/s +Step 600/44000 | Loss: 5.1960 | LR: 4.00e-04 | 1275.1ms/step | 15.7 samples/s +Step 610/44000 | Loss: 5.1884 | LR: 4.07e-04 | 1274.7ms/step | 15.7 samples/s +Step 620/44000 | Loss: 5.1685 | LR: 4.13e-04 | 1274.7ms/step | 15.7 samples/s +Step 630/44000 | Loss: 5.0688 | LR: 4.20e-04 | 1275.1ms/step | 15.7 samples/s +Step 640/44000 | Loss: 5.0573 | LR: 4.27e-04 | 1275.0ms/step | 15.7 samples/s +Step 650/44000 | Loss: 5.0435 | LR: 4.33e-04 | 1274.4ms/step | 15.7 samples/s +Step 660/44000 | Loss: 5.0296 | LR: 4.40e-04 | 1274.2ms/step | 15.7 samples/s +Step 670/44000 | Loss: 4.9937 | LR: 4.47e-04 | 1274.9ms/step | 15.7 samples/s +Step 680/44000 | Loss: 4.9516 | LR: 4.53e-04 | 1276.0ms/step | 15.7 samples/s +Step 690/44000 | Loss: 4.9208 | LR: 4.60e-04 | 1274.9ms/step | 15.7 samples/s +Step 700/44000 | Loss: 4.9123 | LR: 4.67e-04 | 1275.6ms/step | 15.7 samples/s +Step 710/44000 | Loss: 4.8776 | LR: 4.73e-04 | 1275.6ms/step | 15.7 samples/s +Step 720/44000 | Loss: 4.8233 | LR: 4.80e-04 | 1275.3ms/step | 15.7 samples/s +Step 730/44000 | Loss: 4.8206 | LR: 4.87e-04 | 1273.2ms/step | 15.7 samples/s +Step 740/44000 | Loss: 4.7523 | LR: 4.93e-04 | 1272.0ms/step | 15.7 samples/s +Step 750/44000 | Loss: 4.7825 | LR: 5.00e-04 | 1272.0ms/step | 15.7 samples/s +Validation at step 750: Loss = 4.7673, Perplexity = 117.60 +Step 760/44000 | Loss: 4.7578 | LR: 5.00e-04 | 3416.5ms/step | 5.9 samples/s +Step 770/44000 | Loss: 4.7063 | LR: 5.00e-04 | 1275.0ms/step | 15.7 samples/s +Step 780/44000 | Loss: 4.6996 | LR: 5.00e-04 | 1273.4ms/step | 15.7 samples/s +Step 790/44000 | Loss: 4.6809 | LR: 5.00e-04 | 1274.5ms/step | 15.7 samples/s +Step 800/44000 | Loss: 4.6427 | LR: 5.00e-04 | 1275.5ms/step | 15.7 samples/s +Step 810/44000 | Loss: 4.6331 | LR: 5.00e-04 | 1274.2ms/step | 15.7 samples/s +Step 820/44000 | Loss: 4.6061 | LR: 5.00e-04 | 1275.0ms/step | 15.7 samples/s +Step 830/44000 | Loss: 4.5853 | LR: 5.00e-04 | 1274.8ms/step | 15.7 samples/s +Step 840/44000 | Loss: 4.5512 | LR: 5.00e-04 | 1275.5ms/step | 15.7 samples/s +Step 850/44000 | Loss: 4.5440 | LR: 5.00e-04 | 1274.0ms/step | 15.7 samples/s +Step 860/44000 | Loss: 4.5593 | LR: 5.00e-04 | 1273.4ms/step | 15.7 samples/s +Step 870/44000 | Loss: 4.4851 | LR: 5.00e-04 | 1274.3ms/step | 15.7 samples/s +Step 880/44000 | Loss: 4.4988 | LR: 5.00e-04 | 1274.8ms/step | 15.7 samples/s +Step 890/44000 | Loss: 4.4711 | LR: 5.00e-04 | 1275.3ms/step | 15.7 samples/s +Step 900/44000 | Loss: 4.4524 | LR: 5.00e-04 | 1275.3ms/step | 15.7 samples/s +Step 910/44000 | Loss: 4.4280 | LR: 5.00e-04 | 1275.1ms/step | 15.7 samples/s +Step 920/44000 | Loss: 4.4207 | LR: 5.00e-04 | 1275.0ms/step | 15.7 samples/s +Step 930/44000 | Loss: 4.3925 | LR: 5.00e-04 | 1277.0ms/step | 15.7 samples/s +Step 940/44000 | Loss: 4.3870 | LR: 5.00e-04 | 1275.6ms/step | 15.7 samples/s +Step 950/44000 | Loss: 4.3782 | LR: 5.00e-04 | 1275.3ms/step | 15.7 samples/s +Step 960/44000 | Loss: 4.3351 | LR: 5.00e-04 | 1274.4ms/step | 15.7 samples/s +Step 970/44000 | Loss: 4.3661 | LR: 5.00e-04 | 1275.0ms/step | 15.7 samples/s +Step 980/44000 | Loss: 4.3487 | LR: 5.00e-04 | 1274.4ms/step | 15.7 samples/s +Step 990/44000 | Loss: 4.3253 | LR: 5.00e-04 | 1276.6ms/step | 15.7 samples/s +Step 1000/44000 | Loss: 4.3188 | LR: 5.00e-04 | 1274.3ms/step | 15.7 samples/s +Validation at step 1000: Loss = 4.3212, Perplexity = 75.28 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-1000 +Step 1010/44000 | Loss: 4.2780 | LR: 5.00e-04 | 3713.7ms/step | 5.4 samples/s +Step 1020/44000 | Loss: 4.2860 | LR: 5.00e-04 | 1270.6ms/step | 15.7 samples/s +Step 1030/44000 | Loss: 4.2369 | LR: 5.00e-04 | 1271.3ms/step | 15.7 samples/s +Step 1040/44000 | Loss: 4.2526 | LR: 5.00e-04 | 1273.2ms/step | 15.7 samples/s +Step 1050/44000 | Loss: 4.2458 | LR: 5.00e-04 | 1273.1ms/step | 15.7 samples/s +Step 1060/44000 | Loss: 4.2363 | LR: 5.00e-04 | 1272.4ms/step | 15.7 samples/s +Step 1070/44000 | Loss: 4.2202 | LR: 5.00e-04 | 1272.9ms/step | 15.7 samples/s +Step 1080/44000 | Loss: 4.2063 | LR: 5.00e-04 | 1274.2ms/step | 15.7 samples/s +Step 1090/44000 | Loss: 4.2271 | LR: 5.00e-04 | 1274.9ms/step | 15.7 samples/s +Step 1100/44000 | Loss: 4.2037 | LR: 5.00e-04 | 1274.9ms/step | 15.7 samples/s +Step 1110/44000 | Loss: 4.1832 | LR: 5.00e-04 | 1273.8ms/step | 15.7 samples/s +Step 1120/44000 | Loss: 4.1684 | LR: 5.00e-04 | 1274.3ms/step | 15.7 samples/s +Step 1130/44000 | Loss: 4.1425 | LR: 5.00e-04 | 1273.7ms/step | 15.7 samples/s +Step 1140/44000 | Loss: 4.1656 | LR: 5.00e-04 | 1273.3ms/step | 15.7 samples/s +Step 1150/44000 | Loss: 4.1151 | LR: 5.00e-04 | 1273.0ms/step | 15.7 samples/s +Step 1160/44000 | Loss: 4.1147 | LR: 5.00e-04 | 1272.6ms/step | 15.7 samples/s +Step 1170/44000 | Loss: 4.1227 | LR: 5.00e-04 | 1273.4ms/step | 15.7 samples/s +Step 1180/44000 | Loss: 4.1042 | LR: 5.00e-04 | 1273.3ms/step | 15.7 samples/s +Step 1190/44000 | Loss: 4.1265 | LR: 5.00e-04 | 1273.8ms/step | 15.7 samples/s +Step 1200/44000 | Loss: 4.1177 | LR: 5.00e-04 | 1274.5ms/step | 15.7 samples/s +Step 1210/44000 | Loss: 4.1236 | LR: 5.00e-04 | 1274.9ms/step | 15.7 samples/s +Step 1220/44000 | Loss: 4.0773 | LR: 5.00e-04 | 1273.5ms/step | 15.7 samples/s +Step 1230/44000 | Loss: 4.0701 | LR: 5.00e-04 | 1273.9ms/step | 15.7 samples/s +Step 1240/44000 | Loss: 4.0728 | LR: 5.00e-04 | 1275.1ms/step | 15.7 samples/s +Step 1250/44000 | Loss: 4.0770 | LR: 5.00e-04 | 1274.8ms/step | 15.7 samples/s +Validation at step 1250: Loss = 4.0714, Perplexity = 58.64 +Step 1260/44000 | Loss: 4.0471 | LR: 5.00e-04 | 3425.2ms/step | 5.8 samples/s +Step 1270/44000 | Loss: 4.0466 | LR: 5.00e-04 | 1274.4ms/step | 15.7 samples/s +Step 1280/44000 | Loss: 4.0544 | LR: 5.00e-04 | 1275.3ms/step | 15.7 samples/s +Step 1290/44000 | Loss: 4.0026 | LR: 5.00e-04 | 1275.8ms/step | 15.7 samples/s +Step 1300/44000 | Loss: 4.0536 | LR: 5.00e-04 | 1273.0ms/step | 15.7 samples/s +Step 1310/44000 | Loss: 3.9897 | LR: 5.00e-04 | 1273.3ms/step | 15.7 samples/s +Step 1320/44000 | Loss: 4.0189 | LR: 5.00e-04 | 1272.7ms/step | 15.7 samples/s +Step 1330/44000 | Loss: 4.0253 | LR: 5.00e-04 | 1274.1ms/step | 15.7 samples/s +Step 1340/44000 | Loss: 3.9873 | LR: 5.00e-04 | 1275.0ms/step | 15.7 samples/s +Step 1350/44000 | Loss: 3.9907 | LR: 5.00e-04 | 1273.5ms/step | 15.7 samples/s +Step 1360/44000 | Loss: 3.9838 | LR: 5.00e-04 | 1273.4ms/step | 15.7 samples/s +Step 1370/44000 | Loss: 3.9626 | LR: 5.00e-04 | 1274.0ms/step | 15.7 samples/s +Step 1380/44000 | Loss: 3.9727 | LR: 5.00e-04 | 1273.4ms/step | 15.7 samples/s +Step 1390/44000 | Loss: 3.9746 | LR: 5.00e-04 | 1273.7ms/step | 15.7 samples/s +Step 1400/44000 | Loss: 3.9693 | LR: 5.00e-04 | 1274.6ms/step | 15.7 samples/s +Step 1410/44000 | Loss: 3.9617 | LR: 5.00e-04 | 1274.2ms/step | 15.7 samples/s +Step 1420/44000 | Loss: 3.9528 | LR: 5.00e-04 | 1273.6ms/step | 15.7 samples/s +Step 1430/44000 | Loss: 3.9690 | LR: 5.00e-04 | 1275.2ms/step | 15.7 samples/s +Step 1440/44000 | Loss: 3.9628 | LR: 5.00e-04 | 1274.2ms/step | 15.7 samples/s +Step 1450/44000 | Loss: 3.9493 | LR: 5.00e-04 | 1273.0ms/step | 15.7 samples/s +Step 1460/44000 | Loss: 3.9457 | LR: 5.00e-04 | 1273.4ms/step | 15.7 samples/s +Step 1470/44000 | Loss: 3.9565 | LR: 5.00e-04 | 1272.8ms/step | 15.7 samples/s +Step 1480/44000 | Loss: 3.9492 | LR: 5.00e-04 | 1273.3ms/step | 15.7 samples/s +Step 1490/44000 | Loss: 3.9452 | LR: 5.00e-04 | 1273.1ms/step | 15.7 samples/s +Step 1500/44000 | Loss: 3.9227 | LR: 5.00e-04 | 1274.5ms/step | 15.7 samples/s +Validation at step 1500: Loss = 3.9212, Perplexity = 50.46 +Step 1510/44000 | Loss: 3.9346 | LR: 5.00e-04 | 3421.8ms/step | 5.8 samples/s +Step 1520/44000 | Loss: 3.9353 | LR: 5.00e-04 | 1275.2ms/step | 15.7 samples/s +Step 1530/44000 | Loss: 3.9040 | LR: 5.00e-04 | 1274.4ms/step | 15.7 samples/s +Step 1540/44000 | Loss: 3.9131 | LR: 5.00e-04 | 1275.1ms/step | 15.7 samples/s +Step 1550/44000 | Loss: 3.8778 | LR: 5.00e-04 | 1275.6ms/step | 15.7 samples/s +Step 1560/44000 | Loss: 3.8705 | LR: 5.00e-04 | 1275.6ms/step | 15.7 samples/s +Step 1570/44000 | Loss: 3.8639 | LR: 5.00e-04 | 1276.4ms/step | 15.7 samples/s +Step 1580/44000 | Loss: 3.8858 | LR: 5.00e-04 | 1274.5ms/step | 15.7 samples/s +Step 1590/44000 | Loss: 3.8581 | LR: 5.00e-04 | 1275.6ms/step | 15.7 samples/s +Step 1600/44000 | Loss: 3.8646 | LR: 5.00e-04 | 1276.1ms/step | 15.7 samples/s +Step 1610/44000 | Loss: 3.8451 | LR: 5.00e-04 | 1275.6ms/step | 15.7 samples/s +Step 1620/44000 | Loss: 3.8278 | LR: 5.00e-04 | 1274.7ms/step | 15.7 samples/s +Step 1630/44000 | Loss: 3.8459 | LR: 4.99e-04 | 1273.0ms/step | 15.7 samples/s +Step 1640/44000 | Loss: 3.8496 | LR: 4.99e-04 | 1274.0ms/step | 15.7 samples/s +Step 1650/44000 | Loss: 3.8250 | LR: 4.99e-04 | 1274.4ms/step | 15.7 samples/s +Step 1660/44000 | Loss: 3.8288 | LR: 4.99e-04 | 1275.7ms/step | 15.7 samples/s +Step 1670/44000 | Loss: 3.8207 | LR: 4.99e-04 | 1274.6ms/step | 15.7 samples/s +Step 1680/44000 | Loss: 3.8255 | LR: 4.99e-04 | 1274.2ms/step | 15.7 samples/s +Step 1690/44000 | Loss: 3.8122 | LR: 4.99e-04 | 1274.5ms/step | 15.7 samples/s +Step 1700/44000 | Loss: 3.8506 | LR: 4.99e-04 | 1274.8ms/step | 15.7 samples/s +Step 1710/44000 | Loss: 3.7988 | LR: 4.99e-04 | 1274.1ms/step | 15.7 samples/s +Step 1720/44000 | Loss: 3.8089 | LR: 4.99e-04 | 1274.5ms/step | 15.7 samples/s +Step 1730/44000 | Loss: 3.8119 | LR: 4.99e-04 | 1275.7ms/step | 15.7 samples/s +Step 1740/44000 | Loss: 3.7763 | LR: 4.99e-04 | 1274.9ms/step | 15.7 samples/s +Step 1750/44000 | Loss: 3.7958 | LR: 4.99e-04 | 1276.2ms/step | 15.7 samples/s +Validation at step 1750: Loss = 3.8131, Perplexity = 45.29 +Step 1760/44000 | Loss: 3.7813 | LR: 4.99e-04 | 3421.5ms/step | 5.8 samples/s +Step 1770/44000 | Loss: 3.7791 | LR: 4.99e-04 | 1275.5ms/step | 15.7 samples/s +Step 1780/44000 | Loss: 3.8139 | LR: 4.99e-04 | 1275.7ms/step | 15.7 samples/s +Step 1790/44000 | Loss: 3.7783 | LR: 4.99e-04 | 1274.3ms/step | 15.7 samples/s +Step 1800/44000 | Loss: 3.7770 | LR: 4.99e-04 | 1274.3ms/step | 15.7 samples/s +Step 1810/44000 | Loss: 3.7937 | LR: 4.99e-04 | 1275.5ms/step | 15.7 samples/s +Step 1820/44000 | Loss: 3.7834 | LR: 4.99e-04 | 1275.8ms/step | 15.7 samples/s +Step 1830/44000 | Loss: 3.7720 | LR: 4.99e-04 | 1273.8ms/step | 15.7 samples/s +Step 1840/44000 | Loss: 3.7580 | LR: 4.99e-04 | 1273.3ms/step | 15.7 samples/s +Step 1850/44000 | Loss: 3.7833 | LR: 4.99e-04 | 1273.5ms/step | 15.7 samples/s +Step 1860/44000 | Loss: 3.7674 | LR: 4.99e-04 | 1274.0ms/step | 15.7 samples/s +Step 1870/44000 | Loss: 3.7712 | LR: 4.99e-04 | 1275.1ms/step | 15.7 samples/s +Step 1880/44000 | Loss: 3.7734 | LR: 4.99e-04 | 1274.7ms/step | 15.7 samples/s +Step 1890/44000 | Loss: 3.7666 | LR: 4.99e-04 | 1274.1ms/step | 15.7 samples/s +Step 1900/44000 | Loss: 3.7750 | LR: 4.99e-04 | 1272.5ms/step | 15.7 samples/s +Step 1910/44000 | Loss: 3.7460 | LR: 4.99e-04 | 1273.4ms/step | 15.7 samples/s +Step 1920/44000 | Loss: 3.7663 | LR: 4.99e-04 | 1273.7ms/step | 15.7 samples/s +Step 1930/44000 | Loss: 3.7545 | LR: 4.99e-04 | 1273.6ms/step | 15.7 samples/s +Step 1940/44000 | Loss: 3.7517 | LR: 4.99e-04 | 1273.4ms/step | 15.7 samples/s +Step 1950/44000 | Loss: 3.7493 | LR: 4.99e-04 | 1274.7ms/step | 15.7 samples/s +Step 1960/44000 | Loss: 3.7358 | LR: 4.99e-04 | 1273.7ms/step | 15.7 samples/s +Step 1970/44000 | Loss: 3.7414 | LR: 4.99e-04 | 1273.4ms/step | 15.7 samples/s +Step 1980/44000 | Loss: 3.7159 | LR: 4.99e-04 | 1272.9ms/step | 15.7 samples/s +Step 1990/44000 | Loss: 3.7000 | LR: 4.99e-04 | 1274.2ms/step | 15.7 samples/s +Step 2000/44000 | Loss: 3.7113 | LR: 4.99e-04 | 1272.9ms/step | 15.7 samples/s +Validation at step 2000: Loss = 3.7290, Perplexity = 41.64 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-2000 +Step 2010/44000 | Loss: 3.6895 | LR: 4.99e-04 | 3707.4ms/step | 5.4 samples/s +Step 2020/44000 | Loss: 3.7487 | LR: 4.99e-04 | 1268.7ms/step | 15.8 samples/s +Step 2030/44000 | Loss: 3.7241 | LR: 4.99e-04 | 1269.1ms/step | 15.8 samples/s +Step 2040/44000 | Loss: 3.7092 | LR: 4.99e-04 | 1270.1ms/step | 15.7 samples/s +Step 2050/44000 | Loss: 3.6981 | LR: 4.99e-04 | 1272.1ms/step | 15.7 samples/s +Step 2060/44000 | Loss: 3.6717 | LR: 4.99e-04 | 1272.4ms/step | 15.7 samples/s +Step 2070/44000 | Loss: 3.6927 | LR: 4.99e-04 | 1272.1ms/step | 15.7 samples/s +Step 2080/44000 | Loss: 3.6629 | LR: 4.99e-04 | 1271.4ms/step | 15.7 samples/s +Step 2090/44000 | Loss: 3.7005 | LR: 4.99e-04 | 1273.5ms/step | 15.7 samples/s +Step 2100/44000 | Loss: 3.6922 | LR: 4.99e-04 | 1272.9ms/step | 15.7 samples/s +Step 2110/44000 | Loss: 3.7092 | LR: 4.99e-04 | 1273.8ms/step | 15.7 samples/s +Step 2120/44000 | Loss: 3.6974 | LR: 4.99e-04 | 1273.8ms/step | 15.7 samples/s +Step 2130/44000 | Loss: 3.7064 | LR: 4.99e-04 | 1275.7ms/step | 15.7 samples/s +Step 2140/44000 | Loss: 3.6561 | LR: 4.99e-04 | 1274.0ms/step | 15.7 samples/s +Step 2150/44000 | Loss: 3.6706 | LR: 4.99e-04 | 1274.6ms/step | 15.7 samples/s +Step 2160/44000 | Loss: 3.6771 | LR: 4.99e-04 | 1275.1ms/step | 15.7 samples/s +Step 2170/44000 | Loss: 3.6787 | LR: 4.99e-04 | 1274.6ms/step | 15.7 samples/s +Step 2180/44000 | Loss: 3.6639 | LR: 4.99e-04 | 1274.7ms/step | 15.7 samples/s +Step 2190/44000 | Loss: 3.6737 | LR: 4.99e-04 | 1274.0ms/step | 15.7 samples/s +Step 2200/44000 | Loss: 3.6469 | LR: 4.99e-04 | 1273.4ms/step | 15.7 samples/s +Step 2210/44000 | Loss: 3.6494 | LR: 4.99e-04 | 1273.0ms/step | 15.7 samples/s +Step 2220/44000 | Loss: 3.6290 | LR: 4.99e-04 | 1273.0ms/step | 15.7 samples/s +Step 2230/44000 | Loss: 3.6734 | LR: 4.99e-04 | 1273.6ms/step | 15.7 samples/s +Step 2240/44000 | Loss: 3.6522 | LR: 4.99e-04 | 1272.9ms/step | 15.7 samples/s +Step 2250/44000 | Loss: 3.6537 | LR: 4.99e-04 | 1272.9ms/step | 15.7 samples/s +Validation at step 2250: Loss = 3.6654, Perplexity = 39.07 +Step 2260/44000 | Loss: 3.6491 | LR: 4.98e-04 | 3421.9ms/step | 5.8 samples/s +Step 2270/44000 | Loss: 3.6353 | LR: 4.98e-04 | 1274.5ms/step | 15.7 samples/s +Step 2280/44000 | Loss: 3.6652 | LR: 4.98e-04 | 1275.6ms/step | 15.7 samples/s +Step 2290/44000 | Loss: 3.6549 | LR: 4.98e-04 | 1275.3ms/step | 15.7 samples/s +Step 2300/44000 | Loss: 3.6341 | LR: 4.98e-04 | 1275.2ms/step | 15.7 samples/s +Step 2310/44000 | Loss: 3.6482 | LR: 4.98e-04 | 1275.2ms/step | 15.7 samples/s +Step 2320/44000 | Loss: 3.6348 | LR: 4.98e-04 | 1274.9ms/step | 15.7 samples/s +Step 2330/44000 | Loss: 3.6393 | LR: 4.98e-04 | 1275.7ms/step | 15.7 samples/s +Step 2340/44000 | Loss: 3.6164 | LR: 4.98e-04 | 1275.5ms/step | 15.7 samples/s +Step 2350/44000 | Loss: 3.6260 | LR: 4.98e-04 | 1273.8ms/step | 15.7 samples/s +Step 2360/44000 | Loss: 3.6094 | LR: 4.98e-04 | 1275.4ms/step | 15.7 samples/s +Step 2370/44000 | Loss: 3.6490 | LR: 4.98e-04 | 1275.8ms/step | 15.7 samples/s +Step 2380/44000 | Loss: 3.6260 | LR: 4.98e-04 | 1275.3ms/step | 15.7 samples/s +Step 2390/44000 | Loss: 3.5900 | LR: 4.98e-04 | 1274.4ms/step | 15.7 samples/s +Step 2400/44000 | Loss: 3.5862 | LR: 4.98e-04 | 1275.3ms/step | 15.7 samples/s +Step 2410/44000 | Loss: 3.6454 | LR: 4.98e-04 | 1275.0ms/step | 15.7 samples/s +Step 2420/44000 | Loss: 3.6516 | LR: 4.98e-04 | 1274.6ms/step | 15.7 samples/s +Step 2430/44000 | Loss: 3.6187 | LR: 4.98e-04 | 1273.9ms/step | 15.7 samples/s +Step 2440/44000 | Loss: 3.5954 | LR: 4.98e-04 | 1274.1ms/step | 15.7 samples/s +Step 2450/44000 | Loss: 3.6231 | LR: 4.98e-04 | 1274.9ms/step | 15.7 samples/s +Step 2460/44000 | Loss: 3.6163 | LR: 4.98e-04 | 1274.4ms/step | 15.7 samples/s +Step 2470/44000 | Loss: 3.5958 | LR: 4.98e-04 | 1274.6ms/step | 15.7 samples/s +Step 2480/44000 | Loss: 3.6267 | LR: 4.98e-04 | 1274.7ms/step | 15.7 samples/s +Step 2490/44000 | Loss: 3.5821 | LR: 4.98e-04 | 1274.6ms/step | 15.7 samples/s +Step 2500/44000 | Loss: 3.5997 | LR: 4.98e-04 | 1274.9ms/step | 15.7 samples/s +Validation at step 2500: Loss = 3.6144, Perplexity = 37.13 +Step 2510/44000 | Loss: 3.5821 | LR: 4.98e-04 | 3415.8ms/step | 5.9 samples/s +Step 2520/44000 | Loss: 3.6011 | LR: 4.98e-04 | 1273.2ms/step | 15.7 samples/s +Step 2530/44000 | Loss: 3.6002 | LR: 4.98e-04 | 1272.8ms/step | 15.7 samples/s +Step 2540/44000 | Loss: 3.6111 | LR: 4.98e-04 | 1273.5ms/step | 15.7 samples/s +Step 2550/44000 | Loss: 3.6028 | LR: 4.98e-04 | 1273.7ms/step | 15.7 samples/s +Step 2560/44000 | Loss: 3.6128 | LR: 4.98e-04 | 1273.5ms/step | 15.7 samples/s +Step 2570/44000 | Loss: 3.5840 | LR: 4.98e-04 | 1273.5ms/step | 15.7 samples/s +Step 2580/44000 | Loss: 3.6226 | LR: 4.98e-04 | 1275.2ms/step | 15.7 samples/s +Step 2590/44000 | Loss: 3.5789 | LR: 4.98e-04 | 1275.5ms/step | 15.7 samples/s +Step 2600/44000 | Loss: 3.5864 | LR: 4.98e-04 | 1275.6ms/step | 15.7 samples/s +Step 2610/44000 | Loss: 3.5803 | LR: 4.98e-04 | 1274.9ms/step | 15.7 samples/s +Step 2620/44000 | Loss: 3.5831 | LR: 4.98e-04 | 1275.5ms/step | 15.7 samples/s +Step 2630/44000 | Loss: 3.5725 | LR: 4.98e-04 | 1274.6ms/step | 15.7 samples/s +Step 2640/44000 | Loss: 3.5857 | LR: 4.98e-04 | 1274.4ms/step | 15.7 samples/s +Step 2650/44000 | Loss: 3.6017 | LR: 4.98e-04 | 1273.9ms/step | 15.7 samples/s +Step 2660/44000 | Loss: 3.5728 | LR: 4.98e-04 | 1274.0ms/step | 15.7 samples/s +Step 2670/44000 | Loss: 3.5648 | LR: 4.98e-04 | 1273.6ms/step | 15.7 samples/s +Step 2680/44000 | Loss: 3.5865 | LR: 4.98e-04 | 1275.0ms/step | 15.7 samples/s +Step 2690/44000 | Loss: 3.5752 | LR: 4.98e-04 | 1274.9ms/step | 15.7 samples/s +Step 2700/44000 | Loss: 3.6080 | LR: 4.97e-04 | 1274.6ms/step | 15.7 samples/s +Step 2710/44000 | Loss: 3.5728 | LR: 4.97e-04 | 1274.9ms/step | 15.7 samples/s +Step 2720/44000 | Loss: 3.5721 | LR: 4.97e-04 | 1274.9ms/step | 15.7 samples/s +Step 2730/44000 | Loss: 3.5670 | LR: 4.97e-04 | 1274.1ms/step | 15.7 samples/s +Step 2740/44000 | Loss: 3.5674 | LR: 4.97e-04 | 1273.3ms/step | 15.7 samples/s +Step 2750/44000 | Loss: 3.5572 | LR: 4.97e-04 | 1273.7ms/step | 15.7 samples/s +Validation at step 2750: Loss = 3.5719, Perplexity = 35.58 +Step 2760/44000 | Loss: 3.5299 | LR: 4.97e-04 | 3417.6ms/step | 5.9 samples/s +Step 2770/44000 | Loss: 3.5540 | LR: 4.97e-04 | 1274.2ms/step | 15.7 samples/s +Step 2780/44000 | Loss: 3.5318 | LR: 4.97e-04 | 1273.9ms/step | 15.7 samples/s +Step 2790/44000 | Loss: 3.5578 | LR: 4.97e-04 | 1273.2ms/step | 15.7 samples/s +Step 2800/44000 | Loss: 3.5516 | LR: 4.97e-04 | 1273.4ms/step | 15.7 samples/s +Step 2810/44000 | Loss: 3.5342 | LR: 4.97e-04 | 1273.8ms/step | 15.7 samples/s +Step 2820/44000 | Loss: 3.5450 | LR: 4.97e-04 | 1272.0ms/step | 15.7 samples/s +Step 2830/44000 | Loss: 3.5218 | LR: 4.97e-04 | 1272.9ms/step | 15.7 samples/s +Step 2840/44000 | Loss: 3.5314 | LR: 4.97e-04 | 1272.7ms/step | 15.7 samples/s +Step 2850/44000 | Loss: 3.5403 | LR: 4.97e-04 | 1273.2ms/step | 15.7 samples/s +Step 2860/44000 | Loss: 3.5342 | LR: 4.97e-04 | 1273.3ms/step | 15.7 samples/s +Step 2870/44000 | Loss: 3.5437 | LR: 4.97e-04 | 1273.3ms/step | 15.7 samples/s +Step 2880/44000 | Loss: 3.5057 | LR: 4.97e-04 | 1273.9ms/step | 15.7 samples/s +Step 2890/44000 | Loss: 3.5494 | LR: 4.97e-04 | 1273.7ms/step | 15.7 samples/s +Step 2900/44000 | Loss: 3.5471 | LR: 4.97e-04 | 1273.1ms/step | 15.7 samples/s +Step 2910/44000 | Loss: 3.5203 | LR: 4.97e-04 | 1272.6ms/step | 15.7 samples/s +Step 2920/44000 | Loss: 3.5110 | LR: 4.97e-04 | 1272.8ms/step | 15.7 samples/s +Step 2930/44000 | Loss: 3.5071 | LR: 4.97e-04 | 1274.9ms/step | 15.7 samples/s +Step 2940/44000 | Loss: 3.5267 | LR: 4.97e-04 | 1274.2ms/step | 15.7 samples/s +Step 2950/44000 | Loss: 3.5272 | LR: 4.97e-04 | 1273.6ms/step | 15.7 samples/s +Step 2960/44000 | Loss: 3.5415 | LR: 4.97e-04 | 1274.9ms/step | 15.7 samples/s +Step 2970/44000 | Loss: 3.5255 | LR: 4.97e-04 | 1275.9ms/step | 15.7 samples/s +Step 2980/44000 | Loss: 3.5267 | LR: 4.97e-04 | 1275.3ms/step | 15.7 samples/s +Step 2990/44000 | Loss: 3.5158 | LR: 4.97e-04 | 1274.4ms/step | 15.7 samples/s +Step 3000/44000 | Loss: 3.5443 | LR: 4.97e-04 | 1273.9ms/step | 15.7 samples/s +Validation at step 3000: Loss = 3.5321, Perplexity = 34.19 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-3000 +Step 3010/44000 | Loss: 3.5248 | LR: 4.97e-04 | 3713.4ms/step | 5.4 samples/s +Step 3020/44000 | Loss: 3.5028 | LR: 4.97e-04 | 1276.5ms/step | 15.7 samples/s +Step 3030/44000 | Loss: 3.5231 | LR: 4.97e-04 | 1278.0ms/step | 15.7 samples/s +Step 3040/44000 | Loss: 3.4848 | LR: 4.97e-04 | 1275.3ms/step | 15.7 samples/s +Step 3050/44000 | Loss: 3.5109 | LR: 4.97e-04 | 1273.2ms/step | 15.7 samples/s +Step 3060/44000 | Loss: 3.4832 | LR: 4.96e-04 | 1272.2ms/step | 15.7 samples/s +Step 3070/44000 | Loss: 3.5297 | LR: 4.96e-04 | 1273.7ms/step | 15.7 samples/s +Step 3080/44000 | Loss: 3.5483 | LR: 4.96e-04 | 1274.5ms/step | 15.7 samples/s +Step 3090/44000 | Loss: 3.5387 | LR: 4.96e-04 | 1274.2ms/step | 15.7 samples/s +Step 3100/44000 | Loss: 3.4977 | LR: 4.96e-04 | 1273.5ms/step | 15.7 samples/s +Step 3110/44000 | Loss: 3.4996 | LR: 4.96e-04 | 1274.5ms/step | 15.7 samples/s +Step 3120/44000 | Loss: 3.5185 | LR: 4.96e-04 | 1274.4ms/step | 15.7 samples/s +Step 3130/44000 | Loss: 3.4859 | LR: 4.96e-04 | 1274.5ms/step | 15.7 samples/s +Step 3140/44000 | Loss: 3.5039 | LR: 4.96e-04 | 1274.3ms/step | 15.7 samples/s +Step 3150/44000 | Loss: 3.4992 | LR: 4.96e-04 | 1274.1ms/step | 15.7 samples/s +Step 3160/44000 | Loss: 3.5185 | LR: 4.96e-04 | 1271.6ms/step | 15.7 samples/s +Step 3170/44000 | Loss: 3.4629 | LR: 4.96e-04 | 1268.5ms/step | 15.8 samples/s +Step 3180/44000 | Loss: 3.5052 | LR: 4.96e-04 | 1271.3ms/step | 15.7 samples/s +Step 3190/44000 | Loss: 3.4937 | LR: 4.96e-04 | 1273.1ms/step | 15.7 samples/s +Step 3200/44000 | Loss: 3.5191 | LR: 4.96e-04 | 1273.2ms/step | 15.7 samples/s +Step 3210/44000 | Loss: 3.4910 | LR: 4.96e-04 | 1273.5ms/step | 15.7 samples/s +Step 3220/44000 | Loss: 3.4935 | LR: 4.96e-04 | 1273.6ms/step | 15.7 samples/s +Step 3230/44000 | Loss: 3.4901 | LR: 4.96e-04 | 1274.3ms/step | 15.7 samples/s +Step 3240/44000 | Loss: 3.4891 | LR: 4.96e-04 | 1274.2ms/step | 15.7 samples/s +Step 3250/44000 | Loss: 3.4918 | LR: 4.96e-04 | 1274.4ms/step | 15.7 samples/s +Validation at step 3250: Loss = 3.4991, Perplexity = 33.09 +Step 3260/44000 | Loss: 3.5108 | LR: 4.96e-04 | 3421.4ms/step | 5.8 samples/s +Step 3270/44000 | Loss: 3.4761 | LR: 4.96e-04 | 1275.0ms/step | 15.7 samples/s +Step 3280/44000 | Loss: 3.4643 | LR: 4.96e-04 | 1274.7ms/step | 15.7 samples/s +Step 3290/44000 | Loss: 3.4849 | LR: 4.96e-04 | 1273.0ms/step | 15.7 samples/s +Step 3300/44000 | Loss: 3.5132 | LR: 4.96e-04 | 1275.0ms/step | 15.7 samples/s +Step 3310/44000 | Loss: 3.4850 | LR: 4.96e-04 | 1274.3ms/step | 15.7 samples/s +Step 3320/44000 | Loss: 3.5082 | LR: 4.96e-04 | 1274.2ms/step | 15.7 samples/s +Step 3330/44000 | Loss: 3.5106 | LR: 4.96e-04 | 1274.4ms/step | 15.7 samples/s +Step 3340/44000 | Loss: 3.4680 | LR: 4.96e-04 | 1274.1ms/step | 15.7 samples/s +Step 3350/44000 | Loss: 3.4828 | LR: 4.96e-04 | 1273.6ms/step | 15.7 samples/s +Step 3360/44000 | Loss: 3.4645 | LR: 4.96e-04 | 1274.3ms/step | 15.7 samples/s +Step 3370/44000 | Loss: 3.4377 | LR: 4.95e-04 | 1273.6ms/step | 15.7 samples/s +Step 3380/44000 | Loss: 3.4846 | LR: 4.95e-04 | 1274.8ms/step | 15.7 samples/s +Step 3390/44000 | Loss: 3.4638 | LR: 4.95e-04 | 1275.7ms/step | 15.7 samples/s +Step 3400/44000 | Loss: 3.4956 | LR: 4.95e-04 | 1274.9ms/step | 15.7 samples/s +Step 3410/44000 | Loss: 3.4712 | LR: 4.95e-04 | 1273.5ms/step | 15.7 samples/s +Step 3420/44000 | Loss: 3.4815 | LR: 4.95e-04 | 1272.9ms/step | 15.7 samples/s +Step 3430/44000 | Loss: 3.4731 | LR: 4.95e-04 | 1273.9ms/step | 15.7 samples/s +Step 3440/44000 | Loss: 3.4638 | LR: 4.95e-04 | 1274.7ms/step | 15.7 samples/s +Step 3450/44000 | Loss: 3.4488 | LR: 4.95e-04 | 1274.0ms/step | 15.7 samples/s +Step 3460/44000 | Loss: 3.4848 | LR: 4.95e-04 | 1274.0ms/step | 15.7 samples/s +Step 3470/44000 | Loss: 3.4576 | LR: 4.95e-04 | 1274.7ms/step | 15.7 samples/s +Step 3480/44000 | Loss: 3.5024 | LR: 4.95e-04 | 1274.0ms/step | 15.7 samples/s +Step 3490/44000 | Loss: 3.4367 | LR: 4.95e-04 | 1273.6ms/step | 15.7 samples/s +Step 3500/44000 | Loss: 3.4448 | LR: 4.95e-04 | 1275.0ms/step | 15.7 samples/s +Validation at step 3500: Loss = 3.4739, Perplexity = 32.26 +Step 3510/44000 | Loss: 3.4768 | LR: 4.95e-04 | 3419.6ms/step | 5.8 samples/s +Step 3520/44000 | Loss: 3.4628 | LR: 4.95e-04 | 1274.4ms/step | 15.7 samples/s +Step 3530/44000 | Loss: 3.4594 | LR: 4.95e-04 | 1274.0ms/step | 15.7 samples/s +Step 3540/44000 | Loss: 3.4692 | LR: 4.95e-04 | 1274.8ms/step | 15.7 samples/s +Step 3550/44000 | Loss: 3.4442 | LR: 4.95e-04 | 1273.7ms/step | 15.7 samples/s +Step 3560/44000 | Loss: 3.4311 | LR: 4.95e-04 | 1274.7ms/step | 15.7 samples/s +Step 3570/44000 | Loss: 3.4563 | LR: 4.95e-04 | 1274.9ms/step | 15.7 samples/s +Step 3580/44000 | Loss: 3.4320 | LR: 4.95e-04 | 1275.4ms/step | 15.7 samples/s +Step 3590/44000 | Loss: 3.4460 | LR: 4.95e-04 | 1275.5ms/step | 15.7 samples/s +Step 3600/44000 | Loss: 3.4348 | LR: 4.95e-04 | 1275.5ms/step | 15.7 samples/s +Step 3610/44000 | Loss: 3.4485 | LR: 4.95e-04 | 1275.2ms/step | 15.7 samples/s +Step 3620/44000 | Loss: 3.4476 | LR: 4.95e-04 | 1275.9ms/step | 15.7 samples/s +Step 3630/44000 | Loss: 3.4371 | LR: 4.95e-04 | 1273.8ms/step | 15.7 samples/s +Step 3640/44000 | Loss: 3.4503 | LR: 4.95e-04 | 1273.9ms/step | 15.7 samples/s +Step 3650/44000 | Loss: 3.4396 | LR: 4.94e-04 | 1274.5ms/step | 15.7 samples/s +Step 3660/44000 | Loss: 3.4366 | LR: 4.94e-04 | 1274.5ms/step | 15.7 samples/s +Step 3670/44000 | Loss: 3.4306 | LR: 4.94e-04 | 1276.2ms/step | 15.7 samples/s +Step 3680/44000 | Loss: 3.4426 | LR: 4.94e-04 | 1276.6ms/step | 15.7 samples/s +Step 3690/44000 | Loss: 3.4383 | LR: 4.94e-04 | 1276.8ms/step | 15.7 samples/s +Step 3700/44000 | Loss: 3.4515 | LR: 4.94e-04 | 1276.0ms/step | 15.7 samples/s +Step 3710/44000 | Loss: 3.4445 | LR: 4.94e-04 | 1275.2ms/step | 15.7 samples/s +Step 3720/44000 | Loss: 3.3982 | LR: 4.94e-04 | 1274.7ms/step | 15.7 samples/s +Step 3730/44000 | Loss: 3.4477 | LR: 4.94e-04 | 1275.3ms/step | 15.7 samples/s +Step 3740/44000 | Loss: 3.4437 | LR: 4.94e-04 | 1276.4ms/step | 15.7 samples/s +Step 3750/44000 | Loss: 3.4501 | LR: 4.94e-04 | 1275.6ms/step | 15.7 samples/s +Validation at step 3750: Loss = 3.4430, Perplexity = 31.28 +Step 3760/44000 | Loss: 3.4292 | LR: 4.94e-04 | 3418.6ms/step | 5.9 samples/s +Step 3770/44000 | Loss: 3.4250 | LR: 4.94e-04 | 1274.7ms/step | 15.7 samples/s +Step 3780/44000 | Loss: 3.4187 | LR: 4.94e-04 | 1274.6ms/step | 15.7 samples/s +Step 3790/44000 | Loss: 3.4396 | LR: 4.94e-04 | 1274.1ms/step | 15.7 samples/s +Step 3800/44000 | Loss: 3.4230 | LR: 4.94e-04 | 1273.4ms/step | 15.7 samples/s +Step 3810/44000 | Loss: 3.4278 | LR: 4.94e-04 | 1273.9ms/step | 15.7 samples/s +Step 3820/44000 | Loss: 3.4341 | LR: 4.94e-04 | 1275.7ms/step | 15.7 samples/s +Step 3830/44000 | Loss: 3.4251 | LR: 4.94e-04 | 1275.4ms/step | 15.7 samples/s +Step 3840/44000 | Loss: 3.4135 | LR: 4.94e-04 | 1275.3ms/step | 15.7 samples/s +Step 3850/44000 | Loss: 3.4204 | LR: 4.94e-04 | 1275.5ms/step | 15.7 samples/s +Step 3860/44000 | Loss: 3.4203 | LR: 4.94e-04 | 1275.4ms/step | 15.7 samples/s +Step 3870/44000 | Loss: 3.4267 | LR: 4.94e-04 | 1274.6ms/step | 15.7 samples/s +Step 3880/44000 | Loss: 3.3946 | LR: 4.94e-04 | 1274.5ms/step | 15.7 samples/s +Step 3890/44000 | Loss: 3.4520 | LR: 4.94e-04 | 1275.0ms/step | 15.7 samples/s +Step 3900/44000 | Loss: 3.4095 | LR: 4.93e-04 | 1274.9ms/step | 15.7 samples/s +Step 3910/44000 | Loss: 3.4014 | LR: 4.93e-04 | 1272.8ms/step | 15.7 samples/s +Step 3920/44000 | Loss: 3.4032 | LR: 4.93e-04 | 1274.1ms/step | 15.7 samples/s +Step 3930/44000 | Loss: 3.4142 | LR: 4.93e-04 | 1273.2ms/step | 15.7 samples/s +Step 3940/44000 | Loss: 3.4140 | LR: 4.93e-04 | 1273.5ms/step | 15.7 samples/s +Step 3950/44000 | Loss: 3.4404 | LR: 4.93e-04 | 1273.2ms/step | 15.7 samples/s +Step 3960/44000 | Loss: 3.4328 | LR: 4.93e-04 | 1275.5ms/step | 15.7 samples/s +Step 3970/44000 | Loss: 3.3859 | LR: 4.93e-04 | 1273.2ms/step | 15.7 samples/s +Step 3980/44000 | Loss: 3.3974 | LR: 4.93e-04 | 1270.0ms/step | 15.7 samples/s +Step 3990/44000 | Loss: 3.4237 | LR: 4.93e-04 | 1269.3ms/step | 15.8 samples/s +Step 4000/44000 | Loss: 3.4068 | LR: 4.93e-04 | 1270.8ms/step | 15.7 samples/s +Validation at step 4000: Loss = 3.4214, Perplexity = 30.61 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-4000 +Step 4010/44000 | Loss: 3.4587 | LR: 4.93e-04 | 3698.2ms/step | 5.4 samples/s +Step 4020/44000 | Loss: 3.4185 | LR: 4.93e-04 | 1272.0ms/step | 15.7 samples/s +Step 4030/44000 | Loss: 3.3948 | LR: 4.93e-04 | 1271.7ms/step | 15.7 samples/s +Step 4040/44000 | Loss: 3.4096 | LR: 4.93e-04 | 1273.0ms/step | 15.7 samples/s +Step 4050/44000 | Loss: 3.4442 | LR: 4.93e-04 | 1273.1ms/step | 15.7 samples/s +Step 4060/44000 | Loss: 3.3910 | LR: 4.93e-04 | 1273.4ms/step | 15.7 samples/s +Step 4070/44000 | Loss: 3.4107 | LR: 4.93e-04 | 1273.4ms/step | 15.7 samples/s +Step 4080/44000 | Loss: 3.4292 | LR: 4.93e-04 | 1274.7ms/step | 15.7 samples/s +Step 4090/44000 | Loss: 3.3809 | LR: 4.93e-04 | 1274.8ms/step | 15.7 samples/s +Step 4100/44000 | Loss: 3.4117 | LR: 4.93e-04 | 1272.9ms/step | 15.7 samples/s +Step 4110/44000 | Loss: 3.3833 | LR: 4.93e-04 | 1272.8ms/step | 15.7 samples/s +Step 4120/44000 | Loss: 3.4108 | LR: 4.93e-04 | 1274.2ms/step | 15.7 samples/s +Step 4130/44000 | Loss: 3.4117 | LR: 4.93e-04 | 1273.1ms/step | 15.7 samples/s +Step 4140/44000 | Loss: 3.3925 | LR: 4.92e-04 | 1274.2ms/step | 15.7 samples/s +Step 4150/44000 | Loss: 3.4384 | LR: 4.92e-04 | 1274.6ms/step | 15.7 samples/s +Step 4160/44000 | Loss: 3.4175 | LR: 4.92e-04 | 1273.9ms/step | 15.7 samples/s +Step 4170/44000 | Loss: 3.4011 | LR: 4.92e-04 | 1274.1ms/step | 15.7 samples/s +Step 4180/44000 | Loss: 3.3806 | LR: 4.92e-04 | 1273.7ms/step | 15.7 samples/s +Step 4190/44000 | Loss: 3.3910 | LR: 4.92e-04 | 1273.6ms/step | 15.7 samples/s +Step 4200/44000 | Loss: 3.3831 | LR: 4.92e-04 | 1274.8ms/step | 15.7 samples/s +Step 4210/44000 | Loss: 3.4170 | LR: 4.92e-04 | 1276.1ms/step | 15.7 samples/s +Step 4220/44000 | Loss: 3.3823 | LR: 4.92e-04 | 1273.7ms/step | 15.7 samples/s +Step 4230/44000 | Loss: 3.4049 | LR: 4.92e-04 | 1273.3ms/step | 15.7 samples/s +Step 4240/44000 | Loss: 3.4650 | LR: 4.92e-04 | 1274.3ms/step | 15.7 samples/s +Step 4250/44000 | Loss: 3.4345 | LR: 4.92e-04 | 1274.3ms/step | 15.7 samples/s +Validation at step 4250: Loss = 3.4042, Perplexity = 30.09 +Step 4260/44000 | Loss: 3.4082 | LR: 4.92e-04 | 3418.9ms/step | 5.8 samples/s +Step 4270/44000 | Loss: 3.3432 | LR: 4.92e-04 | 1275.3ms/step | 15.7 samples/s +Step 4280/44000 | Loss: 3.3673 | LR: 4.92e-04 | 1274.0ms/step | 15.7 samples/s +Step 4290/44000 | Loss: 3.3994 | LR: 4.92e-04 | 1274.7ms/step | 15.7 samples/s +Step 4300/44000 | Loss: 3.3894 | LR: 4.92e-04 | 1274.6ms/step | 15.7 samples/s +Step 4310/44000 | Loss: 3.3920 | LR: 4.92e-04 | 1273.8ms/step | 15.7 samples/s +Step 4320/44000 | Loss: 3.3963 | LR: 4.92e-04 | 1273.9ms/step | 15.7 samples/s +Step 4330/44000 | Loss: 3.3827 | LR: 4.92e-04 | 1274.0ms/step | 15.7 samples/s +Step 4340/44000 | Loss: 3.3965 | LR: 4.92e-04 | 1273.2ms/step | 15.7 samples/s +Step 4350/44000 | Loss: 3.4041 | LR: 4.92e-04 | 1274.4ms/step | 15.7 samples/s +Step 4360/44000 | Loss: 3.3534 | LR: 4.91e-04 | 1273.6ms/step | 15.7 samples/s +Step 4370/44000 | Loss: 3.3717 | LR: 4.91e-04 | 1272.5ms/step | 15.7 samples/s +Step 4380/44000 | Loss: 3.4149 | LR: 4.91e-04 | 1272.8ms/step | 15.7 samples/s +Step 4390/44000 | Loss: 3.4046 | LR: 4.91e-04 | 1273.2ms/step | 15.7 samples/s +Step 4400/44000 | Loss: 3.4038 | LR: 4.91e-04 | 1273.2ms/step | 15.7 samples/s +Step 4410/44000 | Loss: 3.3759 | LR: 4.91e-04 | 1273.5ms/step | 15.7 samples/s +Step 4420/44000 | Loss: 3.3832 | LR: 4.91e-04 | 1274.9ms/step | 15.7 samples/s +Step 4430/44000 | Loss: 3.3847 | LR: 4.91e-04 | 1273.4ms/step | 15.7 samples/s +Step 4440/44000 | Loss: 3.3959 | LR: 4.91e-04 | 1275.0ms/step | 15.7 samples/s +Step 4450/44000 | Loss: 3.3859 | LR: 4.91e-04 | 1273.6ms/step | 15.7 samples/s +Step 4460/44000 | Loss: 3.3847 | LR: 4.91e-04 | 1273.1ms/step | 15.7 samples/s +Step 4470/44000 | Loss: 3.3477 | LR: 4.91e-04 | 1273.7ms/step | 15.7 samples/s +Step 4480/44000 | Loss: 3.3816 | LR: 4.91e-04 | 1272.8ms/step | 15.7 samples/s +Step 4490/44000 | Loss: 3.3874 | LR: 4.91e-04 | 1272.2ms/step | 15.7 samples/s +Step 4500/44000 | Loss: 3.3805 | LR: 4.91e-04 | 1273.3ms/step | 15.7 samples/s +Validation at step 4500: Loss = 3.3835, Perplexity = 29.47 +Step 4510/44000 | Loss: 3.3717 | LR: 4.91e-04 | 3418.7ms/step | 5.9 samples/s +Step 4520/44000 | Loss: 3.3949 | LR: 4.91e-04 | 1274.5ms/step | 15.7 samples/s +Step 4530/44000 | Loss: 3.3932 | LR: 4.91e-04 | 1276.1ms/step | 15.7 samples/s +Step 4540/44000 | Loss: 3.3540 | LR: 4.91e-04 | 1275.7ms/step | 15.7 samples/s +Step 4550/44000 | Loss: 3.3475 | LR: 4.91e-04 | 1274.3ms/step | 15.7 samples/s +Step 4560/44000 | Loss: 3.3540 | LR: 4.90e-04 | 1273.8ms/step | 15.7 samples/s +Step 4570/44000 | Loss: 3.3738 | LR: 4.90e-04 | 1274.3ms/step | 15.7 samples/s +Step 4580/44000 | Loss: 3.3314 | LR: 4.90e-04 | 1275.8ms/step | 15.7 samples/s +Step 4590/44000 | Loss: 3.3327 | LR: 4.90e-04 | 1274.9ms/step | 15.7 samples/s +Step 4600/44000 | Loss: 3.3539 | LR: 4.90e-04 | 1274.9ms/step | 15.7 samples/s +Step 4610/44000 | Loss: 3.3612 | LR: 4.90e-04 | 1274.4ms/step | 15.7 samples/s +Step 4620/44000 | Loss: 3.3517 | LR: 4.90e-04 | 1273.3ms/step | 15.7 samples/s +Step 4630/44000 | Loss: 3.3620 | LR: 4.90e-04 | 1273.4ms/step | 15.7 samples/s +Step 4640/44000 | Loss: 3.3728 | LR: 4.90e-04 | 1273.4ms/step | 15.7 samples/s +Step 4650/44000 | Loss: 3.3627 | LR: 4.90e-04 | 1274.6ms/step | 15.7 samples/s +Step 4660/44000 | Loss: 3.3405 | LR: 4.90e-04 | 1273.3ms/step | 15.7 samples/s +Step 4670/44000 | Loss: 3.3329 | LR: 4.90e-04 | 1273.7ms/step | 15.7 samples/s +Step 4680/44000 | Loss: 3.3571 | LR: 4.90e-04 | 1274.1ms/step | 15.7 samples/s +Step 4690/44000 | Loss: 3.3509 | LR: 4.90e-04 | 1274.3ms/step | 15.7 samples/s +Step 4700/44000 | Loss: 3.3842 | LR: 4.90e-04 | 1274.7ms/step | 15.7 samples/s +Step 4710/44000 | Loss: 3.3607 | LR: 4.90e-04 | 1275.2ms/step | 15.7 samples/s +Step 4720/44000 | Loss: 3.3395 | LR: 4.90e-04 | 1275.5ms/step | 15.7 samples/s +Step 4730/44000 | Loss: 3.3582 | LR: 4.90e-04 | 1275.0ms/step | 15.7 samples/s +Step 4740/44000 | Loss: 3.3496 | LR: 4.90e-04 | 1275.4ms/step | 15.7 samples/s +Step 4750/44000 | Loss: 3.3599 | LR: 4.90e-04 | 1274.4ms/step | 15.7 samples/s +Validation at step 4750: Loss = 3.3649, Perplexity = 28.93 +Step 4760/44000 | Loss: 3.3385 | LR: 4.89e-04 | 3422.1ms/step | 5.8 samples/s +Step 4770/44000 | Loss: 3.3623 | LR: 4.89e-04 | 1274.8ms/step | 15.7 samples/s +Step 4780/44000 | Loss: 3.3576 | LR: 4.89e-04 | 1274.7ms/step | 15.7 samples/s +Step 4790/44000 | Loss: 3.3288 | LR: 4.89e-04 | 1274.8ms/step | 15.7 samples/s +Step 4800/44000 | Loss: 3.3541 | LR: 4.89e-04 | 1274.2ms/step | 15.7 samples/s +Step 4810/44000 | Loss: 3.3533 | LR: 4.89e-04 | 1274.7ms/step | 15.7 samples/s +Step 4820/44000 | Loss: 3.3567 | LR: 4.89e-04 | 1274.3ms/step | 15.7 samples/s +Step 4830/44000 | Loss: 3.3440 | LR: 4.89e-04 | 1274.7ms/step | 15.7 samples/s +Step 4840/44000 | Loss: 3.3579 | LR: 4.89e-04 | 1274.6ms/step | 15.7 samples/s +Step 4850/44000 | Loss: 3.3592 | LR: 4.89e-04 | 1273.9ms/step | 15.7 samples/s +Step 4860/44000 | Loss: 3.3660 | LR: 4.89e-04 | 1274.6ms/step | 15.7 samples/s +Step 4870/44000 | Loss: 3.3301 | LR: 4.89e-04 | 1275.3ms/step | 15.7 samples/s +Step 4880/44000 | Loss: 3.3294 | LR: 4.89e-04 | 1275.2ms/step | 15.7 samples/s +Step 4890/44000 | Loss: 3.3210 | LR: 4.89e-04 | 1275.2ms/step | 15.7 samples/s +Step 4900/44000 | Loss: 3.3034 | LR: 4.89e-04 | 1274.3ms/step | 15.7 samples/s +Step 4910/44000 | Loss: 3.3416 | LR: 4.89e-04 | 1275.4ms/step | 15.7 samples/s +Step 4920/44000 | Loss: 3.3417 | LR: 4.89e-04 | 1274.5ms/step | 15.7 samples/s +Step 4930/44000 | Loss: 3.3252 | LR: 4.89e-04 | 1274.3ms/step | 15.7 samples/s +Step 4940/44000 | Loss: 3.3345 | LR: 4.89e-04 | 1274.6ms/step | 15.7 samples/s +Step 4950/44000 | Loss: 3.3361 | LR: 4.88e-04 | 1275.1ms/step | 15.7 samples/s +Step 4960/44000 | Loss: 3.3267 | LR: 4.88e-04 | 1274.0ms/step | 15.7 samples/s +Step 4970/44000 | Loss: 3.3179 | LR: 4.88e-04 | 1275.0ms/step | 15.7 samples/s +Step 4980/44000 | Loss: 3.3156 | LR: 4.88e-04 | 1274.0ms/step | 15.7 samples/s +Step 4990/44000 | Loss: 3.3411 | LR: 4.88e-04 | 1275.0ms/step | 15.7 samples/s +Step 5000/44000 | Loss: 3.3377 | LR: 4.88e-04 | 1274.4ms/step | 15.7 samples/s +Validation at step 5000: Loss = 3.3476, Perplexity = 28.44 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-5000 +Step 5010/44000 | Loss: 3.3463 | LR: 4.88e-04 | 3705.6ms/step | 5.4 samples/s +Step 5020/44000 | Loss: 3.3255 | LR: 4.88e-04 | 1273.2ms/step | 15.7 samples/s +Step 5030/44000 | Loss: 3.3350 | LR: 4.88e-04 | 1273.7ms/step | 15.7 samples/s +Step 5040/44000 | Loss: 3.3435 | LR: 4.88e-04 | 1274.8ms/step | 15.7 samples/s +Step 5050/44000 | Loss: 3.3186 | LR: 4.88e-04 | 1273.3ms/step | 15.7 samples/s +Step 5060/44000 | Loss: 3.3486 | LR: 4.88e-04 | 1276.4ms/step | 15.7 samples/s +Step 5070/44000 | Loss: 3.3527 | LR: 4.88e-04 | 1275.3ms/step | 15.7 samples/s +Step 5080/44000 | Loss: 3.3446 | LR: 4.88e-04 | 1275.4ms/step | 15.7 samples/s +Step 5090/44000 | Loss: 3.3163 | LR: 4.88e-04 | 1275.6ms/step | 15.7 samples/s +Step 5100/44000 | Loss: 3.3433 | LR: 4.88e-04 | 1275.8ms/step | 15.7 samples/s +Step 5110/44000 | Loss: 3.3623 | LR: 4.88e-04 | 1275.0ms/step | 15.7 samples/s +Step 5120/44000 | Loss: 3.3588 | LR: 4.88e-04 | 1274.2ms/step | 15.7 samples/s +Step 5130/44000 | Loss: 3.3404 | LR: 4.87e-04 | 1274.7ms/step | 15.7 samples/s +Step 5140/44000 | Loss: 3.3152 | LR: 4.87e-04 | 1275.0ms/step | 15.7 samples/s +Step 5150/44000 | Loss: 3.3604 | LR: 4.87e-04 | 1276.3ms/step | 15.7 samples/s +Step 5160/44000 | Loss: 3.3588 | LR: 4.87e-04 | 1276.3ms/step | 15.7 samples/s +Step 5170/44000 | Loss: 3.3491 | LR: 4.87e-04 | 1276.5ms/step | 15.7 samples/s +Step 5180/44000 | Loss: 3.3065 | LR: 4.87e-04 | 1276.0ms/step | 15.7 samples/s +Step 5190/44000 | Loss: 3.3323 | LR: 4.87e-04 | 1275.9ms/step | 15.7 samples/s +Step 5200/44000 | Loss: 3.3005 | LR: 4.87e-04 | 1274.0ms/step | 15.7 samples/s +Step 5210/44000 | Loss: 3.3359 | LR: 4.87e-04 | 1274.7ms/step | 15.7 samples/s +Step 5220/44000 | Loss: 3.3309 | LR: 4.87e-04 | 1273.8ms/step | 15.7 samples/s +Step 5230/44000 | Loss: 3.2839 | LR: 4.87e-04 | 1274.4ms/step | 15.7 samples/s +Step 5240/44000 | Loss: 3.3135 | LR: 4.87e-04 | 1275.2ms/step | 15.7 samples/s +Step 5250/44000 | Loss: 3.3124 | LR: 4.87e-04 | 1274.8ms/step | 15.7 samples/s +Validation at step 5250: Loss = 3.3340, Perplexity = 28.05 +Step 5260/44000 | Loss: 3.3360 | LR: 4.87e-04 | 3423.7ms/step | 5.8 samples/s +Step 5270/44000 | Loss: 3.3046 | LR: 4.87e-04 | 1275.4ms/step | 15.7 samples/s +Step 5280/44000 | Loss: 3.3322 | LR: 4.87e-04 | 1276.1ms/step | 15.7 samples/s +Step 5290/44000 | Loss: 3.3182 | LR: 4.87e-04 | 1275.2ms/step | 15.7 samples/s +Step 5300/44000 | Loss: 3.2697 | LR: 4.86e-04 | 1275.2ms/step | 15.7 samples/s +Step 5310/44000 | Loss: 3.3120 | LR: 4.86e-04 | 1275.2ms/step | 15.7 samples/s +Step 5320/44000 | Loss: 3.3248 | LR: 4.86e-04 | 1274.6ms/step | 15.7 samples/s +Step 5330/44000 | Loss: 3.3201 | LR: 4.86e-04 | 1273.4ms/step | 15.7 samples/s +Step 5340/44000 | Loss: 3.3310 | LR: 4.86e-04 | 1273.8ms/step | 15.7 samples/s +Step 5350/44000 | Loss: 3.2981 | LR: 4.86e-04 | 1273.8ms/step | 15.7 samples/s +Step 5360/44000 | Loss: 3.3229 | LR: 4.86e-04 | 1276.0ms/step | 15.7 samples/s +Step 5370/44000 | Loss: 3.3211 | LR: 4.86e-04 | 1275.8ms/step | 15.7 samples/s +Step 5380/44000 | Loss: 3.3087 | LR: 4.86e-04 | 1273.8ms/step | 15.7 samples/s +Step 5390/44000 | Loss: 3.3321 | LR: 4.86e-04 | 1273.5ms/step | 15.7 samples/s +Step 5400/44000 | Loss: 3.3362 | LR: 4.86e-04 | 1273.6ms/step | 15.7 samples/s +Step 5410/44000 | Loss: 3.3230 | LR: 4.86e-04 | 1273.9ms/step | 15.7 samples/s +Step 5420/44000 | Loss: 3.3193 | LR: 4.86e-04 | 1273.2ms/step | 15.7 samples/s +Step 5430/44000 | Loss: 3.3026 | LR: 4.86e-04 | 1273.9ms/step | 15.7 samples/s +Step 5440/44000 | Loss: 3.3135 | LR: 4.86e-04 | 1273.3ms/step | 15.7 samples/s +Step 5450/44000 | Loss: 3.3261 | LR: 4.86e-04 | 1272.8ms/step | 15.7 samples/s +Step 5460/44000 | Loss: 3.3426 | LR: 4.86e-04 | 1273.2ms/step | 15.7 samples/s +Step 5470/44000 | Loss: 3.3212 | LR: 4.85e-04 | 1273.3ms/step | 15.7 samples/s +Step 5480/44000 | Loss: 3.3028 | LR: 4.85e-04 | 1272.7ms/step | 15.7 samples/s +Step 5490/44000 | Loss: 3.2904 | LR: 4.85e-04 | 1272.5ms/step | 15.7 samples/s +Step 5500/44000 | Loss: 3.3131 | LR: 4.85e-04 | 1273.4ms/step | 15.7 samples/s +Validation at step 5500: Loss = 3.3194, Perplexity = 27.64 +Step 5510/44000 | Loss: 3.3090 | LR: 4.85e-04 | 3427.6ms/step | 5.8 samples/s +Step 5520/44000 | Loss: 3.3120 | LR: 4.85e-04 | 1275.2ms/step | 15.7 samples/s +Step 5530/44000 | Loss: 3.2812 | LR: 4.85e-04 | 1275.0ms/step | 15.7 samples/s +Step 5540/44000 | Loss: 3.3158 | LR: 4.85e-04 | 1274.9ms/step | 15.7 samples/s +Step 5550/44000 | Loss: 3.2972 | LR: 4.85e-04 | 1274.3ms/step | 15.7 samples/s +Step 5560/44000 | Loss: 3.3064 | LR: 4.85e-04 | 1274.1ms/step | 15.7 samples/s +Step 5570/44000 | Loss: 3.3016 | LR: 4.85e-04 | 1274.0ms/step | 15.7 samples/s +Step 5580/44000 | Loss: 3.2890 | LR: 4.85e-04 | 1275.2ms/step | 15.7 samples/s +Step 5590/44000 | Loss: 3.2831 | LR: 4.85e-04 | 1275.6ms/step | 15.7 samples/s +Step 5600/44000 | Loss: 3.2841 | LR: 4.85e-04 | 1273.7ms/step | 15.7 samples/s +Step 5610/44000 | Loss: 3.3145 | LR: 4.85e-04 | 1274.7ms/step | 15.7 samples/s +Step 5620/44000 | Loss: 3.2979 | LR: 4.85e-04 | 1274.6ms/step | 15.7 samples/s +Step 5630/44000 | Loss: 3.3185 | LR: 4.84e-04 | 1274.8ms/step | 15.7 samples/s +Step 5640/44000 | Loss: 3.2895 | LR: 4.84e-04 | 1275.6ms/step | 15.7 samples/s +Step 5650/44000 | Loss: 3.2875 | LR: 4.84e-04 | 1274.9ms/step | 15.7 samples/s +Step 5660/44000 | Loss: 3.2743 | LR: 4.84e-04 | 1274.1ms/step | 15.7 samples/s +Step 5670/44000 | Loss: 3.2933 | LR: 4.84e-04 | 1273.8ms/step | 15.7 samples/s +Step 5680/44000 | Loss: 3.2751 | LR: 4.84e-04 | 1273.6ms/step | 15.7 samples/s +Step 5690/44000 | Loss: 3.3228 | LR: 4.84e-04 | 1274.7ms/step | 15.7 samples/s +Step 5700/44000 | Loss: 3.3129 | LR: 4.84e-04 | 1275.6ms/step | 15.7 samples/s +Step 5710/44000 | Loss: 3.2608 | LR: 4.84e-04 | 1274.9ms/step | 15.7 samples/s +Step 5720/44000 | Loss: 3.2602 | LR: 4.84e-04 | 1275.2ms/step | 15.7 samples/s +Step 5730/44000 | Loss: 3.2800 | LR: 4.84e-04 | 1275.8ms/step | 15.7 samples/s +Step 5740/44000 | Loss: 3.2827 | LR: 4.84e-04 | 1274.8ms/step | 15.7 samples/s +Step 5750/44000 | Loss: 3.2860 | LR: 4.84e-04 | 1274.9ms/step | 15.7 samples/s +Validation at step 5750: Loss = 3.3061, Perplexity = 27.28 +Step 5760/44000 | Loss: 3.3092 | LR: 4.84e-04 | 3416.9ms/step | 5.9 samples/s +Step 5770/44000 | Loss: 3.3148 | LR: 4.84e-04 | 1273.7ms/step | 15.7 samples/s +Step 5780/44000 | Loss: 3.2928 | LR: 4.83e-04 | 1274.6ms/step | 15.7 samples/s +Step 5790/44000 | Loss: 3.2770 | LR: 4.83e-04 | 1275.1ms/step | 15.7 samples/s +Step 5800/44000 | Loss: 3.3020 | LR: 4.83e-04 | 1274.8ms/step | 15.7 samples/s +Step 5810/44000 | Loss: 3.3157 | LR: 4.83e-04 | 1274.6ms/step | 15.7 samples/s +Step 5820/44000 | Loss: 3.2978 | LR: 4.83e-04 | 1274.2ms/step | 15.7 samples/s +Step 5830/44000 | Loss: 3.2941 | LR: 4.83e-04 | 1275.1ms/step | 15.7 samples/s +Step 5840/44000 | Loss: 3.2880 | LR: 4.83e-04 | 1274.5ms/step | 15.7 samples/s +Step 5850/44000 | Loss: 3.2693 | LR: 4.83e-04 | 1274.7ms/step | 15.7 samples/s +Step 5860/44000 | Loss: 3.2974 | LR: 4.83e-04 | 1275.6ms/step | 15.7 samples/s +Step 5870/44000 | Loss: 3.3039 | LR: 4.83e-04 | 1274.9ms/step | 15.7 samples/s +Step 5880/44000 | Loss: 3.2822 | LR: 4.83e-04 | 1275.6ms/step | 15.7 samples/s +Step 5890/44000 | Loss: 3.2987 | LR: 4.83e-04 | 1275.3ms/step | 15.7 samples/s +Step 5900/44000 | Loss: 3.2868 | LR: 4.83e-04 | 1275.1ms/step | 15.7 samples/s +Step 5910/44000 | Loss: 3.2941 | LR: 4.83e-04 | 1275.0ms/step | 15.7 samples/s +Step 5920/44000 | Loss: 3.3024 | LR: 4.83e-04 | 1273.9ms/step | 15.7 samples/s +Step 5930/44000 | Loss: 3.2543 | LR: 4.83e-04 | 1274.8ms/step | 15.7 samples/s +Step 5940/44000 | Loss: 3.3042 | LR: 4.82e-04 | 1273.2ms/step | 15.7 samples/s +Step 5950/44000 | Loss: 3.2665 | LR: 4.82e-04 | 1274.3ms/step | 15.7 samples/s +Step 5960/44000 | Loss: 3.2591 | LR: 4.82e-04 | 1273.0ms/step | 15.7 samples/s +Step 5970/44000 | Loss: 3.2643 | LR: 4.82e-04 | 1273.3ms/step | 15.7 samples/s +Step 5980/44000 | Loss: 3.2586 | LR: 4.82e-04 | 1274.9ms/step | 15.7 samples/s +Step 5990/44000 | Loss: 3.2583 | LR: 4.82e-04 | 1275.1ms/step | 15.7 samples/s +Step 6000/44000 | Loss: 3.2842 | LR: 4.82e-04 | 1274.2ms/step | 15.7 samples/s +Validation at step 6000: Loss = 3.2927, Perplexity = 26.92 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-6000 +Step 6010/44000 | Loss: 3.3052 | LR: 4.82e-04 | 3704.9ms/step | 5.4 samples/s +Step 6020/44000 | Loss: 3.2683 | LR: 4.82e-04 | 1271.6ms/step | 15.7 samples/s +Step 6030/44000 | Loss: 3.2725 | LR: 4.82e-04 | 1271.2ms/step | 15.7 samples/s +Step 6040/44000 | Loss: 3.2759 | LR: 4.82e-04 | 1273.4ms/step | 15.7 samples/s +Step 6050/44000 | Loss: 3.2798 | LR: 4.82e-04 | 1273.5ms/step | 15.7 samples/s +Step 6060/44000 | Loss: 3.3038 | LR: 4.82e-04 | 1274.6ms/step | 15.7 samples/s +Step 6070/44000 | Loss: 3.2835 | LR: 4.82e-04 | 1273.3ms/step | 15.7 samples/s +Step 6080/44000 | Loss: 3.2762 | LR: 4.81e-04 | 1273.5ms/step | 15.7 samples/s +Step 6090/44000 | Loss: 3.3038 | LR: 4.81e-04 | 1274.3ms/step | 15.7 samples/s +Step 6100/44000 | Loss: 3.2576 | LR: 4.81e-04 | 1274.0ms/step | 15.7 samples/s +Step 6110/44000 | Loss: 3.2731 | LR: 4.81e-04 | 1273.4ms/step | 15.7 samples/s +Step 6120/44000 | Loss: 3.2540 | LR: 4.81e-04 | 1275.7ms/step | 15.7 samples/s +Step 6130/44000 | Loss: 3.2720 | LR: 4.81e-04 | 1273.8ms/step | 15.7 samples/s +Step 6140/44000 | Loss: 3.2581 | LR: 4.81e-04 | 1274.8ms/step | 15.7 samples/s +Step 6150/44000 | Loss: 3.2666 | LR: 4.81e-04 | 1273.6ms/step | 15.7 samples/s +Step 6160/44000 | Loss: 3.2642 | LR: 4.81e-04 | 1274.6ms/step | 15.7 samples/s +Step 6170/44000 | Loss: 3.2807 | LR: 4.81e-04 | 1275.8ms/step | 15.7 samples/s +Step 6180/44000 | Loss: 3.2772 | LR: 4.81e-04 | 1275.5ms/step | 15.7 samples/s +Step 6190/44000 | Loss: 3.2613 | LR: 4.81e-04 | 1274.9ms/step | 15.7 samples/s +Step 6200/44000 | Loss: 3.2759 | LR: 4.81e-04 | 1274.7ms/step | 15.7 samples/s +Step 6210/44000 | Loss: 3.2725 | LR: 4.81e-04 | 1274.8ms/step | 15.7 samples/s +Step 6220/44000 | Loss: 3.3054 | LR: 4.81e-04 | 1275.8ms/step | 15.7 samples/s +Step 6230/44000 | Loss: 3.2722 | LR: 4.80e-04 | 1272.9ms/step | 15.7 samples/s +Step 6240/44000 | Loss: 3.2904 | LR: 4.80e-04 | 1273.5ms/step | 15.7 samples/s +Step 6250/44000 | Loss: 3.2852 | LR: 4.80e-04 | 1275.5ms/step | 15.7 samples/s +Validation at step 6250: Loss = 3.2891, Perplexity = 26.82 +Step 6260/44000 | Loss: 3.2792 | LR: 4.80e-04 | 3415.8ms/step | 5.9 samples/s +Step 6270/44000 | Loss: 3.3030 | LR: 4.80e-04 | 1273.5ms/step | 15.7 samples/s +Step 6280/44000 | Loss: 3.2562 | LR: 4.80e-04 | 1274.2ms/step | 15.7 samples/s +Step 6290/44000 | Loss: 3.2857 | LR: 4.80e-04 | 1274.7ms/step | 15.7 samples/s +Step 6300/44000 | Loss: 3.2626 | LR: 4.80e-04 | 1274.6ms/step | 15.7 samples/s +Step 6310/44000 | Loss: 3.2672 | LR: 4.80e-04 | 1273.4ms/step | 15.7 samples/s +Step 6320/44000 | Loss: 3.2605 | LR: 4.80e-04 | 1273.9ms/step | 15.7 samples/s +Step 6330/44000 | Loss: 3.2687 | LR: 4.80e-04 | 1274.5ms/step | 15.7 samples/s +Step 6340/44000 | Loss: 3.2789 | LR: 4.80e-04 | 1273.9ms/step | 15.7 samples/s +Step 6350/44000 | Loss: 3.2389 | LR: 4.80e-04 | 1274.7ms/step | 15.7 samples/s +Step 6360/44000 | Loss: 3.2938 | LR: 4.80e-04 | 1273.7ms/step | 15.7 samples/s +Step 6370/44000 | Loss: 3.2624 | LR: 4.79e-04 | 1273.2ms/step | 15.7 samples/s +Step 6380/44000 | Loss: 3.2509 | LR: 4.79e-04 | 1273.6ms/step | 15.7 samples/s +Step 6390/44000 | Loss: 3.2421 | LR: 4.79e-04 | 1273.5ms/step | 15.7 samples/s +Step 6400/44000 | Loss: 3.2749 | LR: 4.79e-04 | 1273.6ms/step | 15.7 samples/s +Step 6410/44000 | Loss: 3.2454 | LR: 4.79e-04 | 1272.9ms/step | 15.7 samples/s +Step 6420/44000 | Loss: 3.2753 | LR: 4.79e-04 | 1275.9ms/step | 15.7 samples/s +Step 6430/44000 | Loss: 3.2384 | LR: 4.79e-04 | 1275.2ms/step | 15.7 samples/s +Step 6440/44000 | Loss: 3.2541 | LR: 4.79e-04 | 1274.2ms/step | 15.7 samples/s +Step 6450/44000 | Loss: 3.2507 | LR: 4.79e-04 | 1275.4ms/step | 15.7 samples/s +Step 6460/44000 | Loss: 3.2617 | LR: 4.79e-04 | 1274.0ms/step | 15.7 samples/s +Step 6470/44000 | Loss: 3.2415 | LR: 4.79e-04 | 1273.0ms/step | 15.7 samples/s +Step 6480/44000 | Loss: 3.2552 | LR: 4.79e-04 | 1273.7ms/step | 15.7 samples/s +Step 6490/44000 | Loss: 3.2480 | LR: 4.79e-04 | 1273.1ms/step | 15.7 samples/s +Step 6500/44000 | Loss: 3.2453 | LR: 4.79e-04 | 1273.4ms/step | 15.7 samples/s +Validation at step 6500: Loss = 3.2730, Perplexity = 26.39 +Step 6510/44000 | Loss: 3.2717 | LR: 4.78e-04 | 3421.9ms/step | 5.8 samples/s +Step 6520/44000 | Loss: 3.2776 | LR: 4.78e-04 | 1274.8ms/step | 15.7 samples/s +Step 6530/44000 | Loss: 3.2737 | LR: 4.78e-04 | 1275.9ms/step | 15.7 samples/s +Step 6540/44000 | Loss: 3.2704 | LR: 4.78e-04 | 1275.7ms/step | 15.7 samples/s +Step 6550/44000 | Loss: 3.2712 | LR: 4.78e-04 | 1274.2ms/step | 15.7 samples/s +Step 6560/44000 | Loss: 3.2520 | LR: 4.78e-04 | 1273.5ms/step | 15.7 samples/s +Step 6570/44000 | Loss: 3.2540 | LR: 4.78e-04 | 1273.3ms/step | 15.7 samples/s +Step 6580/44000 | Loss: 3.2927 | LR: 4.78e-04 | 1274.3ms/step | 15.7 samples/s +Step 6590/44000 | Loss: 3.2582 | LR: 4.78e-04 | 1274.4ms/step | 15.7 samples/s +Step 6600/44000 | Loss: 3.2480 | LR: 4.78e-04 | 1274.5ms/step | 15.7 samples/s +Step 6610/44000 | Loss: 3.2136 | LR: 4.78e-04 | 1275.0ms/step | 15.7 samples/s +Step 6620/44000 | Loss: 3.2459 | LR: 4.78e-04 | 1274.5ms/step | 15.7 samples/s +Step 6630/44000 | Loss: 3.2497 | LR: 4.78e-04 | 1273.4ms/step | 15.7 samples/s +Step 6640/44000 | Loss: 3.2396 | LR: 4.77e-04 | 1273.8ms/step | 15.7 samples/s +Step 6650/44000 | Loss: 3.2663 | LR: 4.77e-04 | 1273.7ms/step | 15.7 samples/s +Step 6660/44000 | Loss: 3.2912 | LR: 4.77e-04 | 1274.3ms/step | 15.7 samples/s +Step 6670/44000 | Loss: 3.2384 | LR: 4.77e-04 | 1274.8ms/step | 15.7 samples/s +Step 6680/44000 | Loss: 3.2613 | LR: 4.77e-04 | 1275.1ms/step | 15.7 samples/s +Step 6690/44000 | Loss: 3.2619 | LR: 4.77e-04 | 1274.1ms/step | 15.7 samples/s +Step 6700/44000 | Loss: 3.2633 | LR: 4.77e-04 | 1273.3ms/step | 15.7 samples/s +Step 6710/44000 | Loss: 3.2611 | LR: 4.77e-04 | 1274.9ms/step | 15.7 samples/s +Step 6720/44000 | Loss: 3.2268 | LR: 4.77e-04 | 1274.9ms/step | 15.7 samples/s +Step 6730/44000 | Loss: 3.2604 | LR: 4.77e-04 | 1275.5ms/step | 15.7 samples/s +Step 6740/44000 | Loss: 3.2362 | LR: 4.77e-04 | 1273.6ms/step | 15.7 samples/s +Step 6750/44000 | Loss: 3.2433 | LR: 4.77e-04 | 1274.4ms/step | 15.7 samples/s +Validation at step 6750: Loss = 3.2632, Perplexity = 26.13 +Step 6760/44000 | Loss: 3.2683 | LR: 4.77e-04 | 3420.2ms/step | 5.8 samples/s +Step 6770/44000 | Loss: 3.2662 | LR: 4.76e-04 | 1275.0ms/step | 15.7 samples/s +Step 6780/44000 | Loss: 3.2624 | LR: 4.76e-04 | 1275.0ms/step | 15.7 samples/s +Step 6790/44000 | Loss: 3.2544 | LR: 4.76e-04 | 1275.7ms/step | 15.7 samples/s +Step 6800/44000 | Loss: 3.2075 | LR: 4.76e-04 | 1275.3ms/step | 15.7 samples/s +Step 6810/44000 | Loss: 3.2700 | LR: 4.76e-04 | 1274.4ms/step | 15.7 samples/s +Step 6820/44000 | Loss: 3.2325 | LR: 4.76e-04 | 1275.0ms/step | 15.7 samples/s +Step 6830/44000 | Loss: 3.2504 | LR: 4.76e-04 | 1273.5ms/step | 15.7 samples/s +Step 6840/44000 | Loss: 3.2543 | LR: 4.76e-04 | 1275.3ms/step | 15.7 samples/s +Step 6850/44000 | Loss: 3.2568 | LR: 4.76e-04 | 1274.7ms/step | 15.7 samples/s +Step 6860/44000 | Loss: 3.2557 | LR: 4.76e-04 | 1275.9ms/step | 15.7 samples/s +Step 6870/44000 | Loss: 3.2316 | LR: 4.76e-04 | 1276.7ms/step | 15.7 samples/s +Step 6880/44000 | Loss: 3.2037 | LR: 4.76e-04 | 1275.4ms/step | 15.7 samples/s +Step 6890/44000 | Loss: 3.2591 | LR: 4.76e-04 | 1276.0ms/step | 15.7 samples/s +Step 6900/44000 | Loss: 3.2718 | LR: 4.75e-04 | 1275.8ms/step | 15.7 samples/s +Step 6910/44000 | Loss: 3.2343 | LR: 4.75e-04 | 1275.4ms/step | 15.7 samples/s +Step 6920/44000 | Loss: 3.2532 | LR: 4.75e-04 | 1275.0ms/step | 15.7 samples/s +Step 6930/44000 | Loss: 3.2353 | LR: 4.75e-04 | 1273.9ms/step | 15.7 samples/s +Step 6940/44000 | Loss: 3.2608 | LR: 4.75e-04 | 1272.4ms/step | 15.7 samples/s +Step 6950/44000 | Loss: 3.2613 | LR: 4.75e-04 | 1272.1ms/step | 15.7 samples/s +Step 6960/44000 | Loss: 3.2326 | LR: 4.75e-04 | 1273.8ms/step | 15.7 samples/s +Step 6970/44000 | Loss: 3.2557 | LR: 4.75e-04 | 1273.5ms/step | 15.7 samples/s +Step 6980/44000 | Loss: 3.2223 | LR: 4.75e-04 | 1273.4ms/step | 15.7 samples/s +Step 6990/44000 | Loss: 3.2305 | LR: 4.75e-04 | 1273.9ms/step | 15.7 samples/s +Step 7000/44000 | Loss: 3.2376 | LR: 4.75e-04 | 1273.9ms/step | 15.7 samples/s +Validation at step 7000: Loss = 3.2526, Perplexity = 25.86 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-7000 +Step 7010/44000 | Loss: 3.2295 | LR: 4.75e-04 | 3703.9ms/step | 5.4 samples/s +Step 7020/44000 | Loss: 3.2303 | LR: 4.75e-04 | 1268.7ms/step | 15.8 samples/s +Step 7030/44000 | Loss: 3.2539 | LR: 4.74e-04 | 1270.0ms/step | 15.7 samples/s +Step 7040/44000 | Loss: 3.2444 | LR: 4.74e-04 | 1270.6ms/step | 15.7 samples/s +Step 7050/44000 | Loss: 3.2693 | LR: 4.74e-04 | 1273.6ms/step | 15.7 samples/s +Step 7060/44000 | Loss: 3.2508 | LR: 4.74e-04 | 1273.3ms/step | 15.7 samples/s +Step 7070/44000 | Loss: 3.2388 | LR: 4.74e-04 | 1273.4ms/step | 15.7 samples/s +Step 7080/44000 | Loss: 3.2307 | LR: 4.74e-04 | 1274.7ms/step | 15.7 samples/s +Step 7090/44000 | Loss: 3.2100 | LR: 4.74e-04 | 1274.9ms/step | 15.7 samples/s +Step 7100/44000 | Loss: 3.2362 | LR: 4.74e-04 | 1275.4ms/step | 15.7 samples/s +Step 7110/44000 | Loss: 3.2104 | LR: 4.74e-04 | 1274.5ms/step | 15.7 samples/s +Step 7120/44000 | Loss: 3.2300 | LR: 4.74e-04 | 1273.4ms/step | 15.7 samples/s +Step 7130/44000 | Loss: 3.2427 | LR: 4.74e-04 | 1273.6ms/step | 15.7 samples/s +Step 7140/44000 | Loss: 3.2628 | LR: 4.74e-04 | 1275.6ms/step | 15.7 samples/s +Step 7150/44000 | Loss: 3.2428 | LR: 4.73e-04 | 1276.1ms/step | 15.7 samples/s +Step 7160/44000 | Loss: 3.2526 | LR: 4.73e-04 | 1276.3ms/step | 15.7 samples/s +Step 7170/44000 | Loss: 3.2551 | LR: 4.73e-04 | 1275.0ms/step | 15.7 samples/s +Step 7180/44000 | Loss: 3.2381 | LR: 4.73e-04 | 1274.3ms/step | 15.7 samples/s +Step 7190/44000 | Loss: 3.1996 | LR: 4.73e-04 | 1273.7ms/step | 15.7 samples/s +Step 7200/44000 | Loss: 3.2519 | LR: 4.73e-04 | 1273.3ms/step | 15.7 samples/s +Step 7210/44000 | Loss: 3.2725 | LR: 4.73e-04 | 1274.5ms/step | 15.7 samples/s +Step 7220/44000 | Loss: 3.2549 | LR: 4.73e-04 | 1273.7ms/step | 15.7 samples/s +Step 7230/44000 | Loss: 3.2521 | LR: 4.73e-04 | 1275.9ms/step | 15.7 samples/s +Step 7240/44000 | Loss: 3.2410 | LR: 4.73e-04 | 1275.7ms/step | 15.7 samples/s +Step 7250/44000 | Loss: 3.2456 | LR: 4.73e-04 | 1275.4ms/step | 15.7 samples/s +Validation at step 7250: Loss = 3.2434, Perplexity = 25.62 +Step 7260/44000 | Loss: 3.2266 | LR: 4.73e-04 | 3408.9ms/step | 5.9 samples/s +Step 7270/44000 | Loss: 3.2370 | LR: 4.72e-04 | 1271.2ms/step | 15.7 samples/s +Step 7280/44000 | Loss: 3.2163 | LR: 4.72e-04 | 1272.7ms/step | 15.7 samples/s +Step 7290/44000 | Loss: 3.2575 | LR: 4.72e-04 | 1273.6ms/step | 15.7 samples/s +Step 7300/44000 | Loss: 3.2400 | LR: 4.72e-04 | 1274.1ms/step | 15.7 samples/s +Step 7310/44000 | Loss: 3.2564 | LR: 4.72e-04 | 1274.0ms/step | 15.7 samples/s +Step 7320/44000 | Loss: 3.2566 | LR: 4.72e-04 | 1274.9ms/step | 15.7 samples/s +Step 7330/44000 | Loss: 3.2500 | LR: 4.72e-04 | 1274.4ms/step | 15.7 samples/s +Step 7340/44000 | Loss: 3.2591 | LR: 4.72e-04 | 1276.2ms/step | 15.7 samples/s +Step 7350/44000 | Loss: 3.2064 | LR: 4.72e-04 | 1275.1ms/step | 15.7 samples/s +Step 7360/44000 | Loss: 3.2148 | LR: 4.72e-04 | 1275.2ms/step | 15.7 samples/s +Step 7370/44000 | Loss: 3.2056 | LR: 4.72e-04 | 1274.5ms/step | 15.7 samples/s +Step 7380/44000 | Loss: 3.2353 | LR: 4.72e-04 | 1274.2ms/step | 15.7 samples/s +Step 7390/44000 | Loss: 3.2426 | LR: 4.71e-04 | 1274.0ms/step | 15.7 samples/s +Step 7400/44000 | Loss: 3.2336 | LR: 4.71e-04 | 1275.5ms/step | 15.7 samples/s +Step 7410/44000 | Loss: 3.2552 | LR: 4.71e-04 | 1274.3ms/step | 15.7 samples/s +Step 7420/44000 | Loss: 3.2577 | LR: 4.71e-04 | 1275.5ms/step | 15.7 samples/s +Step 7430/44000 | Loss: 3.2380 | LR: 4.71e-04 | 1275.7ms/step | 15.7 samples/s +Step 7440/44000 | Loss: 3.2388 | LR: 4.71e-04 | 1275.7ms/step | 15.7 samples/s +Step 7450/44000 | Loss: 3.2540 | LR: 4.71e-04 | 1275.5ms/step | 15.7 samples/s +Step 7460/44000 | Loss: 3.1974 | LR: 4.71e-04 | 1276.0ms/step | 15.7 samples/s +Step 7470/44000 | Loss: 3.2406 | LR: 4.71e-04 | 1275.3ms/step | 15.7 samples/s +Step 7480/44000 | Loss: 3.1945 | LR: 4.71e-04 | 1274.0ms/step | 15.7 samples/s +Step 7490/44000 | Loss: 3.2363 | LR: 4.71e-04 | 1275.2ms/step | 15.7 samples/s +Step 7500/44000 | Loss: 3.2001 | LR: 4.71e-04 | 1275.2ms/step | 15.7 samples/s +Validation at step 7500: Loss = 3.2367, Perplexity = 25.45 +Step 7510/44000 | Loss: 3.2114 | LR: 4.70e-04 | 3419.7ms/step | 5.8 samples/s +Step 7520/44000 | Loss: 3.2272 | LR: 4.70e-04 | 1275.6ms/step | 15.7 samples/s +Step 7530/44000 | Loss: 3.2552 | LR: 4.70e-04 | 1274.9ms/step | 15.7 samples/s +Step 7540/44000 | Loss: 3.2112 | LR: 4.70e-04 | 1275.7ms/step | 15.7 samples/s +Step 7550/44000 | Loss: 3.2174 | LR: 4.70e-04 | 1276.0ms/step | 15.7 samples/s +Step 7560/44000 | Loss: 3.2190 | LR: 4.70e-04 | 1275.4ms/step | 15.7 samples/s +Step 7570/44000 | Loss: 3.2496 | LR: 4.70e-04 | 1274.0ms/step | 15.7 samples/s +Step 7580/44000 | Loss: 3.2061 | LR: 4.70e-04 | 1274.2ms/step | 15.7 samples/s +Step 7590/44000 | Loss: 3.2509 | LR: 4.70e-04 | 1274.2ms/step | 15.7 samples/s +Step 7600/44000 | Loss: 3.2304 | LR: 4.70e-04 | 1274.7ms/step | 15.7 samples/s +Step 7610/44000 | Loss: 3.2476 | LR: 4.70e-04 | 1275.4ms/step | 15.7 samples/s +Step 7620/44000 | Loss: 3.2013 | LR: 4.70e-04 | 1274.7ms/step | 15.7 samples/s +Step 7630/44000 | Loss: 3.2549 | LR: 4.69e-04 | 1275.4ms/step | 15.7 samples/s +Step 7640/44000 | Loss: 3.2143 | LR: 4.69e-04 | 1274.4ms/step | 15.7 samples/s +Step 7650/44000 | Loss: 3.2267 | LR: 4.69e-04 | 1275.5ms/step | 15.7 samples/s +Step 7660/44000 | Loss: 3.2369 | LR: 4.69e-04 | 1275.9ms/step | 15.7 samples/s +Step 7670/44000 | Loss: 3.2157 | LR: 4.69e-04 | 1275.2ms/step | 15.7 samples/s +Step 7680/44000 | Loss: 3.2359 | LR: 4.69e-04 | 1275.2ms/step | 15.7 samples/s +Step 7690/44000 | Loss: 3.1979 | LR: 4.69e-04 | 1275.6ms/step | 15.7 samples/s +Step 7700/44000 | Loss: 3.2230 | LR: 4.69e-04 | 1273.5ms/step | 15.7 samples/s +Step 7710/44000 | Loss: 3.2472 | LR: 4.69e-04 | 1275.6ms/step | 15.7 samples/s +Step 7720/44000 | Loss: 3.2467 | LR: 4.69e-04 | 1274.7ms/step | 15.7 samples/s +Step 7730/44000 | Loss: 3.2416 | LR: 4.69e-04 | 1272.6ms/step | 15.7 samples/s +Step 7740/44000 | Loss: 3.2109 | LR: 4.68e-04 | 1273.5ms/step | 15.7 samples/s +Step 7750/44000 | Loss: 3.1882 | LR: 4.68e-04 | 1273.7ms/step | 15.7 samples/s +Validation at step 7750: Loss = 3.2268, Perplexity = 25.20 +Step 7760/44000 | Loss: 3.1989 | LR: 4.68e-04 | 3419.3ms/step | 5.8 samples/s +Step 7770/44000 | Loss: 3.2020 | LR: 4.68e-04 | 1273.8ms/step | 15.7 samples/s +Step 7780/44000 | Loss: 3.1985 | LR: 4.68e-04 | 1275.1ms/step | 15.7 samples/s +Step 7790/44000 | Loss: 3.2227 | LR: 4.68e-04 | 1276.2ms/step | 15.7 samples/s +Step 7800/44000 | Loss: 3.2125 | LR: 4.68e-04 | 1275.1ms/step | 15.7 samples/s +Step 7810/44000 | Loss: 3.2004 | LR: 4.68e-04 | 1274.7ms/step | 15.7 samples/s +Step 7820/44000 | Loss: 3.2150 | LR: 4.68e-04 | 1274.1ms/step | 15.7 samples/s +Step 7830/44000 | Loss: 3.2312 | LR: 4.68e-04 | 1275.3ms/step | 15.7 samples/s +Step 7840/44000 | Loss: 3.2099 | LR: 4.68e-04 | 1274.6ms/step | 15.7 samples/s +Step 7850/44000 | Loss: 3.1914 | LR: 4.67e-04 | 1273.3ms/step | 15.7 samples/s +Step 7860/44000 | Loss: 3.2079 | LR: 4.67e-04 | 1274.4ms/step | 15.7 samples/s +Step 7870/44000 | Loss: 3.2114 | LR: 4.67e-04 | 1275.1ms/step | 15.7 samples/s +Step 7880/44000 | Loss: 3.1719 | LR: 4.67e-04 | 1275.2ms/step | 15.7 samples/s +Step 7890/44000 | Loss: 3.1906 | LR: 4.67e-04 | 1274.7ms/step | 15.7 samples/s +Step 7900/44000 | Loss: 3.2387 | LR: 4.67e-04 | 1274.0ms/step | 15.7 samples/s +Step 7910/44000 | Loss: 3.1866 | LR: 4.67e-04 | 1274.7ms/step | 15.7 samples/s +Step 7920/44000 | Loss: 3.2233 | LR: 4.67e-04 | 1271.7ms/step | 15.7 samples/s +Step 7930/44000 | Loss: 3.2017 | LR: 4.67e-04 | 1269.0ms/step | 15.8 samples/s +Step 7940/44000 | Loss: 3.2178 | LR: 4.67e-04 | 1271.1ms/step | 15.7 samples/s +Step 7950/44000 | Loss: 3.2115 | LR: 4.67e-04 | 1272.8ms/step | 15.7 samples/s +Step 7960/44000 | Loss: 3.2062 | LR: 4.66e-04 | 1274.1ms/step | 15.7 samples/s +Step 7970/44000 | Loss: 3.2006 | LR: 4.66e-04 | 1274.0ms/step | 15.7 samples/s +Step 7980/44000 | Loss: 3.2265 | LR: 4.66e-04 | 1274.2ms/step | 15.7 samples/s +Step 7990/44000 | Loss: 3.2236 | LR: 4.66e-04 | 1275.0ms/step | 15.7 samples/s +Step 8000/44000 | Loss: 3.1949 | LR: 4.66e-04 | 1274.6ms/step | 15.7 samples/s +Validation at step 8000: Loss = 3.2188, Perplexity = 25.00 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-8000 +Step 8010/44000 | Loss: 3.1660 | LR: 4.66e-04 | 3717.2ms/step | 5.4 samples/s +Step 8020/44000 | Loss: 3.1868 | LR: 4.66e-04 | 1273.7ms/step | 15.7 samples/s +Step 8030/44000 | Loss: 3.1881 | LR: 4.66e-04 | 1275.0ms/step | 15.7 samples/s +Step 8040/44000 | Loss: 3.2133 | LR: 4.66e-04 | 1274.9ms/step | 15.7 samples/s +Step 8050/44000 | Loss: 3.1949 | LR: 4.66e-04 | 1273.9ms/step | 15.7 samples/s +Step 8060/44000 | Loss: 3.2290 | LR: 4.66e-04 | 1275.1ms/step | 15.7 samples/s +Step 8070/44000 | Loss: 3.1943 | LR: 4.65e-04 | 1274.1ms/step | 15.7 samples/s +Step 8080/44000 | Loss: 3.1840 | LR: 4.65e-04 | 1273.4ms/step | 15.7 samples/s +Step 8090/44000 | Loss: 3.1858 | LR: 4.65e-04 | 1273.1ms/step | 15.7 samples/s +Step 8100/44000 | Loss: 3.2084 | LR: 4.65e-04 | 1273.7ms/step | 15.7 samples/s +Step 8110/44000 | Loss: 3.2027 | LR: 4.65e-04 | 1274.0ms/step | 15.7 samples/s +Step 8120/44000 | Loss: 3.1961 | LR: 4.65e-04 | 1274.9ms/step | 15.7 samples/s +Step 8130/44000 | Loss: 3.1970 | LR: 4.65e-04 | 1275.0ms/step | 15.7 samples/s +Step 8140/44000 | Loss: 3.2319 | LR: 4.65e-04 | 1274.8ms/step | 15.7 samples/s +Step 8150/44000 | Loss: 3.1948 | LR: 4.65e-04 | 1276.0ms/step | 15.7 samples/s +Step 8160/44000 | Loss: 3.1868 | LR: 4.65e-04 | 1276.0ms/step | 15.7 samples/s +Step 8170/44000 | Loss: 3.2118 | LR: 4.65e-04 | 1275.2ms/step | 15.7 samples/s +Step 8180/44000 | Loss: 3.2004 | LR: 4.64e-04 | 1278.0ms/step | 15.6 samples/s +Step 8190/44000 | Loss: 3.1934 | LR: 4.64e-04 | 1276.3ms/step | 15.7 samples/s +Step 8200/44000 | Loss: 3.2193 | LR: 4.64e-04 | 1274.2ms/step | 15.7 samples/s +Step 8210/44000 | Loss: 3.2196 | LR: 4.64e-04 | 1273.5ms/step | 15.7 samples/s +Step 8220/44000 | Loss: 3.2243 | LR: 4.64e-04 | 1275.7ms/step | 15.7 samples/s +Step 8230/44000 | Loss: 3.1857 | LR: 4.64e-04 | 1273.6ms/step | 15.7 samples/s +Step 8240/44000 | Loss: 3.1978 | LR: 4.64e-04 | 1273.4ms/step | 15.7 samples/s +Step 8250/44000 | Loss: 3.1953 | LR: 4.64e-04 | 1275.2ms/step | 15.7 samples/s +Validation at step 8250: Loss = 3.2116, Perplexity = 24.82 +Step 8260/44000 | Loss: 3.1808 | LR: 4.64e-04 | 3419.2ms/step | 5.8 samples/s +Step 8270/44000 | Loss: 3.2239 | LR: 4.64e-04 | 1270.9ms/step | 15.7 samples/s +Step 8280/44000 | Loss: 3.2006 | LR: 4.64e-04 | 1272.5ms/step | 15.7 samples/s +Step 8290/44000 | Loss: 3.2050 | LR: 4.63e-04 | 1273.4ms/step | 15.7 samples/s +Step 8300/44000 | Loss: 3.1601 | LR: 4.63e-04 | 1274.1ms/step | 15.7 samples/s +Step 8310/44000 | Loss: 3.2120 | LR: 4.63e-04 | 1274.6ms/step | 15.7 samples/s +Step 8320/44000 | Loss: 3.1870 | LR: 4.63e-04 | 1275.3ms/step | 15.7 samples/s +Step 8330/44000 | Loss: 3.1940 | LR: 4.63e-04 | 1275.7ms/step | 15.7 samples/s +Step 8340/44000 | Loss: 3.2391 | LR: 4.63e-04 | 1275.1ms/step | 15.7 samples/s +Step 8350/44000 | Loss: 3.1875 | LR: 4.63e-04 | 1275.0ms/step | 15.7 samples/s +Step 8360/44000 | Loss: 3.2131 | LR: 4.63e-04 | 1276.0ms/step | 15.7 samples/s +Step 8370/44000 | Loss: 3.1979 | LR: 4.63e-04 | 1275.5ms/step | 15.7 samples/s +Step 8380/44000 | Loss: 3.2362 | LR: 4.63e-04 | 1274.1ms/step | 15.7 samples/s +Step 8390/44000 | Loss: 3.1700 | LR: 4.62e-04 | 1274.4ms/step | 15.7 samples/s +Step 8400/44000 | Loss: 3.1865 | LR: 4.62e-04 | 1274.8ms/step | 15.7 samples/s +Step 8410/44000 | Loss: 3.1837 | LR: 4.62e-04 | 1274.9ms/step | 15.7 samples/s +Step 8420/44000 | Loss: 3.2241 | LR: 4.62e-04 | 1275.7ms/step | 15.7 samples/s +Step 8430/44000 | Loss: 3.1888 | LR: 4.62e-04 | 1275.1ms/step | 15.7 samples/s +Step 8440/44000 | Loss: 3.2147 | LR: 4.62e-04 | 1275.6ms/step | 15.7 samples/s +Step 8450/44000 | Loss: 3.1669 | LR: 4.62e-04 | 1275.6ms/step | 15.7 samples/s +Step 8460/44000 | Loss: 3.2163 | LR: 4.62e-04 | 1275.3ms/step | 15.7 samples/s +Step 8470/44000 | Loss: 3.1627 | LR: 4.62e-04 | 1275.8ms/step | 15.7 samples/s +Step 8480/44000 | Loss: 3.1876 | LR: 4.62e-04 | 1275.6ms/step | 15.7 samples/s +Step 8490/44000 | Loss: 3.2084 | LR: 4.62e-04 | 1275.7ms/step | 15.7 samples/s +Step 8500/44000 | Loss: 3.2162 | LR: 4.61e-04 | 1273.5ms/step | 15.7 samples/s +Validation at step 8500: Loss = 3.2045, Perplexity = 24.64 +Step 8510/44000 | Loss: 3.2150 | LR: 4.61e-04 | 3421.4ms/step | 5.8 samples/s +Step 8520/44000 | Loss: 3.1873 | LR: 4.61e-04 | 1275.7ms/step | 15.7 samples/s +Step 8530/44000 | Loss: 3.2141 | LR: 4.61e-04 | 1274.0ms/step | 15.7 samples/s +Step 8540/44000 | Loss: 3.1723 | LR: 4.61e-04 | 1276.1ms/step | 15.7 samples/s +Step 8550/44000 | Loss: 3.1911 | LR: 4.61e-04 | 1275.5ms/step | 15.7 samples/s +Step 8560/44000 | Loss: 3.1980 | LR: 4.61e-04 | 1275.7ms/step | 15.7 samples/s +Step 8570/44000 | Loss: 3.1663 | LR: 4.61e-04 | 1276.1ms/step | 15.7 samples/s +Step 8580/44000 | Loss: 3.1971 | LR: 4.61e-04 | 1273.5ms/step | 15.7 samples/s +Step 8590/44000 | Loss: 3.1958 | LR: 4.61e-04 | 1273.1ms/step | 15.7 samples/s +Step 8600/44000 | Loss: 3.1850 | LR: 4.60e-04 | 1273.5ms/step | 15.7 samples/s +Step 8610/44000 | Loss: 3.1645 | LR: 4.60e-04 | 1273.7ms/step | 15.7 samples/s +Step 8620/44000 | Loss: 3.1946 | LR: 4.60e-04 | 1274.7ms/step | 15.7 samples/s +Step 8630/44000 | Loss: 3.1828 | LR: 4.60e-04 | 1273.2ms/step | 15.7 samples/s +Step 8640/44000 | Loss: 3.1902 | LR: 4.60e-04 | 1273.3ms/step | 15.7 samples/s +Step 8650/44000 | Loss: 3.1940 | LR: 4.60e-04 | 1274.4ms/step | 15.7 samples/s +Step 8660/44000 | Loss: 3.1563 | LR: 4.60e-04 | 1274.4ms/step | 15.7 samples/s +Step 8670/44000 | Loss: 3.1970 | LR: 4.60e-04 | 1274.0ms/step | 15.7 samples/s +Step 8680/44000 | Loss: 3.1970 | LR: 4.60e-04 | 1273.5ms/step | 15.7 samples/s +Step 8690/44000 | Loss: 3.1762 | LR: 4.60e-04 | 1275.0ms/step | 15.7 samples/s +Step 8700/44000 | Loss: 3.1528 | LR: 4.59e-04 | 1275.6ms/step | 15.7 samples/s +Step 8710/44000 | Loss: 3.1846 | LR: 4.59e-04 | 1273.7ms/step | 15.7 samples/s +Step 8720/44000 | Loss: 3.1892 | LR: 4.59e-04 | 1273.8ms/step | 15.7 samples/s +Step 8730/44000 | Loss: 3.1926 | LR: 4.59e-04 | 1274.7ms/step | 15.7 samples/s +Step 8740/44000 | Loss: 3.1846 | LR: 4.59e-04 | 1274.7ms/step | 15.7 samples/s +Step 8750/44000 | Loss: 3.1586 | LR: 4.59e-04 | 1275.0ms/step | 15.7 samples/s +Validation at step 8750: Loss = 3.1984, Perplexity = 24.49 +Step 8760/44000 | Loss: 3.1723 | LR: 4.59e-04 | 3422.7ms/step | 5.8 samples/s +Step 8770/44000 | Loss: 3.2125 | LR: 4.59e-04 | 1273.9ms/step | 15.7 samples/s +Step 8780/44000 | Loss: 3.1771 | LR: 4.59e-04 | 1273.7ms/step | 15.7 samples/s +Step 8790/44000 | Loss: 3.1648 | LR: 4.59e-04 | 1272.8ms/step | 15.7 samples/s +Step 8800/44000 | Loss: 3.1593 | LR: 4.58e-04 | 1273.3ms/step | 15.7 samples/s +Step 8810/44000 | Loss: 3.1812 | LR: 4.58e-04 | 1274.0ms/step | 15.7 samples/s +Step 8820/44000 | Loss: 3.1651 | LR: 4.58e-04 | 1273.6ms/step | 15.7 samples/s +Step 8830/44000 | Loss: 3.1698 | LR: 4.58e-04 | 1275.7ms/step | 15.7 samples/s +Step 8840/44000 | Loss: 3.1789 | LR: 4.58e-04 | 1275.6ms/step | 15.7 samples/s +Step 8850/44000 | Loss: 3.1810 | LR: 4.58e-04 | 1276.6ms/step | 15.7 samples/s +Step 8860/44000 | Loss: 3.2002 | LR: 4.58e-04 | 1277.5ms/step | 15.7 samples/s +Step 8870/44000 | Loss: 3.1815 | LR: 4.58e-04 | 1275.2ms/step | 15.7 samples/s +Step 8880/44000 | Loss: 3.1612 | LR: 4.58e-04 | 1273.8ms/step | 15.7 samples/s +Step 8890/44000 | Loss: 3.2071 | LR: 4.58e-04 | 1274.6ms/step | 15.7 samples/s +Step 8900/44000 | Loss: 3.1691 | LR: 4.57e-04 | 1273.8ms/step | 15.7 samples/s +Step 8910/44000 | Loss: 3.2029 | LR: 4.57e-04 | 1270.3ms/step | 15.7 samples/s +Step 8920/44000 | Loss: 3.1828 | LR: 4.57e-04 | 1271.1ms/step | 15.7 samples/s +Step 8930/44000 | Loss: 3.1808 | LR: 4.57e-04 | 1273.3ms/step | 15.7 samples/s +Step 8940/44000 | Loss: 3.1735 | LR: 4.57e-04 | 1273.6ms/step | 15.7 samples/s +Step 8950/44000 | Loss: 3.1797 | LR: 4.57e-04 | 1273.2ms/step | 15.7 samples/s +Step 8960/44000 | Loss: 3.1624 | LR: 4.57e-04 | 1273.5ms/step | 15.7 samples/s +Step 8970/44000 | Loss: 3.1841 | LR: 4.57e-04 | 1274.2ms/step | 15.7 samples/s +Step 8980/44000 | Loss: 3.1842 | LR: 4.57e-04 | 1275.2ms/step | 15.7 samples/s +Step 8990/44000 | Loss: 3.1700 | LR: 4.57e-04 | 1274.4ms/step | 15.7 samples/s +Step 9000/44000 | Loss: 3.1699 | LR: 4.56e-04 | 1273.9ms/step | 15.7 samples/s +Validation at step 9000: Loss = 3.1910, Perplexity = 24.31 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-9000 +Step 9010/44000 | Loss: 3.1709 | LR: 4.56e-04 | 3704.5ms/step | 5.4 samples/s +Step 9020/44000 | Loss: 3.1875 | LR: 4.56e-04 | 1270.0ms/step | 15.7 samples/s +Step 9030/44000 | Loss: 3.1622 | LR: 4.56e-04 | 1271.9ms/step | 15.7 samples/s +Step 9040/44000 | Loss: 3.1655 | LR: 4.56e-04 | 1272.9ms/step | 15.7 samples/s +Step 9050/44000 | Loss: 3.1680 | LR: 4.56e-04 | 1272.2ms/step | 15.7 samples/s +Step 9060/44000 | Loss: 3.2038 | LR: 4.56e-04 | 1272.7ms/step | 15.7 samples/s +Step 9070/44000 | Loss: 3.1984 | LR: 4.56e-04 | 1273.5ms/step | 15.7 samples/s +Step 9080/44000 | Loss: 3.2201 | LR: 4.56e-04 | 1273.9ms/step | 15.7 samples/s +Step 9090/44000 | Loss: 3.1494 | LR: 4.56e-04 | 1274.9ms/step | 15.7 samples/s +Step 9100/44000 | Loss: 3.1560 | LR: 4.55e-04 | 1275.1ms/step | 15.7 samples/s +Step 9110/44000 | Loss: 3.1530 | LR: 4.55e-04 | 1274.5ms/step | 15.7 samples/s +Step 9120/44000 | Loss: 3.1551 | LR: 4.55e-04 | 1275.4ms/step | 15.7 samples/s +Step 9130/44000 | Loss: 3.2008 | LR: 4.55e-04 | 1274.5ms/step | 15.7 samples/s +Step 9140/44000 | Loss: 3.1494 | LR: 4.55e-04 | 1275.3ms/step | 15.7 samples/s +Step 9150/44000 | Loss: 3.1772 | LR: 4.55e-04 | 1276.4ms/step | 15.7 samples/s +Step 9160/44000 | Loss: 3.1512 | LR: 4.55e-04 | 1275.3ms/step | 15.7 samples/s +Step 9170/44000 | Loss: 3.1328 | LR: 4.55e-04 | 1274.4ms/step | 15.7 samples/s +Step 9180/44000 | Loss: 3.1818 | LR: 4.55e-04 | 1273.0ms/step | 15.7 samples/s +Step 9190/44000 | Loss: 3.1573 | LR: 4.54e-04 | 1272.3ms/step | 15.7 samples/s +Step 9200/44000 | Loss: 3.1851 | LR: 4.54e-04 | 1273.2ms/step | 15.7 samples/s +Step 9210/44000 | Loss: 3.1786 | LR: 4.54e-04 | 1273.3ms/step | 15.7 samples/s +Step 9220/44000 | Loss: 3.1687 | LR: 4.54e-04 | 1273.6ms/step | 15.7 samples/s +Step 9230/44000 | Loss: 3.1692 | LR: 4.54e-04 | 1274.3ms/step | 15.7 samples/s +Step 9240/44000 | Loss: 3.2201 | LR: 4.54e-04 | 1274.3ms/step | 15.7 samples/s +Step 9250/44000 | Loss: 3.1738 | LR: 4.54e-04 | 1274.5ms/step | 15.7 samples/s +Validation at step 9250: Loss = 3.1848, Perplexity = 24.16 +Step 9260/44000 | Loss: 3.1800 | LR: 4.54e-04 | 3424.4ms/step | 5.8 samples/s +Step 9270/44000 | Loss: 3.1759 | LR: 4.54e-04 | 1275.6ms/step | 15.7 samples/s +Step 9280/44000 | Loss: 3.1755 | LR: 4.54e-04 | 1275.8ms/step | 15.7 samples/s +Step 9290/44000 | Loss: 3.1880 | LR: 4.53e-04 | 1275.2ms/step | 15.7 samples/s +Step 9300/44000 | Loss: 3.1474 | LR: 4.53e-04 | 1274.5ms/step | 15.7 samples/s +Step 9310/44000 | Loss: 3.1678 | LR: 4.53e-04 | 1273.0ms/step | 15.7 samples/s +Step 9320/44000 | Loss: 3.1519 | LR: 4.53e-04 | 1274.5ms/step | 15.7 samples/s +Step 9330/44000 | Loss: 3.1729 | LR: 4.53e-04 | 1274.1ms/step | 15.7 samples/s +Step 9340/44000 | Loss: 3.1554 | LR: 4.53e-04 | 1273.2ms/step | 15.7 samples/s +Step 9350/44000 | Loss: 3.1460 | LR: 4.53e-04 | 1274.2ms/step | 15.7 samples/s +Step 9360/44000 | Loss: 3.1726 | LR: 4.53e-04 | 1274.0ms/step | 15.7 samples/s +Step 9370/44000 | Loss: 3.1739 | LR: 4.53e-04 | 1273.0ms/step | 15.7 samples/s +Step 9380/44000 | Loss: 3.1708 | LR: 4.52e-04 | 1274.3ms/step | 15.7 samples/s +Step 9390/44000 | Loss: 3.1827 | LR: 4.52e-04 | 1274.7ms/step | 15.7 samples/s +Step 9400/44000 | Loss: 3.1600 | LR: 4.52e-04 | 1274.0ms/step | 15.7 samples/s +Step 9410/44000 | Loss: 3.1648 | LR: 4.52e-04 | 1275.2ms/step | 15.7 samples/s +Step 9420/44000 | Loss: 3.1769 | LR: 4.52e-04 | 1275.5ms/step | 15.7 samples/s +Step 9430/44000 | Loss: 3.1604 | LR: 4.52e-04 | 1274.7ms/step | 15.7 samples/s +Step 9440/44000 | Loss: 3.1397 | LR: 4.52e-04 | 1273.5ms/step | 15.7 samples/s +Step 9450/44000 | Loss: 3.1638 | LR: 4.52e-04 | 1273.4ms/step | 15.7 samples/s +Step 9460/44000 | Loss: 3.1766 | LR: 4.52e-04 | 1274.4ms/step | 15.7 samples/s +Step 9470/44000 | Loss: 3.1568 | LR: 4.52e-04 | 1275.2ms/step | 15.7 samples/s +Step 9480/44000 | Loss: 3.1535 | LR: 4.51e-04 | 1274.1ms/step | 15.7 samples/s +Step 9490/44000 | Loss: 3.1672 | LR: 4.51e-04 | 1273.9ms/step | 15.7 samples/s +Step 9500/44000 | Loss: 3.1697 | LR: 4.51e-04 | 1273.4ms/step | 15.7 samples/s +Validation at step 9500: Loss = 3.1773, Perplexity = 23.98 +Step 9510/44000 | Loss: 3.2008 | LR: 4.51e-04 | 3418.2ms/step | 5.9 samples/s +Step 9520/44000 | Loss: 3.1536 | LR: 4.51e-04 | 1274.3ms/step | 15.7 samples/s +Step 9530/44000 | Loss: 3.1933 | LR: 4.51e-04 | 1273.5ms/step | 15.7 samples/s +Step 9540/44000 | Loss: 3.1907 | LR: 4.51e-04 | 1273.3ms/step | 15.7 samples/s +Step 9550/44000 | Loss: 3.1774 | LR: 4.51e-04 | 1274.0ms/step | 15.7 samples/s +Step 9560/44000 | Loss: 3.1564 | LR: 4.51e-04 | 1272.7ms/step | 15.7 samples/s +Step 9570/44000 | Loss: 3.1531 | LR: 4.50e-04 | 1273.3ms/step | 15.7 samples/s +Step 9580/44000 | Loss: 3.1838 | LR: 4.50e-04 | 1274.5ms/step | 15.7 samples/s +Step 9590/44000 | Loss: 3.1485 | LR: 4.50e-04 | 1275.7ms/step | 15.7 samples/s +Step 9600/44000 | Loss: 3.1509 | LR: 4.50e-04 | 1274.8ms/step | 15.7 samples/s +Step 9610/44000 | Loss: 3.1518 | LR: 4.50e-04 | 1275.1ms/step | 15.7 samples/s +Step 9620/44000 | Loss: 3.1920 | LR: 4.50e-04 | 1275.9ms/step | 15.7 samples/s +Step 9630/44000 | Loss: 3.1681 | LR: 4.50e-04 | 1276.1ms/step | 15.7 samples/s +Step 9640/44000 | Loss: 3.1652 | LR: 4.50e-04 | 1274.6ms/step | 15.7 samples/s +Step 9650/44000 | Loss: 3.1677 | LR: 4.50e-04 | 1275.6ms/step | 15.7 samples/s +Step 9660/44000 | Loss: 3.1425 | LR: 4.49e-04 | 1275.1ms/step | 15.7 samples/s +Step 9670/44000 | Loss: 3.1655 | LR: 4.49e-04 | 1274.8ms/step | 15.7 samples/s +Step 9680/44000 | Loss: 3.1706 | LR: 4.49e-04 | 1274.7ms/step | 15.7 samples/s +Step 9690/44000 | Loss: 3.1674 | LR: 4.49e-04 | 1274.3ms/step | 15.7 samples/s +Step 9700/44000 | Loss: 3.1713 | LR: 4.49e-04 | 1275.4ms/step | 15.7 samples/s +Step 9710/44000 | Loss: 3.1700 | LR: 4.49e-04 | 1275.7ms/step | 15.7 samples/s +Step 9720/44000 | Loss: 3.1566 | LR: 4.49e-04 | 1275.7ms/step | 15.7 samples/s +Step 9730/44000 | Loss: 3.1723 | LR: 4.49e-04 | 1274.6ms/step | 15.7 samples/s +Step 9740/44000 | Loss: 3.1594 | LR: 4.49e-04 | 1276.1ms/step | 15.7 samples/s +Step 9750/44000 | Loss: 3.1530 | LR: 4.48e-04 | 1275.4ms/step | 15.7 samples/s +Validation at step 9750: Loss = 3.1724, Perplexity = 23.86 +Step 9760/44000 | Loss: 3.1312 | LR: 4.48e-04 | 3419.8ms/step | 5.8 samples/s +Step 9770/44000 | Loss: 3.1344 | LR: 4.48e-04 | 1275.3ms/step | 15.7 samples/s +Step 9780/44000 | Loss: 3.1596 | LR: 4.48e-04 | 1275.2ms/step | 15.7 samples/s +Step 9790/44000 | Loss: 3.1747 | LR: 4.48e-04 | 1274.0ms/step | 15.7 samples/s +Step 9800/44000 | Loss: 3.1592 | LR: 4.48e-04 | 1275.3ms/step | 15.7 samples/s +Step 9810/44000 | Loss: 3.1768 | LR: 4.48e-04 | 1273.9ms/step | 15.7 samples/s +Step 9820/44000 | Loss: 3.1773 | LR: 4.48e-04 | 1274.7ms/step | 15.7 samples/s +Step 9830/44000 | Loss: 3.2052 | LR: 4.48e-04 | 1273.9ms/step | 15.7 samples/s +Step 9840/44000 | Loss: 3.1493 | LR: 4.47e-04 | 1275.0ms/step | 15.7 samples/s +Step 9850/44000 | Loss: 3.1703 | LR: 4.47e-04 | 1274.7ms/step | 15.7 samples/s +Step 9860/44000 | Loss: 3.1305 | LR: 4.47e-04 | 1275.1ms/step | 15.7 samples/s +Step 9870/44000 | Loss: 3.1546 | LR: 4.47e-04 | 1274.9ms/step | 15.7 samples/s +Step 9880/44000 | Loss: 3.1581 | LR: 4.47e-04 | 1274.7ms/step | 15.7 samples/s +Step 9890/44000 | Loss: 3.1389 | LR: 4.47e-04 | 1271.2ms/step | 15.7 samples/s +Step 9900/44000 | Loss: 3.1641 | LR: 4.47e-04 | 1269.6ms/step | 15.8 samples/s +Step 9910/44000 | Loss: 3.1778 | LR: 4.47e-04 | 1271.2ms/step | 15.7 samples/s +Step 9920/44000 | Loss: 3.1431 | LR: 4.47e-04 | 1271.6ms/step | 15.7 samples/s +Step 9930/44000 | Loss: 3.1381 | LR: 4.46e-04 | 1272.7ms/step | 15.7 samples/s +Step 9940/44000 | Loss: 3.1585 | LR: 4.46e-04 | 1273.3ms/step | 15.7 samples/s +Step 9950/44000 | Loss: 3.1421 | LR: 4.46e-04 | 1273.6ms/step | 15.7 samples/s +Step 9960/44000 | Loss: 3.1557 | LR: 4.46e-04 | 1274.4ms/step | 15.7 samples/s +Step 9970/44000 | Loss: 3.1996 | LR: 4.46e-04 | 1274.8ms/step | 15.7 samples/s +Step 9980/44000 | Loss: 3.1498 | LR: 4.46e-04 | 1273.9ms/step | 15.7 samples/s +Step 9990/44000 | Loss: 3.1591 | LR: 4.46e-04 | 1275.6ms/step | 15.7 samples/s +Step 10000/44000 | Loss: 3.1546 | LR: 4.46e-04 | 1275.4ms/step | 15.7 samples/s +Validation at step 10000: Loss = 3.1660, Perplexity = 23.71 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-10000 +Step 10010/44000 | Loss: 3.1493 | LR: 4.46e-04 | 3706.6ms/step | 5.4 samples/s +Step 10020/44000 | Loss: 3.1789 | LR: 4.45e-04 | 1270.8ms/step | 15.7 samples/s +Step 10030/44000 | Loss: 3.1591 | LR: 4.45e-04 | 1270.4ms/step | 15.7 samples/s +Step 10040/44000 | Loss: 3.1281 | LR: 4.45e-04 | 1270.0ms/step | 15.7 samples/s +Step 10050/44000 | Loss: 3.1372 | LR: 4.45e-04 | 1272.8ms/step | 15.7 samples/s +Step 10060/44000 | Loss: 3.1376 | LR: 4.45e-04 | 1273.8ms/step | 15.7 samples/s +Step 10070/44000 | Loss: 3.1403 | LR: 4.45e-04 | 1274.1ms/step | 15.7 samples/s +Step 10080/44000 | Loss: 3.1499 | LR: 4.45e-04 | 1273.1ms/step | 15.7 samples/s +Step 10090/44000 | Loss: 3.1467 | LR: 4.45e-04 | 1273.7ms/step | 15.7 samples/s +Step 10100/44000 | Loss: 3.1637 | LR: 4.45e-04 | 1273.7ms/step | 15.7 samples/s +Step 10110/44000 | Loss: 3.1726 | LR: 4.44e-04 | 1274.7ms/step | 15.7 samples/s +Step 10120/44000 | Loss: 3.1947 | LR: 4.44e-04 | 1274.5ms/step | 15.7 samples/s +Step 10130/44000 | Loss: 3.1417 | LR: 4.44e-04 | 1275.6ms/step | 15.7 samples/s +Step 10140/44000 | Loss: 3.2019 | LR: 4.44e-04 | 1273.3ms/step | 15.7 samples/s +Step 10150/44000 | Loss: 3.1602 | LR: 4.44e-04 | 1274.4ms/step | 15.7 samples/s +Step 10160/44000 | Loss: 3.1598 | LR: 4.44e-04 | 1273.9ms/step | 15.7 samples/s +Step 10170/44000 | Loss: 3.1305 | LR: 4.44e-04 | 1274.3ms/step | 15.7 samples/s +Step 10180/44000 | Loss: 3.1649 | LR: 4.44e-04 | 1274.7ms/step | 15.7 samples/s +Step 10190/44000 | Loss: 3.1350 | LR: 4.43e-04 | 1274.2ms/step | 15.7 samples/s +Step 10200/44000 | Loss: 3.1369 | LR: 4.43e-04 | 1273.5ms/step | 15.7 samples/s +Step 10210/44000 | Loss: 3.1539 | LR: 4.43e-04 | 1273.6ms/step | 15.7 samples/s +Step 10220/44000 | Loss: 3.1403 | LR: 4.43e-04 | 1273.1ms/step | 15.7 samples/s +Step 10230/44000 | Loss: 3.1628 | LR: 4.43e-04 | 1273.4ms/step | 15.7 samples/s +Step 10240/44000 | Loss: 3.1402 | LR: 4.43e-04 | 1275.8ms/step | 15.7 samples/s +Step 10250/44000 | Loss: 3.1605 | LR: 4.43e-04 | 1274.2ms/step | 15.7 samples/s +Validation at step 10250: Loss = 3.1597, Perplexity = 23.56 +Step 10260/44000 | Loss: 3.1209 | LR: 4.43e-04 | 3411.9ms/step | 5.9 samples/s +Step 10270/44000 | Loss: 3.1076 | LR: 4.43e-04 | 1273.4ms/step | 15.7 samples/s +Step 10280/44000 | Loss: 3.1110 | LR: 4.42e-04 | 1272.8ms/step | 15.7 samples/s +Step 10290/44000 | Loss: 3.1044 | LR: 4.42e-04 | 1273.0ms/step | 15.7 samples/s +Step 10300/44000 | Loss: 3.1376 | LR: 4.42e-04 | 1273.4ms/step | 15.7 samples/s +Step 10310/44000 | Loss: 3.1622 | LR: 4.42e-04 | 1273.7ms/step | 15.7 samples/s +Step 10320/44000 | Loss: 3.1277 | LR: 4.42e-04 | 1272.1ms/step | 15.7 samples/s +Step 10330/44000 | Loss: 3.1704 | LR: 4.42e-04 | 1273.5ms/step | 15.7 samples/s +Step 10340/44000 | Loss: 3.1438 | LR: 4.42e-04 | 1273.2ms/step | 15.7 samples/s +Step 10350/44000 | Loss: 3.1565 | LR: 4.42e-04 | 1274.7ms/step | 15.7 samples/s +Step 10360/44000 | Loss: 3.1288 | LR: 4.42e-04 | 1274.9ms/step | 15.7 samples/s +Step 10370/44000 | Loss: 3.1553 | LR: 4.41e-04 | 1273.3ms/step | 15.7 samples/s +Step 10380/44000 | Loss: 3.1672 | LR: 4.41e-04 | 1273.0ms/step | 15.7 samples/s +Step 10390/44000 | Loss: 3.1378 | LR: 4.41e-04 | 1274.1ms/step | 15.7 samples/s +Step 10400/44000 | Loss: 3.1682 | LR: 4.41e-04 | 1275.4ms/step | 15.7 samples/s +Step 10410/44000 | Loss: 3.1744 | LR: 4.41e-04 | 1275.1ms/step | 15.7 samples/s +Step 10420/44000 | Loss: 3.1684 | LR: 4.41e-04 | 1273.8ms/step | 15.7 samples/s +Step 10430/44000 | Loss: 3.1594 | LR: 4.41e-04 | 1274.3ms/step | 15.7 samples/s +Step 10440/44000 | Loss: 3.1304 | LR: 4.41e-04 | 1275.1ms/step | 15.7 samples/s +Step 10450/44000 | Loss: 3.1412 | LR: 4.40e-04 | 1276.0ms/step | 15.7 samples/s +Step 10460/44000 | Loss: 3.1361 | LR: 4.40e-04 | 1275.1ms/step | 15.7 samples/s +Step 10470/44000 | Loss: 3.1665 | LR: 4.40e-04 | 1274.4ms/step | 15.7 samples/s +Step 10480/44000 | Loss: 3.1349 | LR: 4.40e-04 | 1273.9ms/step | 15.7 samples/s +Step 10490/44000 | Loss: 3.1151 | LR: 4.40e-04 | 1274.3ms/step | 15.7 samples/s +Step 10500/44000 | Loss: 3.1689 | LR: 4.40e-04 | 1274.5ms/step | 15.7 samples/s +Validation at step 10500: Loss = 3.1546, Perplexity = 23.44 +Step 10510/44000 | Loss: 3.1782 | LR: 4.40e-04 | 3417.1ms/step | 5.9 samples/s +Step 10520/44000 | Loss: 3.1183 | LR: 4.40e-04 | 1275.0ms/step | 15.7 samples/s +Step 10530/44000 | Loss: 3.1360 | LR: 4.40e-04 | 1274.8ms/step | 15.7 samples/s +Step 10540/44000 | Loss: 3.1469 | LR: 4.39e-04 | 1275.8ms/step | 15.7 samples/s +Step 10550/44000 | Loss: 3.1381 | LR: 4.39e-04 | 1273.8ms/step | 15.7 samples/s +Step 10560/44000 | Loss: 3.1255 | LR: 4.39e-04 | 1274.6ms/step | 15.7 samples/s +Step 10570/44000 | Loss: 3.1403 | LR: 4.39e-04 | 1274.3ms/step | 15.7 samples/s +Step 10580/44000 | Loss: 3.1564 | LR: 4.39e-04 | 1274.7ms/step | 15.7 samples/s +Step 10590/44000 | Loss: 3.1078 | LR: 4.39e-04 | 1274.8ms/step | 15.7 samples/s +Step 10600/44000 | Loss: 3.1276 | LR: 4.39e-04 | 1275.4ms/step | 15.7 samples/s +Step 10610/44000 | Loss: 3.1175 | LR: 4.39e-04 | 1274.9ms/step | 15.7 samples/s +Step 10620/44000 | Loss: 3.1626 | LR: 4.38e-04 | 1275.3ms/step | 15.7 samples/s +Step 10630/44000 | Loss: 3.1524 | LR: 4.38e-04 | 1274.8ms/step | 15.7 samples/s +Step 10640/44000 | Loss: 3.1325 | LR: 4.38e-04 | 1277.3ms/step | 15.7 samples/s +Step 10650/44000 | Loss: 3.1464 | LR: 4.38e-04 | 1275.6ms/step | 15.7 samples/s +Step 10660/44000 | Loss: 3.1332 | LR: 4.38e-04 | 1275.8ms/step | 15.7 samples/s +Step 10670/44000 | Loss: 3.1377 | LR: 4.38e-04 | 1275.2ms/step | 15.7 samples/s +Step 10680/44000 | Loss: 3.1554 | LR: 4.38e-04 | 1274.1ms/step | 15.7 samples/s +Step 10690/44000 | Loss: 3.1059 | LR: 4.38e-04 | 1275.3ms/step | 15.7 samples/s +Step 10700/44000 | Loss: 3.0788 | LR: 4.37e-04 | 1274.8ms/step | 15.7 samples/s +Step 10710/44000 | Loss: 3.1127 | LR: 4.37e-04 | 1274.1ms/step | 15.7 samples/s +Step 10720/44000 | Loss: 3.1009 | LR: 4.37e-04 | 1276.1ms/step | 15.7 samples/s +Step 10730/44000 | Loss: 3.1125 | LR: 4.37e-04 | 1273.2ms/step | 15.7 samples/s +Step 10740/44000 | Loss: 3.1242 | LR: 4.37e-04 | 1273.0ms/step | 15.7 samples/s +Step 10750/44000 | Loss: 3.1160 | LR: 4.37e-04 | 1273.7ms/step | 15.7 samples/s +Validation at step 10750: Loss = 3.1500, Perplexity = 23.34 +Step 10760/44000 | Loss: 3.1533 | LR: 4.37e-04 | 3412.8ms/step | 5.9 samples/s +Step 10770/44000 | Loss: 3.1540 | LR: 4.37e-04 | 1273.3ms/step | 15.7 samples/s +Step 10780/44000 | Loss: 3.1270 | LR: 4.37e-04 | 1272.7ms/step | 15.7 samples/s +Step 10790/44000 | Loss: 3.1354 | LR: 4.36e-04 | 1272.1ms/step | 15.7 samples/s +Step 10800/44000 | Loss: 3.1227 | LR: 4.36e-04 | 1272.4ms/step | 15.7 samples/s +Step 10810/44000 | Loss: 3.1379 | LR: 4.36e-04 | 1273.0ms/step | 15.7 samples/s +Step 10820/44000 | Loss: 3.1471 | LR: 4.36e-04 | 1273.0ms/step | 15.7 samples/s +Step 10830/44000 | Loss: 3.1304 | LR: 4.36e-04 | 1272.6ms/step | 15.7 samples/s +Step 10840/44000 | Loss: 3.1550 | LR: 4.36e-04 | 1273.1ms/step | 15.7 samples/s +Step 10850/44000 | Loss: 3.1488 | LR: 4.36e-04 | 1273.5ms/step | 15.7 samples/s +Step 10860/44000 | Loss: 3.1691 | LR: 4.36e-04 | 1272.9ms/step | 15.7 samples/s +Step 10870/44000 | Loss: 3.1325 | LR: 4.35e-04 | 1272.0ms/step | 15.7 samples/s +Step 10880/44000 | Loss: 3.1284 | LR: 4.35e-04 | 1270.0ms/step | 15.7 samples/s +Step 10890/44000 | Loss: 3.1356 | LR: 4.35e-04 | 1271.2ms/step | 15.7 samples/s +Step 10900/44000 | Loss: 3.1387 | LR: 4.35e-04 | 1272.6ms/step | 15.7 samples/s +Step 10910/44000 | Loss: 3.1153 | LR: 4.35e-04 | 1272.9ms/step | 15.7 samples/s +Step 10920/44000 | Loss: 3.1008 | LR: 4.35e-04 | 1273.4ms/step | 15.7 samples/s +Step 10930/44000 | Loss: 3.1675 | LR: 4.35e-04 | 1273.5ms/step | 15.7 samples/s +Step 10940/44000 | Loss: 3.1357 | LR: 4.35e-04 | 1273.1ms/step | 15.7 samples/s +Step 10950/44000 | Loss: 3.1170 | LR: 4.34e-04 | 1273.4ms/step | 15.7 samples/s +Step 10960/44000 | Loss: 3.1462 | LR: 4.34e-04 | 1273.2ms/step | 15.7 samples/s +Step 10970/44000 | Loss: 3.1300 | LR: 4.34e-04 | 1273.4ms/step | 15.7 samples/s +Step 10980/44000 | Loss: 3.1223 | LR: 4.34e-04 | 1273.1ms/step | 15.7 samples/s +Step 10990/44000 | Loss: 3.1374 | LR: 4.34e-04 | 1272.8ms/step | 15.7 samples/s +Step 11000/44000 | Loss: 3.1290 | LR: 4.34e-04 | 1274.3ms/step | 15.7 samples/s +Validation at step 11000: Loss = 3.1461, Perplexity = 23.24 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-11000 +Step 11010/44000 | Loss: 3.1447 | LR: 4.34e-04 | 3703.0ms/step | 5.4 samples/s +Step 11020/44000 | Loss: 3.1528 | LR: 4.34e-04 | 1270.5ms/step | 15.7 samples/s +Step 11030/44000 | Loss: 3.0989 | LR: 4.33e-04 | 1271.7ms/step | 15.7 samples/s +Step 11040/44000 | Loss: 3.1417 | LR: 4.33e-04 | 1271.3ms/step | 15.7 samples/s +Step 11050/44000 | Loss: 3.1221 | LR: 4.33e-04 | 1275.0ms/step | 15.7 samples/s +Step 11060/44000 | Loss: 3.1355 | LR: 4.33e-04 | 1274.2ms/step | 15.7 samples/s +Step 11070/44000 | Loss: 3.1301 | LR: 4.33e-04 | 1274.7ms/step | 15.7 samples/s +Step 11080/44000 | Loss: 3.0944 | LR: 4.33e-04 | 1275.0ms/step | 15.7 samples/s +Step 11090/44000 | Loss: 3.1542 | LR: 4.33e-04 | 1273.6ms/step | 15.7 samples/s +Step 11100/44000 | Loss: 3.1289 | LR: 4.33e-04 | 1273.6ms/step | 15.7 samples/s +Step 11110/44000 | Loss: 3.0925 | LR: 4.32e-04 | 1274.3ms/step | 15.7 samples/s +Step 11120/44000 | Loss: 3.1208 | LR: 4.32e-04 | 1273.4ms/step | 15.7 samples/s +Step 11130/44000 | Loss: 3.1176 | LR: 4.32e-04 | 1274.5ms/step | 15.7 samples/s +Step 11140/44000 | Loss: 3.1213 | LR: 4.32e-04 | 1274.2ms/step | 15.7 samples/s +Step 11150/44000 | Loss: 3.1417 | LR: 4.32e-04 | 1274.7ms/step | 15.7 samples/s +Step 11160/44000 | Loss: 3.1250 | LR: 4.32e-04 | 1274.3ms/step | 15.7 samples/s +Step 11170/44000 | Loss: 3.1222 | LR: 4.32e-04 | 1275.2ms/step | 15.7 samples/s +Step 11180/44000 | Loss: 3.1308 | LR: 4.32e-04 | 1277.1ms/step | 15.7 samples/s +Step 11190/44000 | Loss: 3.1271 | LR: 4.31e-04 | 1275.0ms/step | 15.7 samples/s +Step 11200/44000 | Loss: 3.1303 | LR: 4.31e-04 | 1273.5ms/step | 15.7 samples/s +Step 11210/44000 | Loss: 3.1316 | LR: 4.31e-04 | 1272.8ms/step | 15.7 samples/s +Step 11220/44000 | Loss: 3.1065 | LR: 4.31e-04 | 1273.0ms/step | 15.7 samples/s +Step 11230/44000 | Loss: 3.1294 | LR: 4.31e-04 | 1273.3ms/step | 15.7 samples/s +Step 11240/44000 | Loss: 3.1190 | LR: 4.31e-04 | 1272.8ms/step | 15.7 samples/s +Step 11250/44000 | Loss: 3.1251 | LR: 4.31e-04 | 1272.9ms/step | 15.7 samples/s +Validation at step 11250: Loss = 3.1396, Perplexity = 23.09 +Step 11260/44000 | Loss: 3.0998 | LR: 4.31e-04 | 3414.8ms/step | 5.9 samples/s +Step 11270/44000 | Loss: 3.1417 | LR: 4.30e-04 | 1274.4ms/step | 15.7 samples/s +Step 11280/44000 | Loss: 3.1174 | LR: 4.30e-04 | 1274.3ms/step | 15.7 samples/s +Step 11290/44000 | Loss: 3.1280 | LR: 4.30e-04 | 1274.7ms/step | 15.7 samples/s +Step 11300/44000 | Loss: 3.1454 | LR: 4.30e-04 | 1274.2ms/step | 15.7 samples/s +Step 11310/44000 | Loss: 3.1119 | LR: 4.30e-04 | 1274.9ms/step | 15.7 samples/s +Step 11320/44000 | Loss: 3.1261 | LR: 4.30e-04 | 1273.8ms/step | 15.7 samples/s +Step 11330/44000 | Loss: 3.1260 | LR: 4.30e-04 | 1274.8ms/step | 15.7 samples/s +Step 11340/44000 | Loss: 3.0964 | LR: 4.30e-04 | 1274.6ms/step | 15.7 samples/s +Step 11350/44000 | Loss: 3.1244 | LR: 4.29e-04 | 1274.2ms/step | 15.7 samples/s +Step 11360/44000 | Loss: 3.1079 | LR: 4.29e-04 | 1274.4ms/step | 15.7 samples/s +Step 11370/44000 | Loss: 3.1378 | LR: 4.29e-04 | 1273.4ms/step | 15.7 samples/s +Step 11380/44000 | Loss: 3.1363 | LR: 4.29e-04 | 1274.1ms/step | 15.7 samples/s +Step 11390/44000 | Loss: 3.1528 | LR: 4.29e-04 | 1274.8ms/step | 15.7 samples/s +Step 11400/44000 | Loss: 3.1185 | LR: 4.29e-04 | 1275.0ms/step | 15.7 samples/s +Step 11410/44000 | Loss: 3.0869 | LR: 4.29e-04 | 1273.6ms/step | 15.7 samples/s +Step 11420/44000 | Loss: 3.1362 | LR: 4.29e-04 | 1274.4ms/step | 15.7 samples/s +Step 11430/44000 | Loss: 3.1173 | LR: 4.28e-04 | 1274.2ms/step | 15.7 samples/s +Step 11440/44000 | Loss: 3.1421 | LR: 4.28e-04 | 1275.1ms/step | 15.7 samples/s +Step 11450/44000 | Loss: 3.1180 | LR: 4.28e-04 | 1273.6ms/step | 15.7 samples/s +Step 11460/44000 | Loss: 3.1532 | LR: 4.28e-04 | 1273.1ms/step | 15.7 samples/s +Step 11470/44000 | Loss: 3.1274 | LR: 4.28e-04 | 1274.2ms/step | 15.7 samples/s +Step 11480/44000 | Loss: 3.1159 | LR: 4.28e-04 | 1273.9ms/step | 15.7 samples/s +Step 11490/44000 | Loss: 3.1180 | LR: 4.28e-04 | 1275.1ms/step | 15.7 samples/s +Step 11500/44000 | Loss: 3.1199 | LR: 4.28e-04 | 1274.7ms/step | 15.7 samples/s +Validation at step 11500: Loss = 3.1348, Perplexity = 22.98 +Step 11510/44000 | Loss: 3.1353 | LR: 4.27e-04 | 3418.8ms/step | 5.9 samples/s +Step 11520/44000 | Loss: 3.0931 | LR: 4.27e-04 | 1274.1ms/step | 15.7 samples/s +Step 11530/44000 | Loss: 3.1227 | LR: 4.27e-04 | 1275.0ms/step | 15.7 samples/s +Step 11540/44000 | Loss: 3.1217 | LR: 4.27e-04 | 1275.7ms/step | 15.7 samples/s +Step 11550/44000 | Loss: 3.1056 | LR: 4.27e-04 | 1275.3ms/step | 15.7 samples/s +Step 11560/44000 | Loss: 3.1238 | LR: 4.27e-04 | 1275.6ms/step | 15.7 samples/s +Step 11570/44000 | Loss: 3.1236 | LR: 4.27e-04 | 1275.3ms/step | 15.7 samples/s +Step 11580/44000 | Loss: 3.1224 | LR: 4.27e-04 | 1275.0ms/step | 15.7 samples/s +Step 11590/44000 | Loss: 3.1307 | LR: 4.26e-04 | 1275.1ms/step | 15.7 samples/s +Step 11600/44000 | Loss: 3.1167 | LR: 4.26e-04 | 1275.8ms/step | 15.7 samples/s +Step 11610/44000 | Loss: 3.1246 | LR: 4.26e-04 | 1274.9ms/step | 15.7 samples/s +Step 11620/44000 | Loss: 3.1186 | LR: 4.26e-04 | 1274.0ms/step | 15.7 samples/s +Step 11630/44000 | Loss: 3.0975 | LR: 4.26e-04 | 1273.6ms/step | 15.7 samples/s +Step 11640/44000 | Loss: 3.1220 | LR: 4.26e-04 | 1273.5ms/step | 15.7 samples/s +Step 11650/44000 | Loss: 3.1242 | LR: 4.26e-04 | 1273.5ms/step | 15.7 samples/s +Step 11660/44000 | Loss: 3.0933 | LR: 4.26e-04 | 1273.4ms/step | 15.7 samples/s +Step 11670/44000 | Loss: 3.1175 | LR: 4.25e-04 | 1274.0ms/step | 15.7 samples/s +Step 11680/44000 | Loss: 3.0939 | LR: 4.25e-04 | 1274.5ms/step | 15.7 samples/s +Step 11690/44000 | Loss: 3.1492 | LR: 4.25e-04 | 1275.7ms/step | 15.7 samples/s +Step 11700/44000 | Loss: 3.0872 | LR: 4.25e-04 | 1274.6ms/step | 15.7 samples/s +Step 11710/44000 | Loss: 3.1383 | LR: 4.25e-04 | 1273.0ms/step | 15.7 samples/s +Step 11720/44000 | Loss: 3.1304 | LR: 4.25e-04 | 1273.2ms/step | 15.7 samples/s +Step 11730/44000 | Loss: 3.1283 | LR: 4.25e-04 | 1272.0ms/step | 15.7 samples/s +Step 11740/44000 | Loss: 3.1535 | LR: 4.24e-04 | 1272.3ms/step | 15.7 samples/s +Step 11750/44000 | Loss: 3.1152 | LR: 4.24e-04 | 1274.5ms/step | 15.7 samples/s +Validation at step 11750: Loss = 3.1309, Perplexity = 22.89 +Step 11760/44000 | Loss: 3.1495 | LR: 4.24e-04 | 3419.2ms/step | 5.8 samples/s +Step 11770/44000 | Loss: 3.1424 | LR: 4.24e-04 | 1273.2ms/step | 15.7 samples/s +Step 11780/44000 | Loss: 3.1480 | LR: 4.24e-04 | 1274.4ms/step | 15.7 samples/s +Step 11790/44000 | Loss: 3.1115 | LR: 4.24e-04 | 1276.2ms/step | 15.7 samples/s +Step 11800/44000 | Loss: 3.1045 | LR: 4.24e-04 | 1275.6ms/step | 15.7 samples/s +Step 11810/44000 | Loss: 3.0972 | LR: 4.24e-04 | 1274.1ms/step | 15.7 samples/s +Step 11820/44000 | Loss: 3.1251 | LR: 4.23e-04 | 1273.8ms/step | 15.7 samples/s +Step 11830/44000 | Loss: 3.1483 | LR: 4.23e-04 | 1274.2ms/step | 15.7 samples/s +Step 11840/44000 | Loss: 3.0901 | LR: 4.23e-04 | 1275.0ms/step | 15.7 samples/s +Step 11850/44000 | Loss: 3.1297 | LR: 4.23e-04 | 1274.9ms/step | 15.7 samples/s +Step 11860/44000 | Loss: 3.1050 | LR: 4.23e-04 | 1270.7ms/step | 15.7 samples/s +Step 11870/44000 | Loss: 3.1305 | LR: 4.23e-04 | 1268.9ms/step | 15.8 samples/s +Step 11880/44000 | Loss: 3.1143 | LR: 4.23e-04 | 1270.3ms/step | 15.7 samples/s +Step 11890/44000 | Loss: 3.0895 | LR: 4.23e-04 | 1272.6ms/step | 15.7 samples/s +Step 11900/44000 | Loss: 3.1480 | LR: 4.22e-04 | 1273.4ms/step | 15.7 samples/s +Step 11910/44000 | Loss: 3.1182 | LR: 4.22e-04 | 1273.2ms/step | 15.7 samples/s +Step 11920/44000 | Loss: 3.1153 | LR: 4.22e-04 | 1273.5ms/step | 15.7 samples/s +Step 11930/44000 | Loss: 3.1189 | LR: 4.22e-04 | 1274.4ms/step | 15.7 samples/s +Step 11940/44000 | Loss: 3.1060 | LR: 4.22e-04 | 1274.2ms/step | 15.7 samples/s +Step 11950/44000 | Loss: 3.0855 | LR: 4.22e-04 | 1273.9ms/step | 15.7 samples/s +Step 11960/44000 | Loss: 3.1043 | LR: 4.22e-04 | 1275.0ms/step | 15.7 samples/s +Step 11970/44000 | Loss: 3.1343 | LR: 4.21e-04 | 1275.3ms/step | 15.7 samples/s +Step 11980/44000 | Loss: 3.1064 | LR: 4.21e-04 | 1275.4ms/step | 15.7 samples/s +Step 11990/44000 | Loss: 3.1045 | LR: 4.21e-04 | 1275.5ms/step | 15.7 samples/s +Step 12000/44000 | Loss: 3.1210 | LR: 4.21e-04 | 1275.9ms/step | 15.7 samples/s +Validation at step 12000: Loss = 3.1255, Perplexity = 22.77 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-12000 +Step 12010/44000 | Loss: 3.1055 | LR: 4.21e-04 | 3697.2ms/step | 5.4 samples/s +Step 12020/44000 | Loss: 3.0876 | LR: 4.21e-04 | 1273.7ms/step | 15.7 samples/s +Step 12030/44000 | Loss: 3.1235 | LR: 4.21e-04 | 1274.5ms/step | 15.7 samples/s +Step 12040/44000 | Loss: 3.1266 | LR: 4.21e-04 | 1274.3ms/step | 15.7 samples/s +Step 12050/44000 | Loss: 3.1115 | LR: 4.20e-04 | 1274.7ms/step | 15.7 samples/s +Step 12060/44000 | Loss: 3.1053 | LR: 4.20e-04 | 1276.1ms/step | 15.7 samples/s +Step 12070/44000 | Loss: 3.1450 | LR: 4.20e-04 | 1275.5ms/step | 15.7 samples/s +Step 12080/44000 | Loss: 3.1180 | LR: 4.20e-04 | 1274.1ms/step | 15.7 samples/s +Step 12090/44000 | Loss: 3.1318 | LR: 4.20e-04 | 1274.9ms/step | 15.7 samples/s +Step 12100/44000 | Loss: 3.1234 | LR: 4.20e-04 | 1274.5ms/step | 15.7 samples/s +Step 12110/44000 | Loss: 3.1208 | LR: 4.20e-04 | 1274.6ms/step | 15.7 samples/s +Step 12120/44000 | Loss: 3.1214 | LR: 4.19e-04 | 1274.7ms/step | 15.7 samples/s +Step 12130/44000 | Loss: 3.1353 | LR: 4.19e-04 | 1274.7ms/step | 15.7 samples/s +Step 12140/44000 | Loss: 3.0855 | LR: 4.19e-04 | 1274.6ms/step | 15.7 samples/s +Step 12150/44000 | Loss: 3.1007 | LR: 4.19e-04 | 1274.4ms/step | 15.7 samples/s +Step 12160/44000 | Loss: 3.1327 | LR: 4.19e-04 | 1275.8ms/step | 15.7 samples/s +Step 12170/44000 | Loss: 3.1196 | LR: 4.19e-04 | 1276.5ms/step | 15.7 samples/s +Step 12180/44000 | Loss: 3.0970 | LR: 4.19e-04 | 1275.2ms/step | 15.7 samples/s +Step 12190/44000 | Loss: 3.1119 | LR: 4.19e-04 | 1275.5ms/step | 15.7 samples/s +Step 12200/44000 | Loss: 3.0779 | LR: 4.18e-04 | 1276.0ms/step | 15.7 samples/s +Step 12210/44000 | Loss: 3.1083 | LR: 4.18e-04 | 1275.2ms/step | 15.7 samples/s +Step 12220/44000 | Loss: 3.0839 | LR: 4.18e-04 | 1275.4ms/step | 15.7 samples/s +Step 12230/44000 | Loss: 3.0834 | LR: 4.18e-04 | 1276.2ms/step | 15.7 samples/s +Step 12240/44000 | Loss: 3.1364 | LR: 4.18e-04 | 1275.2ms/step | 15.7 samples/s +Step 12250/44000 | Loss: 3.1185 | LR: 4.18e-04 | 1273.2ms/step | 15.7 samples/s +Validation at step 12250: Loss = 3.1228, Perplexity = 22.71 +Step 12260/44000 | Loss: 3.0953 | LR: 4.18e-04 | 3415.1ms/step | 5.9 samples/s +Step 12270/44000 | Loss: 3.1231 | LR: 4.17e-04 | 1276.4ms/step | 15.7 samples/s +Step 12280/44000 | Loss: 3.1006 | LR: 4.17e-04 | 1275.5ms/step | 15.7 samples/s +Step 12290/44000 | Loss: 3.1191 | LR: 4.17e-04 | 1274.6ms/step | 15.7 samples/s +Step 12300/44000 | Loss: 3.1187 | LR: 4.17e-04 | 1273.6ms/step | 15.7 samples/s +Step 12310/44000 | Loss: 3.1248 | LR: 4.17e-04 | 1274.2ms/step | 15.7 samples/s +Step 12320/44000 | Loss: 3.1035 | LR: 4.17e-04 | 1274.5ms/step | 15.7 samples/s +Step 12330/44000 | Loss: 3.1310 | LR: 4.17e-04 | 1276.1ms/step | 15.7 samples/s +Step 12340/44000 | Loss: 3.1127 | LR: 4.17e-04 | 1276.6ms/step | 15.7 samples/s +Step 12350/44000 | Loss: 3.1296 | LR: 4.16e-04 | 1275.1ms/step | 15.7 samples/s +Step 12360/44000 | Loss: 3.1115 | LR: 4.16e-04 | 1273.4ms/step | 15.7 samples/s +Step 12370/44000 | Loss: 3.1063 | LR: 4.16e-04 | 1271.9ms/step | 15.7 samples/s +Step 12380/44000 | Loss: 3.0775 | LR: 4.16e-04 | 1272.0ms/step | 15.7 samples/s +Step 12390/44000 | Loss: 3.1123 | LR: 4.16e-04 | 1273.5ms/step | 15.7 samples/s +Step 12400/44000 | Loss: 3.0788 | LR: 4.16e-04 | 1273.8ms/step | 15.7 samples/s +Step 12410/44000 | Loss: 3.1020 | LR: 4.16e-04 | 1273.9ms/step | 15.7 samples/s +Step 12420/44000 | Loss: 3.1155 | LR: 4.15e-04 | 1274.9ms/step | 15.7 samples/s +Step 12430/44000 | Loss: 3.0978 | LR: 4.15e-04 | 1274.2ms/step | 15.7 samples/s +Step 12440/44000 | Loss: 3.1104 | LR: 4.15e-04 | 1275.0ms/step | 15.7 samples/s +Step 12450/44000 | Loss: 3.1054 | LR: 4.15e-04 | 1274.6ms/step | 15.7 samples/s +Step 12460/44000 | Loss: 3.1129 | LR: 4.15e-04 | 1275.4ms/step | 15.7 samples/s +Step 12470/44000 | Loss: 3.1040 | LR: 4.15e-04 | 1275.2ms/step | 15.7 samples/s +Step 12480/44000 | Loss: 3.0966 | LR: 4.15e-04 | 1275.7ms/step | 15.7 samples/s +Step 12490/44000 | Loss: 3.0782 | LR: 4.14e-04 | 1277.3ms/step | 15.7 samples/s +Step 12500/44000 | Loss: 3.0730 | LR: 4.14e-04 | 1276.5ms/step | 15.7 samples/s +Validation at step 12500: Loss = 3.1178, Perplexity = 22.60 +Step 12510/44000 | Loss: 3.1281 | LR: 4.14e-04 | 3417.2ms/step | 5.9 samples/s +Step 12520/44000 | Loss: 3.1104 | LR: 4.14e-04 | 1273.9ms/step | 15.7 samples/s +Step 12530/44000 | Loss: 3.1052 | LR: 4.14e-04 | 1273.5ms/step | 15.7 samples/s +Step 12540/44000 | Loss: 3.1052 | LR: 4.14e-04 | 1273.3ms/step | 15.7 samples/s +Step 12550/44000 | Loss: 3.1200 | LR: 4.14e-04 | 1273.5ms/step | 15.7 samples/s +Step 12560/44000 | Loss: 3.0837 | LR: 4.14e-04 | 1273.3ms/step | 15.7 samples/s +Step 12570/44000 | Loss: 3.0960 | LR: 4.13e-04 | 1274.8ms/step | 15.7 samples/s +Step 12580/44000 | Loss: 3.1402 | LR: 4.13e-04 | 1274.0ms/step | 15.7 samples/s +Step 12590/44000 | Loss: 3.0988 | LR: 4.13e-04 | 1274.3ms/step | 15.7 samples/s +Step 12600/44000 | Loss: 3.1051 | LR: 4.13e-04 | 1274.1ms/step | 15.7 samples/s +Step 12610/44000 | Loss: 3.1174 | LR: 4.13e-04 | 1275.0ms/step | 15.7 samples/s +Step 12620/44000 | Loss: 3.1497 | LR: 4.13e-04 | 1275.2ms/step | 15.7 samples/s +Step 12630/44000 | Loss: 3.1111 | LR: 4.13e-04 | 1275.0ms/step | 15.7 samples/s +Step 12640/44000 | Loss: 3.1015 | LR: 4.12e-04 | 1274.9ms/step | 15.7 samples/s +Step 12650/44000 | Loss: 3.1117 | LR: 4.12e-04 | 1274.8ms/step | 15.7 samples/s +Step 12660/44000 | Loss: 3.1002 | LR: 4.12e-04 | 1274.6ms/step | 15.7 samples/s +Step 12670/44000 | Loss: 3.1157 | LR: 4.12e-04 | 1275.0ms/step | 15.7 samples/s +Step 12680/44000 | Loss: 3.1173 | LR: 4.12e-04 | 1274.7ms/step | 15.7 samples/s +Step 12690/44000 | Loss: 3.1064 | LR: 4.12e-04 | 1274.9ms/step | 15.7 samples/s +Step 12700/44000 | Loss: 3.1015 | LR: 4.12e-04 | 1275.6ms/step | 15.7 samples/s +Step 12710/44000 | Loss: 3.0674 | LR: 4.11e-04 | 1274.1ms/step | 15.7 samples/s +Step 12720/44000 | Loss: 3.0670 | LR: 4.11e-04 | 1273.7ms/step | 15.7 samples/s +Step 12730/44000 | Loss: 3.0926 | LR: 4.11e-04 | 1274.8ms/step | 15.7 samples/s +Step 12740/44000 | Loss: 3.1108 | LR: 4.11e-04 | 1275.8ms/step | 15.7 samples/s +Step 12750/44000 | Loss: 3.0726 | LR: 4.11e-04 | 1274.7ms/step | 15.7 samples/s +Validation at step 12750: Loss = 3.1130, Perplexity = 22.49 +Step 12760/44000 | Loss: 3.0988 | LR: 4.11e-04 | 3419.6ms/step | 5.8 samples/s +Step 12770/44000 | Loss: 3.1082 | LR: 4.11e-04 | 1274.3ms/step | 15.7 samples/s +Step 12780/44000 | Loss: 3.0890 | LR: 4.10e-04 | 1274.1ms/step | 15.7 samples/s +Step 12790/44000 | Loss: 3.0927 | LR: 4.10e-04 | 1273.3ms/step | 15.7 samples/s +Step 12800/44000 | Loss: 3.1134 | LR: 4.10e-04 | 1274.4ms/step | 15.7 samples/s +Step 12810/44000 | Loss: 3.1126 | LR: 4.10e-04 | 1274.6ms/step | 15.7 samples/s +Step 12820/44000 | Loss: 3.0906 | LR: 4.10e-04 | 1274.5ms/step | 15.7 samples/s +Step 12830/44000 | Loss: 3.1021 | LR: 4.10e-04 | 1276.5ms/step | 15.7 samples/s +Step 12840/44000 | Loss: 3.0813 | LR: 4.10e-04 | 1273.6ms/step | 15.7 samples/s +Step 12850/44000 | Loss: 3.1013 | LR: 4.09e-04 | 1272.5ms/step | 15.7 samples/s +Step 12860/44000 | Loss: 3.0775 | LR: 4.09e-04 | 1273.4ms/step | 15.7 samples/s +Step 12870/44000 | Loss: 3.1060 | LR: 4.09e-04 | 1273.3ms/step | 15.7 samples/s +Step 12880/44000 | Loss: 3.0679 | LR: 4.09e-04 | 1274.7ms/step | 15.7 samples/s +Step 12890/44000 | Loss: 3.1224 | LR: 4.09e-04 | 1273.1ms/step | 15.7 samples/s +Step 12900/44000 | Loss: 3.0835 | LR: 4.09e-04 | 1273.5ms/step | 15.7 samples/s +Step 12910/44000 | Loss: 3.0992 | LR: 4.09e-04 | 1274.5ms/step | 15.7 samples/s +Step 12920/44000 | Loss: 3.1000 | LR: 4.09e-04 | 1275.3ms/step | 15.7 samples/s +Step 12930/44000 | Loss: 3.1020 | LR: 4.08e-04 | 1273.8ms/step | 15.7 samples/s +Step 12940/44000 | Loss: 3.1152 | LR: 4.08e-04 | 1273.1ms/step | 15.7 samples/s +Step 12950/44000 | Loss: 3.1002 | LR: 4.08e-04 | 1273.9ms/step | 15.7 samples/s +Step 12960/44000 | Loss: 3.1071 | LR: 4.08e-04 | 1273.4ms/step | 15.7 samples/s +Step 12970/44000 | Loss: 3.1143 | LR: 4.08e-04 | 1273.4ms/step | 15.7 samples/s +Step 12980/44000 | Loss: 3.1094 | LR: 4.08e-04 | 1273.9ms/step | 15.7 samples/s +Step 12990/44000 | Loss: 3.1043 | LR: 4.08e-04 | 1275.0ms/step | 15.7 samples/s +Step 13000/44000 | Loss: 3.0904 | LR: 4.07e-04 | 1274.8ms/step | 15.7 samples/s +Validation at step 13000: Loss = 3.1117, Perplexity = 22.46 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-13000 +Step 13010/44000 | Loss: 3.0967 | LR: 4.07e-04 | 3705.1ms/step | 5.4 samples/s +Step 13020/44000 | Loss: 3.0977 | LR: 4.07e-04 | 1274.5ms/step | 15.7 samples/s +Step 13030/44000 | Loss: 3.1030 | LR: 4.07e-04 | 1273.2ms/step | 15.7 samples/s +Step 13040/44000 | Loss: 3.0774 | LR: 4.07e-04 | 1270.5ms/step | 15.7 samples/s +Step 13050/44000 | Loss: 3.0629 | LR: 4.07e-04 | 1272.5ms/step | 15.7 samples/s +Step 13060/44000 | Loss: 3.1094 | LR: 4.07e-04 | 1273.6ms/step | 15.7 samples/s +Step 13070/44000 | Loss: 3.1015 | LR: 4.06e-04 | 1275.2ms/step | 15.7 samples/s +Step 13080/44000 | Loss: 3.1183 | LR: 4.06e-04 | 1274.7ms/step | 15.7 samples/s +Step 13090/44000 | Loss: 3.0869 | LR: 4.06e-04 | 1275.0ms/step | 15.7 samples/s +Step 13100/44000 | Loss: 3.0902 | LR: 4.06e-04 | 1274.9ms/step | 15.7 samples/s +Step 13110/44000 | Loss: 3.1016 | LR: 4.06e-04 | 1274.6ms/step | 15.7 samples/s +Step 13120/44000 | Loss: 3.1124 | LR: 4.06e-04 | 1274.8ms/step | 15.7 samples/s +Step 13130/44000 | Loss: 3.1128 | LR: 4.06e-04 | 1274.4ms/step | 15.7 samples/s +Step 13140/44000 | Loss: 3.1138 | LR: 4.05e-04 | 1275.0ms/step | 15.7 samples/s +Step 13150/44000 | Loss: 3.0949 | LR: 4.05e-04 | 1274.6ms/step | 15.7 samples/s +Step 13160/44000 | Loss: 3.0871 | LR: 4.05e-04 | 1274.5ms/step | 15.7 samples/s +Step 13170/44000 | Loss: 3.0920 | LR: 4.05e-04 | 1275.7ms/step | 15.7 samples/s +Step 13180/44000 | Loss: 3.1142 | LR: 4.05e-04 | 1274.4ms/step | 15.7 samples/s +Step 13190/44000 | Loss: 3.0894 | LR: 4.05e-04 | 1275.9ms/step | 15.7 samples/s +Step 13200/44000 | Loss: 3.1232 | LR: 4.05e-04 | 1275.5ms/step | 15.7 samples/s +Step 13210/44000 | Loss: 3.0773 | LR: 4.04e-04 | 1274.7ms/step | 15.7 samples/s +Step 13220/44000 | Loss: 3.0800 | LR: 4.04e-04 | 1274.0ms/step | 15.7 samples/s +Step 13230/44000 | Loss: 3.1097 | LR: 4.04e-04 | 1274.9ms/step | 15.7 samples/s +Step 13240/44000 | Loss: 3.0901 | LR: 4.04e-04 | 1273.2ms/step | 15.7 samples/s +Step 13250/44000 | Loss: 3.1075 | LR: 4.04e-04 | 1274.5ms/step | 15.7 samples/s +Validation at step 13250: Loss = 3.1056, Perplexity = 22.32 +Step 13260/44000 | Loss: 3.0986 | LR: 4.04e-04 | 3418.8ms/step | 5.8 samples/s +Step 13270/44000 | Loss: 3.0882 | LR: 4.04e-04 | 1275.8ms/step | 15.7 samples/s +Step 13280/44000 | Loss: 3.1154 | LR: 4.03e-04 | 1275.4ms/step | 15.7 samples/s +Step 13290/44000 | Loss: 3.1003 | LR: 4.03e-04 | 1274.6ms/step | 15.7 samples/s +Step 13300/44000 | Loss: 3.0624 | LR: 4.03e-04 | 1274.6ms/step | 15.7 samples/s +Step 13310/44000 | Loss: 3.0943 | LR: 4.03e-04 | 1275.4ms/step | 15.7 samples/s +Step 13320/44000 | Loss: 3.0759 | LR: 4.03e-04 | 1275.6ms/step | 15.7 samples/s +Step 13330/44000 | Loss: 3.0833 | LR: 4.03e-04 | 1276.0ms/step | 15.7 samples/s +Step 13340/44000 | Loss: 3.0909 | LR: 4.03e-04 | 1276.1ms/step | 15.7 samples/s +Step 13350/44000 | Loss: 3.0779 | LR: 4.02e-04 | 1274.4ms/step | 15.7 samples/s +Step 13360/44000 | Loss: 3.0920 | LR: 4.02e-04 | 1273.8ms/step | 15.7 samples/s +Step 13370/44000 | Loss: 3.1221 | LR: 4.02e-04 | 1274.0ms/step | 15.7 samples/s +Step 13380/44000 | Loss: 3.1140 | LR: 4.02e-04 | 1274.7ms/step | 15.7 samples/s +Step 13390/44000 | Loss: 3.0828 | LR: 4.02e-04 | 1274.2ms/step | 15.7 samples/s +Step 13400/44000 | Loss: 3.0837 | LR: 4.02e-04 | 1274.5ms/step | 15.7 samples/s +Step 13410/44000 | Loss: 3.0758 | LR: 4.02e-04 | 1273.4ms/step | 15.7 samples/s +Step 13420/44000 | Loss: 3.0471 | LR: 4.01e-04 | 1274.8ms/step | 15.7 samples/s +Step 13430/44000 | Loss: 3.1026 | LR: 4.01e-04 | 1274.5ms/step | 15.7 samples/s +Step 13440/44000 | Loss: 3.0927 | LR: 4.01e-04 | 1273.3ms/step | 15.7 samples/s +Step 13450/44000 | Loss: 3.1028 | LR: 4.01e-04 | 1274.3ms/step | 15.7 samples/s +Step 13460/44000 | Loss: 3.0815 | LR: 4.01e-04 | 1274.3ms/step | 15.7 samples/s +Step 13470/44000 | Loss: 3.0925 | LR: 4.01e-04 | 1273.7ms/step | 15.7 samples/s +Step 13480/44000 | Loss: 3.0686 | LR: 4.01e-04 | 1273.7ms/step | 15.7 samples/s +Step 13490/44000 | Loss: 3.0945 | LR: 4.00e-04 | 1273.0ms/step | 15.7 samples/s +Step 13500/44000 | Loss: 3.0962 | LR: 4.00e-04 | 1275.2ms/step | 15.7 samples/s +Validation at step 13500: Loss = 3.1009, Perplexity = 22.22 +Step 13510/44000 | Loss: 3.0819 | LR: 4.00e-04 | 3416.8ms/step | 5.9 samples/s +Step 13520/44000 | Loss: 3.0791 | LR: 4.00e-04 | 1271.9ms/step | 15.7 samples/s +Step 13530/44000 | Loss: 3.0766 | LR: 4.00e-04 | 1272.1ms/step | 15.7 samples/s +Step 13540/44000 | Loss: 3.0681 | LR: 4.00e-04 | 1271.8ms/step | 15.7 samples/s +Step 13550/44000 | Loss: 3.0865 | LR: 4.00e-04 | 1274.0ms/step | 15.7 samples/s +Step 13560/44000 | Loss: 3.0781 | LR: 3.99e-04 | 1273.7ms/step | 15.7 samples/s +Step 13570/44000 | Loss: 3.1145 | LR: 3.99e-04 | 1273.2ms/step | 15.7 samples/s +Step 13580/44000 | Loss: 3.0933 | LR: 3.99e-04 | 1273.9ms/step | 15.7 samples/s +Step 13590/44000 | Loss: 3.0709 | LR: 3.99e-04 | 1274.7ms/step | 15.7 samples/s +Step 13600/44000 | Loss: 3.0826 | LR: 3.99e-04 | 1273.1ms/step | 15.7 samples/s +Step 13610/44000 | Loss: 3.0726 | LR: 3.99e-04 | 1272.7ms/step | 15.7 samples/s +Step 13620/44000 | Loss: 3.1050 | LR: 3.98e-04 | 1274.7ms/step | 15.7 samples/s +Step 13630/44000 | Loss: 3.0947 | LR: 3.98e-04 | 1273.5ms/step | 15.7 samples/s +Step 13640/44000 | Loss: 3.0722 | LR: 3.98e-04 | 1273.5ms/step | 15.7 samples/s +Step 13650/44000 | Loss: 3.0896 | LR: 3.98e-04 | 1272.9ms/step | 15.7 samples/s +Step 13660/44000 | Loss: 3.0763 | LR: 3.98e-04 | 1273.3ms/step | 15.7 samples/s +Step 13670/44000 | Loss: 3.0620 | LR: 3.98e-04 | 1273.7ms/step | 15.7 samples/s +Step 13680/44000 | Loss: 3.0776 | LR: 3.98e-04 | 1271.4ms/step | 15.7 samples/s +Step 13690/44000 | Loss: 3.0951 | LR: 3.97e-04 | 1273.1ms/step | 15.7 samples/s +Step 13700/44000 | Loss: 3.0803 | LR: 3.97e-04 | 1273.3ms/step | 15.7 samples/s +Step 13710/44000 | Loss: 3.0895 | LR: 3.97e-04 | 1274.9ms/step | 15.7 samples/s +Step 13720/44000 | Loss: 3.0724 | LR: 3.97e-04 | 1274.7ms/step | 15.7 samples/s +Step 13730/44000 | Loss: 3.0894 | LR: 3.97e-04 | 1273.7ms/step | 15.7 samples/s +Step 13740/44000 | Loss: 3.0960 | LR: 3.97e-04 | 1274.6ms/step | 15.7 samples/s +Step 13750/44000 | Loss: 3.1267 | LR: 3.97e-04 | 1274.6ms/step | 15.7 samples/s +Validation at step 13750: Loss = 3.0984, Perplexity = 22.16 +Step 13760/44000 | Loss: 3.1157 | LR: 3.96e-04 | 3418.5ms/step | 5.9 samples/s +Step 13770/44000 | Loss: 3.0860 | LR: 3.96e-04 | 1274.4ms/step | 15.7 samples/s +Step 13780/44000 | Loss: 3.0766 | LR: 3.96e-04 | 1274.1ms/step | 15.7 samples/s +Step 13790/44000 | Loss: 3.1157 | LR: 3.96e-04 | 1274.9ms/step | 15.7 samples/s +Step 13800/44000 | Loss: 3.0729 | LR: 3.96e-04 | 1275.2ms/step | 15.7 samples/s +Step 13810/44000 | Loss: 3.0681 | LR: 3.96e-04 | 1274.9ms/step | 15.7 samples/s +Step 13820/44000 | Loss: 3.0830 | LR: 3.96e-04 | 1274.8ms/step | 15.7 samples/s +Step 13830/44000 | Loss: 3.0664 | LR: 3.95e-04 | 1273.8ms/step | 15.7 samples/s +Step 13840/44000 | Loss: 3.0586 | LR: 3.95e-04 | 1273.0ms/step | 15.7 samples/s +Step 13850/44000 | Loss: 3.0779 | LR: 3.95e-04 | 1273.0ms/step | 15.7 samples/s +Step 13860/44000 | Loss: 3.0857 | LR: 3.95e-04 | 1273.2ms/step | 15.7 samples/s +Step 13870/44000 | Loss: 3.0839 | LR: 3.95e-04 | 1273.6ms/step | 15.7 samples/s +Step 13880/44000 | Loss: 3.1011 | LR: 3.95e-04 | 1273.2ms/step | 15.7 samples/s +Step 13890/44000 | Loss: 3.0685 | LR: 3.95e-04 | 1274.0ms/step | 15.7 samples/s +Step 13900/44000 | Loss: 3.1187 | LR: 3.94e-04 | 1274.8ms/step | 15.7 samples/s +Step 13910/44000 | Loss: 3.0911 | LR: 3.94e-04 | 1273.3ms/step | 15.7 samples/s +Step 13920/44000 | Loss: 3.0722 | LR: 3.94e-04 | 1274.4ms/step | 15.7 samples/s +Step 13930/44000 | Loss: 3.0845 | LR: 3.94e-04 | 1273.5ms/step | 15.7 samples/s +Step 13940/44000 | Loss: 3.0652 | LR: 3.94e-04 | 1274.4ms/step | 15.7 samples/s +Step 13950/44000 | Loss: 3.0658 | LR: 3.94e-04 | 1275.4ms/step | 15.7 samples/s +Step 13960/44000 | Loss: 3.0859 | LR: 3.93e-04 | 1275.3ms/step | 15.7 samples/s +Step 13970/44000 | Loss: 3.0699 | LR: 3.93e-04 | 1274.2ms/step | 15.7 samples/s +Step 13980/44000 | Loss: 3.0698 | LR: 3.93e-04 | 1273.8ms/step | 15.7 samples/s +Step 13990/44000 | Loss: 3.0702 | LR: 3.93e-04 | 1274.1ms/step | 15.7 samples/s +Step 14000/44000 | Loss: 3.0900 | LR: 3.93e-04 | 1274.2ms/step | 15.7 samples/s +Validation at step 14000: Loss = 3.0939, Perplexity = 22.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-14000 +Step 14010/44000 | Loss: 3.0929 | LR: 3.93e-04 | 3700.3ms/step | 5.4 samples/s +Step 14020/44000 | Loss: 3.0661 | LR: 3.93e-04 | 1273.6ms/step | 15.7 samples/s +Step 14030/44000 | Loss: 3.0346 | LR: 3.92e-04 | 1273.9ms/step | 15.7 samples/s +Step 14040/44000 | Loss: 3.0523 | LR: 3.92e-04 | 1274.0ms/step | 15.7 samples/s +Step 14050/44000 | Loss: 3.0438 | LR: 3.92e-04 | 1274.1ms/step | 15.7 samples/s +Step 14060/44000 | Loss: 3.1000 | LR: 3.92e-04 | 1274.2ms/step | 15.7 samples/s +Step 14070/44000 | Loss: 3.0920 | LR: 3.92e-04 | 1277.7ms/step | 15.7 samples/s +Step 14080/44000 | Loss: 3.0823 | LR: 3.92e-04 | 1279.9ms/step | 15.6 samples/s +Step 14090/44000 | Loss: 3.0656 | LR: 3.92e-04 | 1279.5ms/step | 15.6 samples/s +Step 14100/44000 | Loss: 3.0936 | LR: 3.91e-04 | 1277.2ms/step | 15.7 samples/s +Step 14110/44000 | Loss: 3.0878 | LR: 3.91e-04 | 1277.3ms/step | 15.7 samples/s +Step 14120/44000 | Loss: 3.0809 | LR: 3.91e-04 | 1279.1ms/step | 15.6 samples/s +Step 14130/44000 | Loss: 3.1041 | LR: 3.91e-04 | 1278.6ms/step | 15.6 samples/s +Step 14140/44000 | Loss: 3.0902 | LR: 3.91e-04 | 1279.5ms/step | 15.6 samples/s +Step 14150/44000 | Loss: 3.0601 | LR: 3.91e-04 | 1278.5ms/step | 15.6 samples/s +Step 14160/44000 | Loss: 3.0731 | LR: 3.90e-04 | 1279.3ms/step | 15.6 samples/s +Step 14170/44000 | Loss: 3.0957 | LR: 3.90e-04 | 1278.0ms/step | 15.6 samples/s +Step 14180/44000 | Loss: 3.0845 | LR: 3.90e-04 | 1277.5ms/step | 15.7 samples/s +Step 14190/44000 | Loss: 3.0788 | LR: 3.90e-04 | 1277.6ms/step | 15.7 samples/s +Step 14200/44000 | Loss: 3.0891 | LR: 3.90e-04 | 1278.3ms/step | 15.6 samples/s +Step 14210/44000 | Loss: 3.0746 | LR: 3.90e-04 | 1277.8ms/step | 15.7 samples/s +Step 14220/44000 | Loss: 3.0742 | LR: 3.90e-04 | 1277.4ms/step | 15.7 samples/s +Step 14230/44000 | Loss: 3.0789 | LR: 3.89e-04 | 1278.0ms/step | 15.6 samples/s +Step 14240/44000 | Loss: 3.0597 | LR: 3.89e-04 | 1277.1ms/step | 15.7 samples/s +Step 14250/44000 | Loss: 3.0742 | LR: 3.89e-04 | 1278.1ms/step | 15.6 samples/s +Validation at step 14250: Loss = 3.0906, Perplexity = 21.99 +Step 14260/44000 | Loss: 3.1054 | LR: 3.89e-04 | 3425.4ms/step | 5.8 samples/s +Step 14270/44000 | Loss: 3.0990 | LR: 3.89e-04 | 1276.9ms/step | 15.7 samples/s +Step 14280/44000 | Loss: 3.0954 | LR: 3.89e-04 | 1278.0ms/step | 15.6 samples/s +Step 14290/44000 | Loss: 3.0817 | LR: 3.89e-04 | 1277.9ms/step | 15.7 samples/s +Step 14300/44000 | Loss: 3.0812 | LR: 3.88e-04 | 1278.3ms/step | 15.6 samples/s +Step 14310/44000 | Loss: 3.0799 | LR: 3.88e-04 | 1278.1ms/step | 15.6 samples/s +Step 14320/44000 | Loss: 3.0778 | LR: 3.88e-04 | 1277.5ms/step | 15.7 samples/s +Step 14330/44000 | Loss: 3.0911 | LR: 3.88e-04 | 1277.7ms/step | 15.7 samples/s +Step 14340/44000 | Loss: 3.0892 | LR: 3.88e-04 | 1276.4ms/step | 15.7 samples/s +Step 14350/44000 | Loss: 3.0730 | LR: 3.88e-04 | 1276.8ms/step | 15.7 samples/s +Step 14360/44000 | Loss: 3.0886 | LR: 3.87e-04 | 1277.6ms/step | 15.7 samples/s +Step 14370/44000 | Loss: 3.0866 | LR: 3.87e-04 | 1278.0ms/step | 15.6 samples/s +Step 14380/44000 | Loss: 3.0679 | LR: 3.87e-04 | 1277.7ms/step | 15.7 samples/s +Step 14390/44000 | Loss: 3.0731 | LR: 3.87e-04 | 1278.1ms/step | 15.6 samples/s +Step 14400/44000 | Loss: 3.0757 | LR: 3.87e-04 | 1278.2ms/step | 15.6 samples/s +Step 14410/44000 | Loss: 3.0554 | LR: 3.87e-04 | 1278.8ms/step | 15.6 samples/s +Step 14420/44000 | Loss: 3.0791 | LR: 3.87e-04 | 1278.7ms/step | 15.6 samples/s +Step 14430/44000 | Loss: 3.0449 | LR: 3.86e-04 | 1277.9ms/step | 15.7 samples/s +Step 14440/44000 | Loss: 3.0857 | LR: 3.86e-04 | 1278.6ms/step | 15.6 samples/s +Step 14450/44000 | Loss: 3.0765 | LR: 3.86e-04 | 1277.3ms/step | 15.7 samples/s +Step 14460/44000 | Loss: 3.0889 | LR: 3.86e-04 | 1276.5ms/step | 15.7 samples/s +Step 14470/44000 | Loss: 3.0849 | LR: 3.86e-04 | 1278.1ms/step | 15.6 samples/s +Step 14480/44000 | Loss: 3.0491 | LR: 3.86e-04 | 1278.4ms/step | 15.6 samples/s +Step 14490/44000 | Loss: 3.0635 | LR: 3.85e-04 | 1276.9ms/step | 15.7 samples/s +Step 14500/44000 | Loss: 3.0904 | LR: 3.85e-04 | 1276.9ms/step | 15.7 samples/s +Validation at step 14500: Loss = 3.0851, Perplexity = 21.87 +Step 14510/44000 | Loss: 3.0588 | LR: 3.85e-04 | 3425.1ms/step | 5.8 samples/s +Step 14520/44000 | Loss: 3.0927 | LR: 3.85e-04 | 1277.7ms/step | 15.7 samples/s +Step 14530/44000 | Loss: 3.0705 | LR: 3.85e-04 | 1278.2ms/step | 15.6 samples/s +Step 14540/44000 | Loss: 3.0788 | LR: 3.85e-04 | 1277.6ms/step | 15.7 samples/s +Step 14550/44000 | Loss: 3.0776 | LR: 3.85e-04 | 1278.8ms/step | 15.6 samples/s +Step 14560/44000 | Loss: 3.0867 | LR: 3.84e-04 | 1279.6ms/step | 15.6 samples/s +Step 14570/44000 | Loss: 3.0865 | LR: 3.84e-04 | 1278.0ms/step | 15.6 samples/s +Step 14580/44000 | Loss: 3.0736 | LR: 3.84e-04 | 1277.7ms/step | 15.7 samples/s +Step 14590/44000 | Loss: 3.0840 | LR: 3.84e-04 | 1278.7ms/step | 15.6 samples/s +Step 14600/44000 | Loss: 3.0782 | LR: 3.84e-04 | 1277.5ms/step | 15.7 samples/s +Step 14610/44000 | Loss: 3.0768 | LR: 3.84e-04 | 1277.6ms/step | 15.7 samples/s +Step 14620/44000 | Loss: 3.0895 | LR: 3.83e-04 | 1276.4ms/step | 15.7 samples/s +Step 14630/44000 | Loss: 3.0650 | LR: 3.83e-04 | 1277.8ms/step | 15.7 samples/s +Step 14640/44000 | Loss: 3.0644 | LR: 3.83e-04 | 1278.6ms/step | 15.6 samples/s +Step 14650/44000 | Loss: 3.0743 | LR: 3.83e-04 | 1278.0ms/step | 15.6 samples/s +Step 14660/44000 | Loss: 3.0891 | LR: 3.83e-04 | 1278.8ms/step | 15.6 samples/s +Step 14670/44000 | Loss: 3.0823 | LR: 3.83e-04 | 1279.1ms/step | 15.6 samples/s +Step 14680/44000 | Loss: 3.0492 | LR: 3.83e-04 | 1276.8ms/step | 15.7 samples/s +Step 14690/44000 | Loss: 3.0681 | LR: 3.82e-04 | 1273.6ms/step | 15.7 samples/s +Step 14700/44000 | Loss: 3.0852 | LR: 3.82e-04 | 1274.3ms/step | 15.7 samples/s +Step 14710/44000 | Loss: 3.0742 | LR: 3.82e-04 | 1274.5ms/step | 15.7 samples/s +Step 14720/44000 | Loss: 3.0641 | LR: 3.82e-04 | 1275.5ms/step | 15.7 samples/s +Step 14730/44000 | Loss: 3.0795 | LR: 3.82e-04 | 1278.2ms/step | 15.6 samples/s +Step 14740/44000 | Loss: 3.0686 | LR: 3.82e-04 | 1279.3ms/step | 15.6 samples/s +Step 14750/44000 | Loss: 3.0961 | LR: 3.81e-04 | 1277.1ms/step | 15.7 samples/s +Validation at step 14750: Loss = 3.0830, Perplexity = 21.82 +Step 14760/44000 | Loss: 3.0685 | LR: 3.81e-04 | 3427.5ms/step | 5.8 samples/s +Step 14770/44000 | Loss: 3.0815 | LR: 3.81e-04 | 1278.6ms/step | 15.6 samples/s +Step 14780/44000 | Loss: 3.0918 | LR: 3.81e-04 | 1279.4ms/step | 15.6 samples/s +Step 14790/44000 | Loss: 3.0744 | LR: 3.81e-04 | 1278.2ms/step | 15.6 samples/s +Step 14800/44000 | Loss: 3.0436 | LR: 3.81e-04 | 1278.2ms/step | 15.6 samples/s +Step 14810/44000 | Loss: 3.0621 | LR: 3.81e-04 | 1276.2ms/step | 15.7 samples/s +Step 14820/44000 | Loss: 3.0727 | LR: 3.80e-04 | 1271.4ms/step | 15.7 samples/s +Step 14830/44000 | Loss: 3.0769 | LR: 3.80e-04 | 1272.2ms/step | 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a/epfl_final/SparseAtt/wandb/run-20260707_034612-dbtl6d2o/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260707_034612-dbtl6d2o/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad4c690c3e14b0f13ae055d10340b2fe379c8b39 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_034612-dbtl6d2o/files/requirements.txt @@ -0,0 +1,141 @@ +pip==26.0.1 +nvidia-cusparselt-cu13==0.8.0 +mpmath==1.3.0 +cuda-toolkit==13.0.2 +zstandard==0.25.0 +xxhash==3.7.0 +urllib3==2.6.3 +typing_extensions==4.15.0 +triton==3.6.0 +tqdm==4.67.3 +torchinfo==1.8.0 +sympy==1.14.0 +smmap==5.0.3 +six==1.17.0 +shellingham==1.5.4 +setuptools==81.0.0 +safetensors==0.7.0 +regex==2026.4.4 +PyYAML==6.0.3 +Pygments==2.20.0 +pyarrow==24.0.0 +psutil==7.2.2 +protobuf==7.34.1 +propcache==0.4.1 +platformdirs==4.9.6 +packaging==26.2 +nvidia-nvtx==13.0.85 +nvidia-nvshmem-cu13==3.4.5 +nvidia-nvjitlink==13.0.88 +nvidia-nccl-cu13==2.28.9 +nvidia-curand==10.4.0.35 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[wandb_setup.py:_flush():81] Loading settings from environment variables +2026-07-07 03:46:12,563 INFO MainThread:1645 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260707_034612-dbtl6d2o/logs/debug.log +2026-07-07 03:46:12,563 INFO MainThread:1645 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260707_034612-dbtl6d2o/logs/debug-internal.log +2026-07-07 03:46:12,563 INFO MainThread:1645 [wandb_init.py:init():850] calling init triggers +2026-07-07 03:46:12,563 INFO MainThread:1645 [wandb_init.py:init():855] wandb.init called with sweep_config: {} +config: {'model_path': '/mloscratch/homes/navasard/qwen3_06b_base', 'model_dtype': 'bfloat16', 'init_from_scratch': True, 'train_path': '/mloscratch/homes/navasard/data/fineweb_large/tokenized', 'val_path': None, 'max_seq_length': 8192, 'num_workers': 8, 'output_dir': 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'sparse_val_dense_compare': False, 'sparse_layer_indices': None, 'sparse_mask_cache_dir': '/mloscratch/homes/navasard/sparse/mask_cache_8k_fixed_s1', 'sparse_mask_seed': 1, 'dense_mode': False, 'dense_step_intervals': None, '_wandb': {}} +2026-07-07 03:46:12,563 INFO MainThread:1645 [wandb_init.py:init():898] starting backend +2026-07-07 03:46:13,061 INFO MainThread:1645 [wandb_init.py:init():913] sending inform_init request +2026-07-07 03:46:13,474 INFO MainThread:1645 [wandb_init.py:init():918] backend started and connected +2026-07-07 03:46:13,475 INFO MainThread:1645 [wandb_init.py:init():988] updated telemetry +2026-07-07 03:46:13,500 INFO MainThread:1645 [wandb_init.py:init():1011] communicating run to backend with 90.0 second timeout +2026-07-07 03:46:14,109 INFO MainThread:1645 [wandb_init.py:init():1056] starting run threads in backend +2026-07-07 03:46:14,262 INFO MainThread:1645 [wandb_run.py:_console_start():2554] atexit reg +2026-07-07 03:46:14,262 INFO MainThread:1645 [wandb_run.py:_redirect():2403] redirect: wrap_raw +2026-07-07 03:46:14,262 INFO MainThread:1645 [wandb_run.py:_redirect():2472] Wrapping output streams. +2026-07-07 03:46:14,262 INFO MainThread:1645 [wandb_run.py:_redirect():2495] Redirects installed. +2026-07-07 03:46:14,265 INFO MainThread:1645 [wandb_init.py:init():1094] run started, returning control to user process diff --git a/epfl_final/SparseAtt/wandb/run-20260707_034612-dbtl6d2o/run-dbtl6d2o.wandb b/epfl_final/SparseAtt/wandb/run-20260707_034612-dbtl6d2o/run-dbtl6d2o.wandb new file mode 100644 index 0000000000000000000000000000000000000000..091249e965fa46d7c91d3411a6ed7ac6c25b149f --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_034612-dbtl6d2o/run-dbtl6d2o.wandb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0b4deb31ba0c3fb77e0ad2983131f0f9cc95ab35100f66b876cdb62721661d1e +size 7569408 diff --git a/epfl_final/SparseAtt/wandb/run-20260707_034612-qlqhc3gy/files/output.log b/epfl_final/SparseAtt/wandb/run-20260707_034612-qlqhc3gy/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..f355b0323d4e0715090a5ebfc82fe0562cdfc839 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_034612-qlqhc3gy/files/output.log @@ -0,0 +1,1447 @@ +Starting training... +Switching attention mode for step 1: dense (dense step interval) +Step 10/44000 | Loss: 12.0394 | LR: 6.67e-06 | 5987.4ms/step | 3.3 samples/s +Step 20/44000 | Loss: 11.9274 | LR: 1.33e-05 | 1357.0ms/step | 14.7 samples/s +Step 30/44000 | Loss: 11.5664 | LR: 2.00e-05 | 1355.8ms/step | 14.8 samples/s +Step 40/44000 | Loss: 11.0213 | LR: 2.67e-05 | 1356.0ms/step | 14.7 samples/s +Step 50/44000 | Loss: 10.7365 | LR: 3.33e-05 | 1353.5ms/step | 14.8 samples/s +Step 60/44000 | Loss: 10.4922 | LR: 4.00e-05 | 1353.2ms/step | 14.8 samples/s +Step 70/44000 | Loss: 10.2575 | LR: 4.67e-05 | 1351.5ms/step | 14.8 samples/s +Step 80/44000 | Loss: 9.9604 | LR: 5.33e-05 | 1350.3ms/step | 14.8 samples/s +Step 90/44000 | Loss: 9.6066 | LR: 6.00e-05 | 1351.2ms/step | 14.8 samples/s +Step 100/44000 | Loss: 9.1528 | LR: 6.67e-05 | 1355.5ms/step | 14.8 samples/s +Step 110/44000 | Loss: 8.6193 | LR: 7.33e-05 | 1357.1ms/step | 14.7 samples/s +Step 120/44000 | Loss: 8.1614 | LR: 8.00e-05 | 1361.8ms/step | 14.7 samples/s +Step 130/44000 | Loss: 7.7791 | LR: 8.67e-05 | 1362.4ms/step | 14.7 samples/s +Step 140/44000 | Loss: 7.5464 | LR: 9.33e-05 | 1365.2ms/step | 14.6 samples/s +Step 150/44000 | Loss: 7.3587 | LR: 1.00e-04 | 1367.6ms/step | 14.6 samples/s +Step 160/44000 | Loss: 7.2631 | LR: 1.07e-04 | 1369.7ms/step | 14.6 samples/s +Step 170/44000 | Loss: 7.1473 | LR: 1.13e-04 | 1371.8ms/step | 14.6 samples/s +Step 180/44000 | Loss: 7.0524 | LR: 1.20e-04 | 1372.1ms/step | 14.6 samples/s +Step 190/44000 | Loss: 6.9434 | LR: 1.27e-04 | 1373.1ms/step | 14.6 samples/s +Step 200/44000 | Loss: 6.8854 | LR: 1.33e-04 | 1375.4ms/step | 14.5 samples/s +Step 210/44000 | Loss: 6.8164 | LR: 1.40e-04 | 1376.6ms/step | 14.5 samples/s +Step 220/44000 | Loss: 6.7069 | LR: 1.47e-04 | 1378.5ms/step | 14.5 samples/s +Step 230/44000 | Loss: 6.5976 | LR: 1.53e-04 | 1379.3ms/step | 14.5 samples/s +Step 240/44000 | Loss: 6.5419 | LR: 1.60e-04 | 1376.5ms/step | 14.5 samples/s +Step 250/44000 | Loss: 6.4535 | LR: 1.67e-04 | 1381.3ms/step | 14.5 samples/s +Validation at step 250: Loss = 6.4426, Perplexity = 628.03 +Step 260/44000 | Loss: 6.4211 | LR: 1.73e-04 | 5258.8ms/step | 3.8 samples/s +Step 270/44000 | Loss: 6.3512 | LR: 1.80e-04 | 1378.5ms/step | 14.5 samples/s +Step 280/44000 | Loss: 6.3225 | LR: 1.87e-04 | 1379.3ms/step | 14.5 samples/s +Step 290/44000 | Loss: 6.3089 | LR: 1.93e-04 | 1382.3ms/step | 14.5 samples/s +Step 300/44000 | Loss: 6.2370 | LR: 2.00e-04 | 1379.8ms/step | 14.5 samples/s +Step 310/44000 | Loss: 6.2013 | LR: 2.07e-04 | 1377.2ms/step | 14.5 samples/s +Step 320/44000 | Loss: 6.1476 | LR: 2.13e-04 | 1375.9ms/step | 14.5 samples/s +Step 330/44000 | Loss: 6.0887 | LR: 2.20e-04 | 1379.3ms/step | 14.5 samples/s +Step 340/44000 | Loss: 6.0659 | LR: 2.27e-04 | 1382.3ms/step | 14.5 samples/s +Step 350/44000 | Loss: 5.9950 | LR: 2.33e-04 | 1382.7ms/step | 14.5 samples/s +Step 360/44000 | Loss: 5.9560 | LR: 2.40e-04 | 1381.6ms/step | 14.5 samples/s +Step 370/44000 | Loss: 5.9293 | LR: 2.47e-04 | 1381.9ms/step | 14.5 samples/s +Step 380/44000 | Loss: 5.9120 | LR: 2.53e-04 | 1384.1ms/step | 14.5 samples/s +Step 390/44000 | Loss: 5.8310 | LR: 2.60e-04 | 1384.7ms/step | 14.4 samples/s +Step 400/44000 | Loss: 5.8416 | LR: 2.67e-04 | 1384.4ms/step | 14.4 samples/s +Step 410/44000 | Loss: 5.7956 | LR: 2.73e-04 | 1383.4ms/step | 14.5 samples/s +Step 420/44000 | Loss: 5.8088 | LR: 2.80e-04 | 1386.5ms/step | 14.4 samples/s +Step 430/44000 | Loss: 5.7413 | LR: 2.87e-04 | 1385.6ms/step | 14.4 samples/s +Step 440/44000 | Loss: 5.7087 | LR: 2.93e-04 | 1388.0ms/step | 14.4 samples/s +Step 450/44000 | Loss: 5.6676 | LR: 3.00e-04 | 1386.9ms/step | 14.4 samples/s +Step 460/44000 | Loss: 5.6018 | LR: 3.07e-04 | 1384.8ms/step | 14.4 samples/s +Step 470/44000 | Loss: 5.6114 | LR: 3.13e-04 | 1386.5ms/step | 14.4 samples/s +Step 480/44000 | Loss: 5.5595 | LR: 3.20e-04 | 1386.1ms/step | 14.4 samples/s +Step 490/44000 | Loss: 5.5107 | LR: 3.27e-04 | 1386.7ms/step | 14.4 samples/s +Step 500/44000 | Loss: 5.4917 | LR: 3.33e-04 | 1389.2ms/step | 14.4 samples/s +Validation at step 500: Loss = 5.4876, Perplexity = 241.67 +Step 510/44000 | Loss: 5.4544 | LR: 3.40e-04 | 3584.0ms/step | 5.6 samples/s +Step 520/44000 | Loss: 5.4116 | LR: 3.47e-04 | 1389.5ms/step | 14.4 samples/s +Step 530/44000 | Loss: 5.4363 | LR: 3.53e-04 | 1388.3ms/step | 14.4 samples/s +Step 540/44000 | Loss: 5.3456 | LR: 3.60e-04 | 1392.9ms/step | 14.4 samples/s +Step 550/44000 | Loss: 5.3251 | LR: 3.67e-04 | 1391.2ms/step | 14.4 samples/s +Step 560/44000 | Loss: 5.2952 | LR: 3.73e-04 | 1391.6ms/step | 14.4 samples/s +Step 570/44000 | Loss: 5.2918 | LR: 3.80e-04 | 1389.9ms/step | 14.4 samples/s +Step 580/44000 | Loss: 5.2537 | LR: 3.87e-04 | 1391.0ms/step | 14.4 samples/s +Step 590/44000 | Loss: 5.1966 | LR: 3.93e-04 | 1391.5ms/step | 14.4 samples/s +Step 600/44000 | Loss: 5.1900 | LR: 4.00e-04 | 1388.6ms/step | 14.4 samples/s +Step 610/44000 | Loss: 5.1557 | LR: 4.07e-04 | 1391.5ms/step | 14.4 samples/s +Step 620/44000 | Loss: 5.1425 | LR: 4.13e-04 | 1391.3ms/step | 14.4 samples/s +Step 630/44000 | Loss: 5.0581 | LR: 4.20e-04 | 1390.6ms/step | 14.4 samples/s +Step 640/44000 | Loss: 5.0405 | LR: 4.27e-04 | 1390.2ms/step | 14.4 samples/s +Step 650/44000 | Loss: 5.0108 | LR: 4.33e-04 | 1391.9ms/step | 14.4 samples/s +Step 660/44000 | Loss: 4.9989 | LR: 4.40e-04 | 1392.8ms/step | 14.4 samples/s +Step 670/44000 | Loss: 4.9670 | LR: 4.47e-04 | 1390.6ms/step | 14.4 samples/s +Step 680/44000 | Loss: 4.9135 | LR: 4.53e-04 | 1384.6ms/step | 14.4 samples/s +Step 690/44000 | Loss: 4.9026 | LR: 4.60e-04 | 1385.8ms/step | 14.4 samples/s +Step 700/44000 | Loss: 4.8811 | LR: 4.67e-04 | 1384.5ms/step | 14.4 samples/s +Step 710/44000 | Loss: 4.8263 | LR: 4.73e-04 | 1393.8ms/step | 14.3 samples/s +Step 720/44000 | Loss: 4.7619 | LR: 4.80e-04 | 1389.2ms/step | 14.4 samples/s +Step 730/44000 | Loss: 4.8002 | LR: 4.87e-04 | 1387.7ms/step | 14.4 samples/s +Step 740/44000 | Loss: 4.7366 | LR: 4.93e-04 | 1386.6ms/step | 14.4 samples/s +Step 750/44000 | Loss: 4.7343 | LR: 5.00e-04 | 1387.6ms/step | 14.4 samples/s +Validation at step 750: Loss = 4.7154, Perplexity = 111.66 +Step 760/44000 | Loss: 4.7005 | LR: 5.00e-04 | 3586.7ms/step | 5.6 samples/s +Step 770/44000 | Loss: 4.6582 | LR: 5.00e-04 | 1388.1ms/step | 14.4 samples/s +Step 780/44000 | Loss: 4.6512 | LR: 5.00e-04 | 1386.7ms/step | 14.4 samples/s +Step 790/44000 | Loss: 4.6425 | LR: 5.00e-04 | 1387.6ms/step | 14.4 samples/s +Step 800/44000 | Loss: 4.5857 | LR: 5.00e-04 | 1387.4ms/step | 14.4 samples/s +Step 810/44000 | Loss: 4.5617 | LR: 5.00e-04 | 1385.7ms/step | 14.4 samples/s +Step 820/44000 | Loss: 4.5411 | LR: 5.00e-04 | 1388.3ms/step | 14.4 samples/s +Step 830/44000 | Loss: 4.5262 | LR: 5.00e-04 | 1390.4ms/step | 14.4 samples/s +Step 840/44000 | Loss: 4.4996 | LR: 5.00e-04 | 1389.5ms/step | 14.4 samples/s +Step 850/44000 | Loss: 4.4903 | LR: 5.00e-04 | 1388.6ms/step | 14.4 samples/s +Step 860/44000 | Loss: 4.5136 | LR: 5.00e-04 | 1389.2ms/step | 14.4 samples/s +Step 870/44000 | Loss: 4.4263 | LR: 5.00e-04 | 1390.4ms/step | 14.4 samples/s +Step 880/44000 | Loss: 4.4365 | LR: 5.00e-04 | 1390.0ms/step | 14.4 samples/s +Step 890/44000 | Loss: 4.4160 | LR: 5.00e-04 | 1387.9ms/step | 14.4 samples/s +Step 900/44000 | Loss: 4.3905 | LR: 5.00e-04 | 1387.4ms/step | 14.4 samples/s +Step 910/44000 | Loss: 4.3626 | LR: 5.00e-04 | 1387.2ms/step | 14.4 samples/s +Step 920/44000 | Loss: 4.3622 | LR: 5.00e-04 | 1385.7ms/step | 14.4 samples/s +Step 930/44000 | Loss: 4.3329 | LR: 5.00e-04 | 1388.3ms/step | 14.4 samples/s +Step 940/44000 | Loss: 4.3264 | LR: 5.00e-04 | 1387.6ms/step | 14.4 samples/s +Step 950/44000 | Loss: 4.3147 | LR: 5.00e-04 | 1384.5ms/step | 14.4 samples/s +Step 960/44000 | Loss: 4.2723 | LR: 5.00e-04 | 1383.6ms/step | 14.5 samples/s +Step 970/44000 | Loss: 4.3061 | LR: 5.00e-04 | 1384.7ms/step | 14.4 samples/s +Step 980/44000 | Loss: 4.2832 | LR: 5.00e-04 | 1385.4ms/step | 14.4 samples/s +Step 990/44000 | Loss: 4.2603 | LR: 5.00e-04 | 1385.9ms/step | 14.4 samples/s +Step 1000/44000 | Loss: 4.2566 | LR: 5.00e-04 | 1384.0ms/step | 14.5 samples/s +Validation at step 1000: Loss = 4.2727, Perplexity = 71.71 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-1000 +Step 1010/44000 | Loss: 4.2262 | LR: 5.00e-04 | 3869.9ms/step | 5.2 samples/s +Step 1020/44000 | Loss: 4.2278 | LR: 5.00e-04 | 1386.1ms/step | 14.4 samples/s +Step 1030/44000 | Loss: 4.1752 | LR: 5.00e-04 | 1386.8ms/step | 14.4 samples/s +Step 1040/44000 | Loss: 4.1853 | LR: 5.00e-04 | 1387.3ms/step | 14.4 samples/s +Step 1050/44000 | Loss: 4.1858 | LR: 5.00e-04 | 1388.2ms/step | 14.4 samples/s +Step 1060/44000 | Loss: 4.1794 | LR: 5.00e-04 | 1388.5ms/step | 14.4 samples/s +Step 1070/44000 | Loss: 4.1601 | LR: 5.00e-04 | 1387.2ms/step | 14.4 samples/s +Step 1080/44000 | Loss: 4.1453 | LR: 5.00e-04 | 1386.3ms/step | 14.4 samples/s +Step 1090/44000 | Loss: 4.1712 | LR: 5.00e-04 | 1389.5ms/step | 14.4 samples/s +Step 1100/44000 | Loss: 4.1413 | LR: 5.00e-04 | 1389.8ms/step | 14.4 samples/s +Step 1110/44000 | Loss: 4.1205 | LR: 5.00e-04 | 1389.4ms/step | 14.4 samples/s +Step 1120/44000 | Loss: 4.1080 | LR: 5.00e-04 | 1386.9ms/step | 14.4 samples/s +Step 1130/44000 | Loss: 4.0828 | LR: 5.00e-04 | 1388.9ms/step | 14.4 samples/s +Step 1140/44000 | Loss: 4.1073 | LR: 5.00e-04 | 1389.1ms/step | 14.4 samples/s +Step 1150/44000 | Loss: 4.0566 | LR: 5.00e-04 | 1388.2ms/step | 14.4 samples/s +Step 1160/44000 | Loss: 4.0566 | LR: 5.00e-04 | 1389.5ms/step | 14.4 samples/s +Step 1170/44000 | Loss: 4.0645 | LR: 5.00e-04 | 1387.7ms/step | 14.4 samples/s +Step 1180/44000 | Loss: 4.0477 | LR: 5.00e-04 | 1388.4ms/step | 14.4 samples/s +Step 1190/44000 | Loss: 4.0649 | LR: 5.00e-04 | 1386.7ms/step | 14.4 samples/s +Step 1200/44000 | Loss: 4.0559 | LR: 5.00e-04 | 1391.9ms/step | 14.4 samples/s +Step 1210/44000 | Loss: 4.0694 | LR: 5.00e-04 | 1392.7ms/step | 14.4 samples/s +Step 1220/44000 | Loss: 4.0156 | LR: 5.00e-04 | 1387.2ms/step | 14.4 samples/s +Step 1230/44000 | Loss: 4.0097 | LR: 5.00e-04 | 1386.1ms/step | 14.4 samples/s +Step 1240/44000 | Loss: 4.0126 | LR: 5.00e-04 | 1386.4ms/step | 14.4 samples/s +Step 1250/44000 | Loss: 4.0173 | LR: 5.00e-04 | 1391.4ms/step | 14.4 samples/s +Validation at step 1250: Loss = 4.0106, Perplexity = 55.18 +Step 1260/44000 | Loss: 3.9850 | LR: 5.00e-04 | 3585.8ms/step | 5.6 samples/s +Step 1270/44000 | Loss: 3.9854 | LR: 5.00e-04 | 1388.3ms/step | 14.4 samples/s +Step 1280/44000 | Loss: 3.9977 | LR: 5.00e-04 | 1386.9ms/step | 14.4 samples/s +Step 1290/44000 | Loss: 3.9420 | LR: 5.00e-04 | 1388.6ms/step | 14.4 samples/s +Step 1300/44000 | Loss: 3.9909 | LR: 5.00e-04 | 1389.2ms/step | 14.4 samples/s +Step 1310/44000 | Loss: 3.9302 | LR: 5.00e-04 | 1387.3ms/step | 14.4 samples/s +Step 1320/44000 | Loss: 3.9604 | LR: 5.00e-04 | 1389.9ms/step | 14.4 samples/s +Step 1330/44000 | Loss: 3.9675 | LR: 5.00e-04 | 1391.2ms/step | 14.4 samples/s +Step 1340/44000 | Loss: 3.9262 | LR: 5.00e-04 | 1391.3ms/step | 14.4 samples/s +Step 1350/44000 | Loss: 3.9306 | LR: 5.00e-04 | 1389.0ms/step | 14.4 samples/s +Step 1360/44000 | Loss: 3.9253 | LR: 5.00e-04 | 1390.5ms/step | 14.4 samples/s +Step 1370/44000 | Loss: 3.9045 | LR: 5.00e-04 | 1387.6ms/step | 14.4 samples/s +Step 1380/44000 | Loss: 3.9125 | LR: 5.00e-04 | 1389.3ms/step | 14.4 samples/s +Step 1390/44000 | Loss: 3.9127 | LR: 5.00e-04 | 1390.9ms/step | 14.4 samples/s +Step 1400/44000 | Loss: 3.9093 | LR: 5.00e-04 | 1390.2ms/step | 14.4 samples/s +Step 1410/44000 | Loss: 3.9005 | LR: 5.00e-04 | 1387.6ms/step | 14.4 samples/s +Step 1420/44000 | Loss: 3.8938 | LR: 5.00e-04 | 1388.2ms/step | 14.4 samples/s +Step 1430/44000 | Loss: 3.9109 | LR: 5.00e-04 | 1389.4ms/step | 14.4 samples/s +Step 1440/44000 | Loss: 3.9035 | LR: 5.00e-04 | 1388.8ms/step | 14.4 samples/s +Step 1450/44000 | Loss: 3.8905 | LR: 5.00e-04 | 1389.3ms/step | 14.4 samples/s +Step 1460/44000 | Loss: 3.8884 | LR: 5.00e-04 | 1389.4ms/step | 14.4 samples/s +Step 1470/44000 | Loss: 3.8994 | LR: 5.00e-04 | 1392.0ms/step | 14.4 samples/s +Step 1480/44000 | Loss: 3.8891 | LR: 5.00e-04 | 1390.9ms/step | 14.4 samples/s +Step 1490/44000 | Loss: 3.8863 | LR: 5.00e-04 | 1388.4ms/step | 14.4 samples/s +Step 1500/44000 | Loss: 3.8653 | LR: 5.00e-04 | 1392.9ms/step | 14.4 samples/s +Validation at step 1500: Loss = 3.8648, Perplexity = 47.70 +Step 1510/44000 | Loss: 3.8755 | LR: 5.00e-04 | 3588.8ms/step | 5.6 samples/s +Step 1520/44000 | Loss: 3.8768 | LR: 5.00e-04 | 1388.3ms/step | 14.4 samples/s +Step 1530/44000 | Loss: 3.8464 | LR: 5.00e-04 | 1389.9ms/step | 14.4 samples/s +Step 1540/44000 | Loss: 3.8589 | LR: 5.00e-04 | 1389.5ms/step | 14.4 samples/s +Step 1550/44000 | Loss: 3.8200 | LR: 5.00e-04 | 1389.4ms/step | 14.4 samples/s +Step 1560/44000 | Loss: 3.8124 | LR: 5.00e-04 | 1390.9ms/step | 14.4 samples/s +Step 1570/44000 | Loss: 3.8036 | LR: 5.00e-04 | 1391.4ms/step | 14.4 samples/s +Step 1580/44000 | Loss: 3.8268 | LR: 5.00e-04 | 1387.7ms/step | 14.4 samples/s +Step 1590/44000 | Loss: 3.7999 | LR: 5.00e-04 | 1392.7ms/step | 14.4 samples/s +Step 1600/44000 | Loss: 3.8075 | LR: 5.00e-04 | 1389.8ms/step | 14.4 samples/s +Step 1610/44000 | Loss: 3.7884 | LR: 5.00e-04 | 1390.5ms/step | 14.4 samples/s +Step 1620/44000 | Loss: 3.7717 | LR: 5.00e-04 | 1389.9ms/step | 14.4 samples/s +Step 1630/44000 | Loss: 3.7875 | LR: 4.99e-04 | 1388.2ms/step | 14.4 samples/s +Step 1640/44000 | Loss: 3.7908 | LR: 4.99e-04 | 1389.7ms/step | 14.4 samples/s +Step 1650/44000 | Loss: 3.7661 | LR: 4.99e-04 | 1387.6ms/step | 14.4 samples/s +Step 1660/44000 | Loss: 3.7715 | LR: 4.99e-04 | 1388.5ms/step | 14.4 samples/s +Step 1670/44000 | Loss: 3.7619 | LR: 4.99e-04 | 1386.8ms/step | 14.4 samples/s +Step 1680/44000 | Loss: 3.7667 | LR: 4.99e-04 | 1389.3ms/step | 14.4 samples/s +Step 1690/44000 | Loss: 3.7547 | LR: 4.99e-04 | 1388.1ms/step | 14.4 samples/s +Step 1700/44000 | Loss: 3.7930 | LR: 4.99e-04 | 1387.4ms/step | 14.4 samples/s +Step 1710/44000 | Loss: 3.7448 | LR: 4.99e-04 | 1386.4ms/step | 14.4 samples/s +Step 1720/44000 | Loss: 3.7523 | LR: 4.99e-04 | 1384.3ms/step | 14.4 samples/s +Step 1730/44000 | Loss: 3.7528 | LR: 4.99e-04 | 1388.1ms/step | 14.4 samples/s +Step 1740/44000 | Loss: 3.7188 | LR: 4.99e-04 | 1392.6ms/step | 14.4 samples/s +Step 1750/44000 | Loss: 3.7390 | LR: 4.99e-04 | 1388.0ms/step | 14.4 samples/s +Validation at step 1750: Loss = 3.7551, Perplexity = 42.74 +Step 1760/44000 | Loss: 3.7234 | LR: 4.99e-04 | 3590.3ms/step | 5.6 samples/s +Step 1770/44000 | Loss: 3.7230 | LR: 4.99e-04 | 1389.0ms/step | 14.4 samples/s +Step 1780/44000 | Loss: 3.7600 | LR: 4.99e-04 | 1388.1ms/step | 14.4 samples/s +Step 1790/44000 | Loss: 3.7204 | LR: 4.99e-04 | 1388.7ms/step | 14.4 samples/s +Step 1800/44000 | Loss: 3.7204 | LR: 4.99e-04 | 1388.6ms/step | 14.4 samples/s +Step 1810/44000 | Loss: 3.7360 | LR: 4.99e-04 | 1387.9ms/step | 14.4 samples/s +Step 1820/44000 | Loss: 3.7282 | LR: 4.99e-04 | 1388.1ms/step | 14.4 samples/s +Step 1830/44000 | Loss: 3.7158 | LR: 4.99e-04 | 1388.2ms/step | 14.4 samples/s +Step 1840/44000 | Loss: 3.6989 | LR: 4.99e-04 | 1390.3ms/step | 14.4 samples/s +Step 1850/44000 | Loss: 3.7270 | LR: 4.99e-04 | 1388.3ms/step | 14.4 samples/s +Step 1860/44000 | Loss: 3.7127 | LR: 4.99e-04 | 1392.2ms/step | 14.4 samples/s +Step 1870/44000 | Loss: 3.7179 | LR: 4.99e-04 | 1387.4ms/step | 14.4 samples/s +Step 1880/44000 | Loss: 3.7167 | LR: 4.99e-04 | 1380.3ms/step | 14.5 samples/s +Step 1890/44000 | Loss: 3.7099 | LR: 4.99e-04 | 1381.5ms/step | 14.5 samples/s +Step 1900/44000 | Loss: 3.7197 | LR: 4.99e-04 | 1383.8ms/step | 14.5 samples/s +Step 1910/44000 | Loss: 3.6896 | LR: 4.99e-04 | 1384.7ms/step | 14.4 samples/s +Step 1920/44000 | Loss: 3.7083 | LR: 4.99e-04 | 1386.8ms/step | 14.4 samples/s +Step 1930/44000 | Loss: 3.7013 | LR: 4.99e-04 | 1386.9ms/step | 14.4 samples/s +Step 1940/44000 | Loss: 3.6969 | LR: 4.99e-04 | 1386.5ms/step | 14.4 samples/s +Step 1950/44000 | Loss: 3.6947 | LR: 4.99e-04 | 1389.6ms/step | 14.4 samples/s +Step 1960/44000 | Loss: 3.6834 | LR: 4.99e-04 | 1386.3ms/step | 14.4 samples/s +Step 1970/44000 | Loss: 3.6871 | LR: 4.99e-04 | 1388.2ms/step | 14.4 samples/s +Step 1980/44000 | Loss: 3.6656 | LR: 4.99e-04 | 1387.9ms/step | 14.4 samples/s +Step 1990/44000 | Loss: 3.6476 | LR: 4.99e-04 | 1387.0ms/step | 14.4 samples/s +Step 2000/44000 | Loss: 3.6577 | LR: 4.99e-04 | 1386.9ms/step | 14.4 samples/s +Validation at step 2000: Loss = 3.6756, Perplexity = 39.47 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-2000 +Step 2010/44000 | Loss: 3.6347 | LR: 4.99e-04 | 3878.2ms/step | 5.2 samples/s +Step 2020/44000 | Loss: 3.6960 | LR: 4.99e-04 | 1386.8ms/step | 14.4 samples/s +Step 2030/44000 | Loss: 3.6717 | LR: 4.99e-04 | 1386.0ms/step | 14.4 samples/s +Step 2040/44000 | Loss: 3.6570 | LR: 4.99e-04 | 1384.6ms/step | 14.4 samples/s +Step 2050/44000 | Loss: 3.6443 | LR: 4.99e-04 | 1386.3ms/step | 14.4 samples/s +Step 2060/44000 | Loss: 3.6162 | LR: 4.99e-04 | 1386.1ms/step | 14.4 samples/s +Step 2070/44000 | Loss: 3.6375 | LR: 4.99e-04 | 1387.7ms/step | 14.4 samples/s +Step 2080/44000 | Loss: 3.6080 | LR: 4.99e-04 | 1388.2ms/step | 14.4 samples/s +Step 2090/44000 | Loss: 3.6475 | LR: 4.99e-04 | 1390.1ms/step | 14.4 samples/s +Step 2100/44000 | Loss: 3.6393 | LR: 4.99e-04 | 1389.7ms/step | 14.4 samples/s +Step 2110/44000 | Loss: 3.6547 | LR: 4.99e-04 | 1389.9ms/step | 14.4 samples/s +Step 2120/44000 | Loss: 3.6426 | LR: 4.99e-04 | 1388.0ms/step | 14.4 samples/s +Step 2130/44000 | Loss: 3.6516 | LR: 4.99e-04 | 1391.0ms/step | 14.4 samples/s +Step 2140/44000 | Loss: 3.6007 | LR: 4.99e-04 | 1390.2ms/step | 14.4 samples/s +Step 2150/44000 | Loss: 3.6146 | LR: 4.99e-04 | 1389.9ms/step | 14.4 samples/s +Step 2160/44000 | Loss: 3.6217 | LR: 4.99e-04 | 1390.4ms/step | 14.4 samples/s +Step 2170/44000 | Loss: 3.6251 | LR: 4.99e-04 | 1388.5ms/step | 14.4 samples/s +Step 2180/44000 | Loss: 3.6105 | LR: 4.99e-04 | 1388.6ms/step | 14.4 samples/s +Step 2190/44000 | Loss: 3.6203 | LR: 4.99e-04 | 1391.3ms/step | 14.4 samples/s +Step 2200/44000 | Loss: 3.5920 | LR: 4.99e-04 | 1388.4ms/step | 14.4 samples/s +Step 2210/44000 | Loss: 3.5931 | LR: 4.99e-04 | 1385.9ms/step | 14.4 samples/s +Step 2220/44000 | Loss: 3.5748 | LR: 4.99e-04 | 1387.8ms/step | 14.4 samples/s +Step 2230/44000 | Loss: 3.6180 | LR: 4.99e-04 | 1389.3ms/step | 14.4 samples/s +Step 2240/44000 | Loss: 3.5992 | LR: 4.99e-04 | 1387.5ms/step | 14.4 samples/s +Step 2250/44000 | Loss: 3.6017 | LR: 4.99e-04 | 1388.4ms/step | 14.4 samples/s +Validation at step 2250: Loss = 3.6131, Perplexity = 37.08 +Step 2260/44000 | Loss: 3.5979 | LR: 4.98e-04 | 3591.3ms/step | 5.6 samples/s +Step 2270/44000 | Loss: 3.5871 | LR: 4.98e-04 | 1391.5ms/step | 14.4 samples/s +Step 2280/44000 | Loss: 3.6106 | LR: 4.98e-04 | 1388.9ms/step | 14.4 samples/s +Step 2290/44000 | Loss: 3.6016 | LR: 4.98e-04 | 1393.8ms/step | 14.3 samples/s +Step 2300/44000 | Loss: 3.5804 | LR: 4.98e-04 | 1393.9ms/step | 14.3 samples/s +Step 2310/44000 | Loss: 3.5954 | LR: 4.98e-04 | 1388.8ms/step | 14.4 samples/s +Step 2320/44000 | Loss: 3.5836 | LR: 4.98e-04 | 1388.4ms/step | 14.4 samples/s +Step 2330/44000 | Loss: 3.5858 | LR: 4.98e-04 | 1389.0ms/step | 14.4 samples/s +Step 2340/44000 | Loss: 3.5626 | LR: 4.98e-04 | 1389.2ms/step | 14.4 samples/s +Step 2350/44000 | Loss: 3.5736 | LR: 4.98e-04 | 1388.5ms/step | 14.4 samples/s +Step 2360/44000 | Loss: 3.5571 | LR: 4.98e-04 | 1387.6ms/step | 14.4 samples/s +Step 2370/44000 | Loss: 3.5964 | LR: 4.98e-04 | 1388.6ms/step | 14.4 samples/s +Step 2380/44000 | Loss: 3.5773 | LR: 4.98e-04 | 1389.6ms/step | 14.4 samples/s +Step 2390/44000 | Loss: 3.5426 | LR: 4.98e-04 | 1387.8ms/step | 14.4 samples/s +Step 2400/44000 | Loss: 3.5415 | LR: 4.98e-04 | 1390.7ms/step | 14.4 samples/s +Step 2410/44000 | Loss: 3.5919 | LR: 4.98e-04 | 1391.4ms/step | 14.4 samples/s +Step 2420/44000 | Loss: 3.5997 | LR: 4.98e-04 | 1390.0ms/step | 14.4 samples/s +Step 2430/44000 | Loss: 3.5662 | LR: 4.98e-04 | 1388.5ms/step | 14.4 samples/s +Step 2440/44000 | Loss: 3.5420 | LR: 4.98e-04 | 1387.7ms/step | 14.4 samples/s +Step 2450/44000 | Loss: 3.5709 | LR: 4.98e-04 | 1388.4ms/step | 14.4 samples/s +Step 2460/44000 | Loss: 3.5640 | LR: 4.98e-04 | 1387.9ms/step | 14.4 samples/s +Step 2470/44000 | Loss: 3.5440 | LR: 4.98e-04 | 1387.8ms/step | 14.4 samples/s +Step 2480/44000 | Loss: 3.5751 | LR: 4.98e-04 | 1389.4ms/step | 14.4 samples/s +Step 2490/44000 | Loss: 3.5323 | LR: 4.98e-04 | 1390.6ms/step | 14.4 samples/s +Step 2500/44000 | Loss: 3.5455 | LR: 4.98e-04 | 1386.3ms/step | 14.4 samples/s +Validation at step 2500: Loss = 3.5627, Perplexity = 35.26 +Step 2510/44000 | Loss: 3.5301 | LR: 4.98e-04 | 3588.7ms/step | 5.6 samples/s +Step 2520/44000 | Loss: 3.5472 | LR: 4.98e-04 | 1391.0ms/step | 14.4 samples/s +Step 2530/44000 | Loss: 3.5474 | LR: 4.98e-04 | 1389.4ms/step | 14.4 samples/s +Step 2540/44000 | Loss: 3.5613 | LR: 4.98e-04 | 1389.0ms/step | 14.4 samples/s +Step 2550/44000 | Loss: 3.5493 | LR: 4.98e-04 | 1388.2ms/step | 14.4 samples/s +Step 2560/44000 | Loss: 3.5601 | LR: 4.98e-04 | 1387.5ms/step | 14.4 samples/s +Step 2570/44000 | Loss: 3.5313 | LR: 4.98e-04 | 1384.4ms/step | 14.4 samples/s +Step 2580/44000 | Loss: 3.5708 | LR: 4.98e-04 | 1386.0ms/step | 14.4 samples/s +Step 2590/44000 | Loss: 3.5251 | LR: 4.98e-04 | 1387.6ms/step | 14.4 samples/s +Step 2600/44000 | Loss: 3.5342 | LR: 4.98e-04 | 1388.1ms/step | 14.4 samples/s +Step 2610/44000 | Loss: 3.5274 | LR: 4.98e-04 | 1386.0ms/step | 14.4 samples/s +Step 2620/44000 | Loss: 3.5313 | LR: 4.98e-04 | 1388.9ms/step | 14.4 samples/s +Step 2630/44000 | Loss: 3.5223 | LR: 4.98e-04 | 1388.5ms/step | 14.4 samples/s +Step 2640/44000 | Loss: 3.5352 | LR: 4.98e-04 | 1388.7ms/step | 14.4 samples/s +Step 2650/44000 | Loss: 3.5526 | LR: 4.98e-04 | 1389.3ms/step | 14.4 samples/s +Step 2660/44000 | Loss: 3.5220 | LR: 4.98e-04 | 1387.6ms/step | 14.4 samples/s +Step 2670/44000 | Loss: 3.5104 | LR: 4.98e-04 | 1388.5ms/step | 14.4 samples/s +Step 2680/44000 | Loss: 3.5324 | LR: 4.98e-04 | 1387.1ms/step | 14.4 samples/s +Step 2690/44000 | Loss: 3.5239 | LR: 4.98e-04 | 1386.9ms/step | 14.4 samples/s +Step 2700/44000 | Loss: 3.5560 | LR: 4.97e-04 | 1388.5ms/step | 14.4 samples/s +Step 2710/44000 | Loss: 3.5202 | LR: 4.97e-04 | 1390.7ms/step | 14.4 samples/s +Step 2720/44000 | Loss: 3.5213 | LR: 4.97e-04 | 1387.6ms/step | 14.4 samples/s +Step 2730/44000 | Loss: 3.5173 | LR: 4.97e-04 | 1387.7ms/step | 14.4 samples/s +Step 2740/44000 | Loss: 3.5175 | LR: 4.97e-04 | 1390.6ms/step | 14.4 samples/s +Step 2750/44000 | Loss: 3.5068 | LR: 4.97e-04 | 1388.6ms/step | 14.4 samples/s +Validation at step 2750: Loss = 3.5222, Perplexity = 33.86 +Step 2760/44000 | Loss: 3.4792 | LR: 4.97e-04 | 3593.1ms/step | 5.6 samples/s +Step 2770/44000 | Loss: 3.5035 | LR: 4.97e-04 | 1388.2ms/step | 14.4 samples/s +Step 2780/44000 | Loss: 3.4823 | LR: 4.97e-04 | 1388.5ms/step | 14.4 samples/s +Step 2790/44000 | Loss: 3.5059 | LR: 4.97e-04 | 1388.5ms/step | 14.4 samples/s +Step 2800/44000 | Loss: 3.4978 | LR: 4.97e-04 | 1391.1ms/step | 14.4 samples/s +Step 2810/44000 | Loss: 3.4825 | LR: 4.97e-04 | 1392.8ms/step | 14.4 samples/s +Step 2820/44000 | Loss: 3.4929 | LR: 4.97e-04 | 1385.1ms/step | 14.4 samples/s +Step 2830/44000 | Loss: 3.4707 | LR: 4.97e-04 | 1387.9ms/step | 14.4 samples/s +Step 2840/44000 | Loss: 3.4802 | LR: 4.97e-04 | 1388.1ms/step | 14.4 samples/s +Step 2850/44000 | Loss: 3.4886 | LR: 4.97e-04 | 1387.7ms/step | 14.4 samples/s +Step 2860/44000 | Loss: 3.4824 | LR: 4.97e-04 | 1387.2ms/step | 14.4 samples/s +Step 2870/44000 | Loss: 3.4929 | LR: 4.97e-04 | 1387.2ms/step | 14.4 samples/s +Step 2880/44000 | Loss: 3.4538 | LR: 4.97e-04 | 1386.1ms/step | 14.4 samples/s +Step 2890/44000 | Loss: 3.4996 | LR: 4.97e-04 | 1390.0ms/step | 14.4 samples/s +Step 2900/44000 | Loss: 3.4992 | LR: 4.97e-04 | 1389.4ms/step | 14.4 samples/s +Step 2910/44000 | Loss: 3.4701 | LR: 4.97e-04 | 1389.5ms/step | 14.4 samples/s +Step 2920/44000 | Loss: 3.4617 | LR: 4.97e-04 | 1385.5ms/step | 14.4 samples/s +Step 2930/44000 | Loss: 3.4550 | LR: 4.97e-04 | 1380.1ms/step | 14.5 samples/s +Step 2940/44000 | Loss: 3.4759 | LR: 4.97e-04 | 1383.6ms/step | 14.5 samples/s +Step 2950/44000 | Loss: 3.4766 | LR: 4.97e-04 | 1384.8ms/step | 14.4 samples/s +Step 2960/44000 | Loss: 3.4895 | LR: 4.97e-04 | 1385.5ms/step | 14.4 samples/s +Step 2970/44000 | Loss: 3.4735 | LR: 4.97e-04 | 1386.3ms/step | 14.4 samples/s +Step 2980/44000 | Loss: 3.4767 | LR: 4.97e-04 | 1386.9ms/step | 14.4 samples/s +Step 2990/44000 | Loss: 3.4642 | LR: 4.97e-04 | 1387.4ms/step | 14.4 samples/s +Step 3000/44000 | Loss: 3.4938 | LR: 4.97e-04 | 1386.8ms/step | 14.4 samples/s +Validation at step 3000: Loss = 3.4828, Perplexity = 32.55 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-3000 +Step 3010/44000 | Loss: 3.4727 | LR: 4.97e-04 | 3881.6ms/step | 5.2 samples/s +Step 3020/44000 | Loss: 3.4560 | LR: 4.97e-04 | 1389.9ms/step | 14.4 samples/s +Step 3030/44000 | Loss: 3.4736 | LR: 4.97e-04 | 1390.4ms/step | 14.4 samples/s +Step 3040/44000 | Loss: 3.4350 | LR: 4.97e-04 | 1388.1ms/step | 14.4 samples/s +Step 3050/44000 | Loss: 3.4623 | LR: 4.97e-04 | 1390.0ms/step | 14.4 samples/s +Step 3060/44000 | Loss: 3.4324 | LR: 4.96e-04 | 1389.6ms/step | 14.4 samples/s +Step 3070/44000 | Loss: 3.4811 | LR: 4.96e-04 | 1390.5ms/step | 14.4 samples/s +Step 3080/44000 | Loss: 3.4997 | LR: 4.96e-04 | 1389.9ms/step | 14.4 samples/s +Step 3090/44000 | Loss: 3.4879 | LR: 4.96e-04 | 1388.0ms/step | 14.4 samples/s +Step 3100/44000 | Loss: 3.4470 | LR: 4.96e-04 | 1387.9ms/step | 14.4 samples/s +Step 3110/44000 | Loss: 3.4506 | LR: 4.96e-04 | 1387.7ms/step | 14.4 samples/s +Step 3120/44000 | Loss: 3.4685 | LR: 4.96e-04 | 1388.4ms/step | 14.4 samples/s +Step 3130/44000 | Loss: 3.4389 | LR: 4.96e-04 | 1388.4ms/step | 14.4 samples/s +Step 3140/44000 | Loss: 3.4574 | LR: 4.96e-04 | 1390.6ms/step | 14.4 samples/s +Step 3150/44000 | Loss: 3.4495 | LR: 4.96e-04 | 1388.8ms/step | 14.4 samples/s +Step 3160/44000 | Loss: 3.4741 | LR: 4.96e-04 | 1387.9ms/step | 14.4 samples/s +Step 3170/44000 | Loss: 3.4144 | LR: 4.96e-04 | 1387.8ms/step | 14.4 samples/s +Step 3180/44000 | Loss: 3.4577 | LR: 4.96e-04 | 1387.6ms/step | 14.4 samples/s +Step 3190/44000 | Loss: 3.4443 | LR: 4.96e-04 | 1387.5ms/step | 14.4 samples/s +Step 3200/44000 | Loss: 3.4699 | LR: 4.96e-04 | 1387.5ms/step | 14.4 samples/s +Step 3210/44000 | Loss: 3.4419 | LR: 4.96e-04 | 1387.9ms/step | 14.4 samples/s +Step 3220/44000 | Loss: 3.4450 | LR: 4.96e-04 | 1388.7ms/step | 14.4 samples/s +Step 3230/44000 | Loss: 3.4424 | LR: 4.96e-04 | 1389.3ms/step | 14.4 samples/s +Step 3240/44000 | Loss: 3.4385 | LR: 4.96e-04 | 1389.9ms/step | 14.4 samples/s +Step 3250/44000 | Loss: 3.4416 | LR: 4.96e-04 | 1387.9ms/step | 14.4 samples/s +Validation at step 3250: Loss = 3.4496, Perplexity = 31.49 +Step 3260/44000 | Loss: 3.4611 | LR: 4.96e-04 | 3586.8ms/step | 5.6 samples/s +Step 3270/44000 | Loss: 3.4261 | LR: 4.96e-04 | 1389.0ms/step | 14.4 samples/s +Step 3280/44000 | Loss: 3.4148 | LR: 4.96e-04 | 1388.9ms/step | 14.4 samples/s +Step 3290/44000 | Loss: 3.4352 | LR: 4.96e-04 | 1391.3ms/step | 14.4 samples/s +Step 3300/44000 | Loss: 3.4614 | LR: 4.96e-04 | 1389.8ms/step | 14.4 samples/s +Step 3310/44000 | Loss: 3.4374 | LR: 4.96e-04 | 1386.8ms/step | 14.4 samples/s +Step 3320/44000 | Loss: 3.4586 | LR: 4.96e-04 | 1387.9ms/step | 14.4 samples/s +Step 3330/44000 | Loss: 3.4619 | LR: 4.96e-04 | 1389.8ms/step | 14.4 samples/s +Step 3340/44000 | Loss: 3.4192 | LR: 4.96e-04 | 1389.6ms/step | 14.4 samples/s +Step 3350/44000 | Loss: 3.4336 | LR: 4.96e-04 | 1389.1ms/step | 14.4 samples/s +Step 3360/44000 | Loss: 3.4167 | LR: 4.96e-04 | 1387.4ms/step | 14.4 samples/s +Step 3370/44000 | Loss: 3.3874 | LR: 4.95e-04 | 1388.6ms/step | 14.4 samples/s +Step 3380/44000 | Loss: 3.4362 | LR: 4.95e-04 | 1387.8ms/step | 14.4 samples/s +Step 3390/44000 | Loss: 3.4150 | LR: 4.95e-04 | 1391.5ms/step | 14.4 samples/s +Step 3400/44000 | Loss: 3.4486 | LR: 4.95e-04 | 1389.3ms/step | 14.4 samples/s +Step 3410/44000 | Loss: 3.4229 | LR: 4.95e-04 | 1387.8ms/step | 14.4 samples/s +Step 3420/44000 | Loss: 3.4332 | LR: 4.95e-04 | 1386.4ms/step | 14.4 samples/s +Step 3430/44000 | Loss: 3.4231 | LR: 4.95e-04 | 1388.8ms/step | 14.4 samples/s +Step 3440/44000 | Loss: 3.4163 | LR: 4.95e-04 | 1388.3ms/step | 14.4 samples/s +Step 3450/44000 | Loss: 3.3995 | LR: 4.95e-04 | 1389.6ms/step | 14.4 samples/s +Step 3460/44000 | Loss: 3.4378 | LR: 4.95e-04 | 1387.6ms/step | 14.4 samples/s +Step 3470/44000 | Loss: 3.4115 | LR: 4.95e-04 | 1389.3ms/step | 14.4 samples/s +Step 3480/44000 | Loss: 3.4744 | LR: 4.95e-04 | 1387.3ms/step | 14.4 samples/s +Step 3490/44000 | Loss: 3.3887 | LR: 4.95e-04 | 1387.9ms/step | 14.4 samples/s +Step 3500/44000 | Loss: 3.3950 | LR: 4.95e-04 | 1388.4ms/step | 14.4 samples/s +Validation at step 3500: Loss = 3.4228, Perplexity = 30.66 +Step 3510/44000 | Loss: 3.4265 | LR: 4.95e-04 | 3583.2ms/step | 5.6 samples/s +Step 3520/44000 | Loss: 3.4139 | LR: 4.95e-04 | 1390.0ms/step | 14.4 samples/s +Step 3530/44000 | Loss: 3.4127 | LR: 4.95e-04 | 1390.3ms/step | 14.4 samples/s +Step 3540/44000 | Loss: 3.4198 | LR: 4.95e-04 | 1389.0ms/step | 14.4 samples/s +Step 3550/44000 | Loss: 3.3960 | LR: 4.95e-04 | 1389.2ms/step | 14.4 samples/s +Step 3560/44000 | Loss: 3.3830 | LR: 4.95e-04 | 1389.8ms/step | 14.4 samples/s +Step 3570/44000 | Loss: 3.4069 | LR: 4.95e-04 | 1390.0ms/step | 14.4 samples/s +Step 3580/44000 | Loss: 3.3876 | LR: 4.95e-04 | 1390.9ms/step | 14.4 samples/s +Step 3590/44000 | Loss: 3.4012 | LR: 4.95e-04 | 1389.1ms/step | 14.4 samples/s +Step 3600/44000 | Loss: 3.3886 | LR: 4.95e-04 | 1388.2ms/step | 14.4 samples/s +Step 3610/44000 | Loss: 3.3993 | LR: 4.95e-04 | 1387.9ms/step | 14.4 samples/s +Step 3620/44000 | Loss: 3.4004 | LR: 4.95e-04 | 1388.7ms/step | 14.4 samples/s +Step 3630/44000 | Loss: 3.3899 | LR: 4.95e-04 | 1387.1ms/step | 14.4 samples/s +Step 3640/44000 | Loss: 3.4025 | LR: 4.95e-04 | 1386.4ms/step | 14.4 samples/s +Step 3650/44000 | Loss: 3.3914 | LR: 4.94e-04 | 1389.7ms/step | 14.4 samples/s +Step 3660/44000 | Loss: 3.3890 | LR: 4.94e-04 | 1389.1ms/step | 14.4 samples/s +Step 3670/44000 | Loss: 3.3829 | LR: 4.94e-04 | 1381.4ms/step | 14.5 samples/s +Step 3680/44000 | Loss: 3.3949 | LR: 4.94e-04 | 1381.5ms/step | 14.5 samples/s +Step 3690/44000 | Loss: 3.3890 | LR: 4.94e-04 | 1382.8ms/step | 14.5 samples/s +Step 3700/44000 | Loss: 3.4039 | LR: 4.94e-04 | 1382.5ms/step | 14.5 samples/s +Step 3710/44000 | Loss: 3.3975 | LR: 4.94e-04 | 1382.9ms/step | 14.5 samples/s +Step 3720/44000 | Loss: 3.3509 | LR: 4.94e-04 | 1383.4ms/step | 14.5 samples/s +Step 3730/44000 | Loss: 3.4008 | LR: 4.94e-04 | 1386.1ms/step | 14.4 samples/s +Step 3740/44000 | Loss: 3.3959 | LR: 4.94e-04 | 1385.1ms/step | 14.4 samples/s +Step 3750/44000 | Loss: 3.4030 | LR: 4.94e-04 | 1387.3ms/step | 14.4 samples/s +Validation at step 3750: Loss = 3.3962, Perplexity = 29.85 +Step 3760/44000 | Loss: 3.3816 | LR: 4.94e-04 | 3585.0ms/step | 5.6 samples/s +Step 3770/44000 | Loss: 3.3755 | LR: 4.94e-04 | 1386.5ms/step | 14.4 samples/s +Step 3780/44000 | Loss: 3.3714 | LR: 4.94e-04 | 1387.0ms/step | 14.4 samples/s +Step 3790/44000 | Loss: 3.3955 | LR: 4.94e-04 | 1386.7ms/step | 14.4 samples/s +Step 3800/44000 | Loss: 3.3763 | LR: 4.94e-04 | 1386.7ms/step | 14.4 samples/s +Step 3810/44000 | Loss: 3.3815 | LR: 4.94e-04 | 1385.7ms/step | 14.4 samples/s +Step 3820/44000 | Loss: 3.3872 | LR: 4.94e-04 | 1387.7ms/step | 14.4 samples/s +Step 3830/44000 | Loss: 3.3793 | LR: 4.94e-04 | 1386.6ms/step | 14.4 samples/s +Step 3840/44000 | Loss: 3.3653 | LR: 4.94e-04 | 1388.3ms/step | 14.4 samples/s +Step 3850/44000 | Loss: 3.3735 | LR: 4.94e-04 | 1387.5ms/step | 14.4 samples/s +Step 3860/44000 | Loss: 3.3740 | LR: 4.94e-04 | 1383.8ms/step | 14.5 samples/s +Step 3870/44000 | Loss: 3.3783 | LR: 4.94e-04 | 1385.1ms/step | 14.4 samples/s +Step 3880/44000 | Loss: 3.3477 | LR: 4.94e-04 | 1387.9ms/step | 14.4 samples/s +Step 3890/44000 | Loss: 3.4035 | LR: 4.94e-04 | 1388.1ms/step | 14.4 samples/s +Step 3900/44000 | Loss: 3.3626 | LR: 4.93e-04 | 1387.2ms/step | 14.4 samples/s +Step 3910/44000 | Loss: 3.3538 | LR: 4.93e-04 | 1387.3ms/step | 14.4 samples/s +Step 3920/44000 | Loss: 3.3574 | LR: 4.93e-04 | 1387.2ms/step | 14.4 samples/s +Step 3930/44000 | Loss: 3.3670 | LR: 4.93e-04 | 1387.8ms/step | 14.4 samples/s +Step 3940/44000 | Loss: 3.3666 | LR: 4.93e-04 | 1390.0ms/step | 14.4 samples/s +Step 3950/44000 | Loss: 3.3938 | LR: 4.93e-04 | 1390.1ms/step | 14.4 samples/s +Step 3960/44000 | Loss: 3.3851 | LR: 4.93e-04 | 1388.1ms/step | 14.4 samples/s +Step 3970/44000 | Loss: 3.3374 | LR: 4.93e-04 | 1387.7ms/step | 14.4 samples/s +Step 3980/44000 | Loss: 3.3497 | LR: 4.93e-04 | 1387.1ms/step | 14.4 samples/s +Step 3990/44000 | Loss: 3.3785 | LR: 4.93e-04 | 1389.7ms/step | 14.4 samples/s +Step 4000/44000 | Loss: 3.3596 | LR: 4.93e-04 | 1389.5ms/step | 14.4 samples/s +Validation at step 4000: Loss = 3.3751, Perplexity = 29.23 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-4000 +Step 4010/44000 | Loss: 3.4129 | LR: 4.93e-04 | 3871.7ms/step | 5.2 samples/s +Step 4020/44000 | Loss: 3.3705 | LR: 4.93e-04 | 1387.5ms/step | 14.4 samples/s +Step 4030/44000 | Loss: 3.3457 | LR: 4.93e-04 | 1385.3ms/step | 14.4 samples/s +Step 4040/44000 | Loss: 3.3628 | LR: 4.93e-04 | 1387.2ms/step | 14.4 samples/s +Step 4050/44000 | Loss: 3.3983 | LR: 4.93e-04 | 1388.8ms/step | 14.4 samples/s +Step 4060/44000 | Loss: 3.3456 | LR: 4.93e-04 | 1389.5ms/step | 14.4 samples/s +Step 4070/44000 | Loss: 3.3655 | LR: 4.93e-04 | 1388.8ms/step | 14.4 samples/s +Step 4080/44000 | Loss: 3.3799 | LR: 4.93e-04 | 1388.1ms/step | 14.4 samples/s +Step 4090/44000 | Loss: 3.3362 | LR: 4.93e-04 | 1387.2ms/step | 14.4 samples/s +Step 4100/44000 | Loss: 3.3655 | LR: 4.93e-04 | 1389.0ms/step | 14.4 samples/s +Step 4110/44000 | Loss: 3.3348 | LR: 4.93e-04 | 1388.1ms/step | 14.4 samples/s +Step 4120/44000 | Loss: 3.3646 | LR: 4.93e-04 | 1389.9ms/step | 14.4 samples/s +Step 4130/44000 | Loss: 3.3639 | LR: 4.93e-04 | 1388.8ms/step | 14.4 samples/s +Step 4140/44000 | Loss: 3.3439 | LR: 4.92e-04 | 1390.2ms/step | 14.4 samples/s +Step 4150/44000 | Loss: 3.3913 | LR: 4.92e-04 | 1391.9ms/step | 14.4 samples/s +Step 4160/44000 | Loss: 3.3700 | LR: 4.92e-04 | 1389.1ms/step | 14.4 samples/s +Step 4170/44000 | Loss: 3.3535 | LR: 4.92e-04 | 1388.8ms/step | 14.4 samples/s +Step 4180/44000 | Loss: 3.3343 | LR: 4.92e-04 | 1391.3ms/step | 14.4 samples/s +Step 4190/44000 | Loss: 3.3463 | LR: 4.92e-04 | 1390.0ms/step | 14.4 samples/s +Step 4200/44000 | Loss: 3.3416 | LR: 4.92e-04 | 1388.3ms/step | 14.4 samples/s +Step 4210/44000 | Loss: 3.3731 | LR: 4.92e-04 | 1390.7ms/step | 14.4 samples/s +Step 4220/44000 | Loss: 3.3357 | LR: 4.92e-04 | 1391.8ms/step | 14.4 samples/s +Step 4230/44000 | Loss: 3.3603 | LR: 4.92e-04 | 1390.1ms/step | 14.4 samples/s +Step 4240/44000 | Loss: 3.4199 | LR: 4.92e-04 | 1389.1ms/step | 14.4 samples/s +Step 4250/44000 | Loss: 3.3947 | LR: 4.92e-04 | 1389.2ms/step | 14.4 samples/s +Validation at step 4250: Loss = 3.3610, Perplexity = 28.82 +Step 4260/44000 | Loss: 3.3639 | LR: 4.92e-04 | 3603.5ms/step | 5.6 samples/s +Step 4270/44000 | Loss: 3.2979 | LR: 4.92e-04 | 1388.6ms/step | 14.4 samples/s +Step 4280/44000 | Loss: 3.3207 | LR: 4.92e-04 | 1389.9ms/step | 14.4 samples/s +Step 4290/44000 | Loss: 3.3530 | LR: 4.92e-04 | 1391.9ms/step | 14.4 samples/s +Step 4300/44000 | Loss: 3.3446 | LR: 4.92e-04 | 1390.0ms/step | 14.4 samples/s +Step 4310/44000 | Loss: 3.3469 | LR: 4.92e-04 | 1388.7ms/step | 14.4 samples/s +Step 4320/44000 | Loss: 3.3509 | LR: 4.92e-04 | 1388.7ms/step | 14.4 samples/s +Step 4330/44000 | Loss: 3.3385 | LR: 4.92e-04 | 1389.6ms/step | 14.4 samples/s +Step 4340/44000 | Loss: 3.3532 | LR: 4.92e-04 | 1391.1ms/step | 14.4 samples/s +Step 4350/44000 | Loss: 3.3601 | LR: 4.92e-04 | 1391.5ms/step | 14.4 samples/s +Step 4360/44000 | Loss: 3.3091 | LR: 4.91e-04 | 1390.1ms/step | 14.4 samples/s +Step 4370/44000 | Loss: 3.3282 | LR: 4.91e-04 | 1389.5ms/step | 14.4 samples/s +Step 4380/44000 | Loss: 3.3753 | LR: 4.91e-04 | 1388.9ms/step | 14.4 samples/s +Step 4390/44000 | Loss: 3.3580 | LR: 4.91e-04 | 1389.3ms/step | 14.4 samples/s +Step 4400/44000 | Loss: 3.3558 | LR: 4.91e-04 | 1390.4ms/step | 14.4 samples/s +Step 4410/44000 | Loss: 3.3292 | LR: 4.91e-04 | 1388.9ms/step | 14.4 samples/s +Step 4420/44000 | Loss: 3.3372 | LR: 4.91e-04 | 1390.6ms/step | 14.4 samples/s +Step 4430/44000 | Loss: 3.3389 | LR: 4.91e-04 | 1390.5ms/step | 14.4 samples/s +Step 4440/44000 | Loss: 3.3497 | LR: 4.91e-04 | 1391.2ms/step | 14.4 samples/s +Step 4450/44000 | Loss: 3.3405 | LR: 4.91e-04 | 1392.8ms/step | 14.4 samples/s +Step 4460/44000 | Loss: 3.3385 | LR: 4.91e-04 | 1391.9ms/step | 14.4 samples/s +Step 4470/44000 | Loss: 3.3021 | LR: 4.91e-04 | 1388.7ms/step | 14.4 samples/s +Step 4480/44000 | Loss: 3.3382 | LR: 4.91e-04 | 1389.5ms/step | 14.4 samples/s +Step 4490/44000 | Loss: 3.3418 | LR: 4.91e-04 | 1388.0ms/step | 14.4 samples/s +Step 4500/44000 | Loss: 3.3346 | LR: 4.91e-04 | 1389.8ms/step | 14.4 samples/s +Validation at step 4500: Loss = 3.3377, Perplexity = 28.15 +Step 4510/44000 | Loss: 3.3248 | LR: 4.91e-04 | 3583.3ms/step | 5.6 samples/s +Step 4520/44000 | Loss: 3.3523 | LR: 4.91e-04 | 1391.3ms/step | 14.4 samples/s +Step 4530/44000 | Loss: 3.3474 | LR: 4.91e-04 | 1389.3ms/step | 14.4 samples/s +Step 4540/44000 | Loss: 3.3073 | LR: 4.91e-04 | 1390.4ms/step | 14.4 samples/s +Step 4550/44000 | Loss: 3.3010 | LR: 4.91e-04 | 1389.9ms/step | 14.4 samples/s +Step 4560/44000 | Loss: 3.3091 | LR: 4.90e-04 | 1390.3ms/step | 14.4 samples/s +Step 4570/44000 | Loss: 3.3286 | LR: 4.90e-04 | 1388.5ms/step | 14.4 samples/s +Step 4580/44000 | Loss: 3.2862 | LR: 4.90e-04 | 1390.7ms/step | 14.4 samples/s +Step 4590/44000 | Loss: 3.2876 | LR: 4.90e-04 | 1388.4ms/step | 14.4 samples/s +Step 4600/44000 | Loss: 3.3090 | LR: 4.90e-04 | 1392.0ms/step | 14.4 samples/s +Step 4610/44000 | Loss: 3.3171 | LR: 4.90e-04 | 1391.8ms/step | 14.4 samples/s +Step 4620/44000 | Loss: 3.3059 | LR: 4.90e-04 | 1392.2ms/step | 14.4 samples/s +Step 4630/44000 | Loss: 3.3177 | LR: 4.90e-04 | 1391.5ms/step | 14.4 samples/s +Step 4640/44000 | Loss: 3.3283 | LR: 4.90e-04 | 1391.1ms/step | 14.4 samples/s +Step 4650/44000 | Loss: 3.3157 | LR: 4.90e-04 | 1391.9ms/step | 14.4 samples/s +Step 4660/44000 | Loss: 3.2954 | LR: 4.90e-04 | 1389.7ms/step | 14.4 samples/s +Step 4670/44000 | Loss: 3.2888 | LR: 4.90e-04 | 1387.6ms/step | 14.4 samples/s +Step 4680/44000 | Loss: 3.3125 | LR: 4.90e-04 | 1391.8ms/step | 14.4 samples/s +Step 4690/44000 | Loss: 3.3056 | LR: 4.90e-04 | 1389.8ms/step | 14.4 samples/s +Step 4700/44000 | Loss: 3.3402 | LR: 4.90e-04 | 1391.9ms/step | 14.4 samples/s +Step 4710/44000 | Loss: 3.3149 | LR: 4.90e-04 | 1392.9ms/step | 14.4 samples/s +Step 4720/44000 | Loss: 3.2931 | LR: 4.90e-04 | 1390.0ms/step | 14.4 samples/s +Step 4730/44000 | Loss: 3.3124 | LR: 4.90e-04 | 1392.3ms/step | 14.4 samples/s +Step 4740/44000 | Loss: 3.3033 | LR: 4.90e-04 | 1389.8ms/step | 14.4 samples/s +Step 4750/44000 | Loss: 3.3142 | LR: 4.90e-04 | 1391.3ms/step | 14.4 samples/s +Validation at step 4750: Loss = 3.3186, Perplexity = 27.62 +Step 4760/44000 | Loss: 3.2923 | LR: 4.89e-04 | 3594.8ms/step | 5.6 samples/s +Step 4770/44000 | Loss: 3.3170 | LR: 4.89e-04 | 1391.0ms/step | 14.4 samples/s +Step 4780/44000 | Loss: 3.3137 | LR: 4.89e-04 | 1390.5ms/step | 14.4 samples/s +Step 4790/44000 | Loss: 3.2854 | LR: 4.89e-04 | 1388.5ms/step | 14.4 samples/s +Step 4800/44000 | Loss: 3.3099 | LR: 4.89e-04 | 1389.7ms/step | 14.4 samples/s +Step 4810/44000 | Loss: 3.3092 | LR: 4.89e-04 | 1388.1ms/step | 14.4 samples/s +Step 4820/44000 | Loss: 3.3112 | LR: 4.89e-04 | 1390.9ms/step | 14.4 samples/s +Step 4830/44000 | Loss: 3.2981 | LR: 4.89e-04 | 1390.7ms/step | 14.4 samples/s +Step 4840/44000 | Loss: 3.3127 | LR: 4.89e-04 | 1389.8ms/step | 14.4 samples/s +Step 4850/44000 | Loss: 3.3127 | LR: 4.89e-04 | 1392.1ms/step | 14.4 samples/s +Step 4860/44000 | Loss: 3.3208 | LR: 4.89e-04 | 1390.6ms/step | 14.4 samples/s +Step 4870/44000 | Loss: 3.2821 | LR: 4.89e-04 | 1391.9ms/step | 14.4 samples/s +Step 4880/44000 | Loss: 3.2838 | LR: 4.89e-04 | 1391.8ms/step | 14.4 samples/s +Step 4890/44000 | Loss: 3.2759 | LR: 4.89e-04 | 1390.6ms/step | 14.4 samples/s +Step 4900/44000 | Loss: 3.2585 | LR: 4.89e-04 | 1391.5ms/step | 14.4 samples/s +Step 4910/44000 | Loss: 3.2990 | LR: 4.89e-04 | 1392.4ms/step | 14.4 samples/s +Step 4920/44000 | Loss: 3.2955 | LR: 4.89e-04 | 1390.3ms/step | 14.4 samples/s +Step 4930/44000 | Loss: 3.2792 | LR: 4.89e-04 | 1389.8ms/step | 14.4 samples/s +Step 4940/44000 | Loss: 3.2901 | LR: 4.89e-04 | 1391.0ms/step | 14.4 samples/s +Step 4950/44000 | Loss: 3.2926 | LR: 4.88e-04 | 1391.0ms/step | 14.4 samples/s +Step 4960/44000 | Loss: 3.2813 | LR: 4.88e-04 | 1392.0ms/step | 14.4 samples/s +Step 4970/44000 | Loss: 3.2734 | LR: 4.88e-04 | 1389.7ms/step | 14.4 samples/s +Step 4980/44000 | Loss: 3.2701 | LR: 4.88e-04 | 1387.9ms/step | 14.4 samples/s +Step 4990/44000 | Loss: 3.2984 | LR: 4.88e-04 | 1389.9ms/step | 14.4 samples/s +Step 5000/44000 | Loss: 3.2938 | LR: 4.88e-04 | 1388.5ms/step | 14.4 samples/s +Validation at step 5000: Loss = 3.3038, Perplexity = 27.21 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-5000 +Step 5010/44000 | Loss: 3.3024 | LR: 4.88e-04 | 3870.2ms/step | 5.2 samples/s +Step 5020/44000 | Loss: 3.2820 | LR: 4.88e-04 | 1387.7ms/step | 14.4 samples/s +Step 5030/44000 | Loss: 3.2885 | LR: 4.88e-04 | 1386.0ms/step | 14.4 samples/s +Step 5040/44000 | Loss: 3.2977 | LR: 4.88e-04 | 1388.0ms/step | 14.4 samples/s +Step 5050/44000 | Loss: 3.2737 | LR: 4.88e-04 | 1388.5ms/step | 14.4 samples/s +Step 5060/44000 | Loss: 3.3024 | LR: 4.88e-04 | 1389.4ms/step | 14.4 samples/s +Step 5070/44000 | Loss: 3.3089 | LR: 4.88e-04 | 1389.8ms/step | 14.4 samples/s +Step 5080/44000 | Loss: 3.3003 | LR: 4.88e-04 | 1388.4ms/step | 14.4 samples/s +Step 5090/44000 | Loss: 3.2701 | LR: 4.88e-04 | 1389.5ms/step | 14.4 samples/s +Step 5100/44000 | Loss: 3.2976 | LR: 4.88e-04 | 1389.2ms/step | 14.4 samples/s +Step 5110/44000 | Loss: 3.3180 | LR: 4.88e-04 | 1390.7ms/step | 14.4 samples/s +Step 5120/44000 | Loss: 3.3150 | LR: 4.88e-04 | 1390.6ms/step | 14.4 samples/s +Step 5130/44000 | Loss: 3.2954 | LR: 4.87e-04 | 1390.0ms/step | 14.4 samples/s +Step 5140/44000 | Loss: 3.2718 | LR: 4.87e-04 | 1391.6ms/step | 14.4 samples/s +Step 5150/44000 | Loss: 3.3150 | LR: 4.87e-04 | 1391.3ms/step | 14.4 samples/s +Step 5160/44000 | Loss: 3.3146 | LR: 4.87e-04 | 1389.7ms/step | 14.4 samples/s +Step 5170/44000 | Loss: 3.3029 | LR: 4.87e-04 | 1389.1ms/step | 14.4 samples/s +Step 5180/44000 | Loss: 3.2612 | LR: 4.87e-04 | 1390.1ms/step | 14.4 samples/s +Step 5190/44000 | Loss: 3.2867 | LR: 4.87e-04 | 1389.4ms/step | 14.4 samples/s +Step 5200/44000 | Loss: 3.2551 | LR: 4.87e-04 | 1390.2ms/step | 14.4 samples/s +Step 5210/44000 | Loss: 3.2936 | LR: 4.87e-04 | 1388.7ms/step | 14.4 samples/s +Step 5220/44000 | Loss: 3.2849 | LR: 4.87e-04 | 1391.7ms/step | 14.4 samples/s +Step 5230/44000 | Loss: 3.2396 | LR: 4.87e-04 | 1389.1ms/step | 14.4 samples/s +Step 5240/44000 | Loss: 3.2688 | LR: 4.87e-04 | 1391.3ms/step | 14.4 samples/s +Step 5250/44000 | Loss: 3.2685 | LR: 4.87e-04 | 1389.7ms/step | 14.4 samples/s +Validation at step 5250: Loss = 3.2889, Perplexity = 26.81 +Step 5260/44000 | Loss: 3.2906 | LR: 4.87e-04 | 3592.7ms/step | 5.6 samples/s +Step 5270/44000 | Loss: 3.2583 | LR: 4.87e-04 | 1389.1ms/step | 14.4 samples/s +Step 5280/44000 | Loss: 3.2859 | LR: 4.87e-04 | 1390.5ms/step | 14.4 samples/s +Step 5290/44000 | Loss: 3.2722 | LR: 4.87e-04 | 1389.5ms/step | 14.4 samples/s +Step 5300/44000 | Loss: 3.2255 | LR: 4.86e-04 | 1390.2ms/step | 14.4 samples/s +Step 5310/44000 | Loss: 3.2686 | LR: 4.86e-04 | 1389.2ms/step | 14.4 samples/s +Step 5320/44000 | Loss: 3.2808 | LR: 4.86e-04 | 1388.8ms/step | 14.4 samples/s +Step 5330/44000 | Loss: 3.2757 | LR: 4.86e-04 | 1392.9ms/step | 14.4 samples/s +Step 5340/44000 | Loss: 3.2866 | LR: 4.86e-04 | 1390.1ms/step | 14.4 samples/s +Step 5350/44000 | Loss: 3.2518 | LR: 4.86e-04 | 1389.9ms/step | 14.4 samples/s +Step 5360/44000 | Loss: 3.2777 | LR: 4.86e-04 | 1389.2ms/step | 14.4 samples/s +Step 5370/44000 | Loss: 3.2766 | LR: 4.86e-04 | 1391.4ms/step | 14.4 samples/s +Step 5380/44000 | Loss: 3.2640 | LR: 4.86e-04 | 1389.6ms/step | 14.4 samples/s +Step 5390/44000 | Loss: 3.2862 | LR: 4.86e-04 | 1387.3ms/step | 14.4 samples/s +Step 5400/44000 | Loss: 3.2921 | LR: 4.86e-04 | 1390.1ms/step | 14.4 samples/s +Step 5410/44000 | Loss: 3.2787 | LR: 4.86e-04 | 1389.4ms/step | 14.4 samples/s +Step 5420/44000 | Loss: 3.2736 | LR: 4.86e-04 | 1389.9ms/step | 14.4 samples/s +Step 5430/44000 | Loss: 3.2580 | LR: 4.86e-04 | 1388.1ms/step | 14.4 samples/s +Step 5440/44000 | Loss: 3.2685 | LR: 4.86e-04 | 1388.2ms/step | 14.4 samples/s +Step 5450/44000 | Loss: 3.2811 | LR: 4.86e-04 | 1390.1ms/step | 14.4 samples/s +Step 5460/44000 | Loss: 3.2961 | LR: 4.86e-04 | 1389.1ms/step | 14.4 samples/s +Step 5470/44000 | Loss: 3.2767 | LR: 4.85e-04 | 1388.8ms/step | 14.4 samples/s +Step 5480/44000 | Loss: 3.2577 | LR: 4.85e-04 | 1389.2ms/step | 14.4 samples/s +Step 5490/44000 | Loss: 3.2449 | LR: 4.85e-04 | 1388.8ms/step | 14.4 samples/s +Step 5500/44000 | Loss: 3.2688 | LR: 4.85e-04 | 1390.1ms/step | 14.4 samples/s +Validation at step 5500: Loss = 3.2743, Perplexity = 26.42 +Step 5510/44000 | Loss: 3.2643 | LR: 4.85e-04 | 3586.7ms/step | 5.6 samples/s +Step 5520/44000 | Loss: 3.2689 | LR: 4.85e-04 | 1388.3ms/step | 14.4 samples/s +Step 5530/44000 | Loss: 3.2374 | LR: 4.85e-04 | 1388.4ms/step | 14.4 samples/s +Step 5540/44000 | Loss: 3.2709 | LR: 4.85e-04 | 1390.4ms/step | 14.4 samples/s +Step 5550/44000 | Loss: 3.2522 | LR: 4.85e-04 | 1388.0ms/step | 14.4 samples/s +Step 5560/44000 | Loss: 3.2625 | LR: 4.85e-04 | 1384.2ms/step | 14.4 samples/s +Step 5570/44000 | Loss: 3.2555 | LR: 4.85e-04 | 1386.0ms/step | 14.4 samples/s +Step 5580/44000 | Loss: 3.2451 | LR: 4.85e-04 | 1386.2ms/step | 14.4 samples/s +Step 5590/44000 | Loss: 3.2394 | LR: 4.85e-04 | 1388.6ms/step | 14.4 samples/s +Step 5600/44000 | Loss: 3.2361 | LR: 4.85e-04 | 1387.5ms/step | 14.4 samples/s +Step 5610/44000 | Loss: 3.2707 | LR: 4.85e-04 | 1388.6ms/step | 14.4 samples/s +Step 5620/44000 | Loss: 3.2535 | LR: 4.85e-04 | 1389.1ms/step | 14.4 samples/s +Step 5630/44000 | Loss: 3.2732 | LR: 4.84e-04 | 1389.4ms/step | 14.4 samples/s +Step 5640/44000 | Loss: 3.2452 | LR: 4.84e-04 | 1388.3ms/step | 14.4 samples/s +Step 5650/44000 | Loss: 3.2434 | LR: 4.84e-04 | 1390.3ms/step | 14.4 samples/s +Step 5660/44000 | Loss: 3.2306 | LR: 4.84e-04 | 1392.1ms/step | 14.4 samples/s +Step 5670/44000 | Loss: 3.2488 | LR: 4.84e-04 | 1389.9ms/step | 14.4 samples/s +Step 5680/44000 | Loss: 3.2307 | LR: 4.84e-04 | 1387.9ms/step | 14.4 samples/s +Step 5690/44000 | Loss: 3.2787 | LR: 4.84e-04 | 1388.3ms/step | 14.4 samples/s +Step 5700/44000 | Loss: 3.2675 | LR: 4.84e-04 | 1388.5ms/step | 14.4 samples/s +Step 5710/44000 | Loss: 3.2180 | LR: 4.84e-04 | 1389.1ms/step | 14.4 samples/s +Step 5720/44000 | Loss: 3.2180 | LR: 4.84e-04 | 1389.1ms/step | 14.4 samples/s +Step 5730/44000 | Loss: 3.2362 | LR: 4.84e-04 | 1387.1ms/step | 14.4 samples/s +Step 5740/44000 | Loss: 3.2387 | LR: 4.84e-04 | 1390.4ms/step | 14.4 samples/s +Step 5750/44000 | Loss: 3.2405 | LR: 4.84e-04 | 1387.5ms/step | 14.4 samples/s +Validation at step 5750: Loss = 3.2615, Perplexity = 26.09 +Step 5760/44000 | Loss: 3.2647 | LR: 4.84e-04 | 3589.0ms/step | 5.6 samples/s +Step 5770/44000 | Loss: 3.2707 | LR: 4.84e-04 | 1389.2ms/step | 14.4 samples/s +Step 5780/44000 | Loss: 3.2480 | LR: 4.83e-04 | 1387.9ms/step | 14.4 samples/s +Step 5790/44000 | Loss: 3.2317 | LR: 4.83e-04 | 1389.0ms/step | 14.4 samples/s +Step 5800/44000 | Loss: 3.2567 | LR: 4.83e-04 | 1389.1ms/step | 14.4 samples/s +Step 5810/44000 | Loss: 3.2706 | LR: 4.83e-04 | 1393.6ms/step | 14.4 samples/s +Step 5820/44000 | Loss: 3.2542 | LR: 4.83e-04 | 1388.9ms/step | 14.4 samples/s +Step 5830/44000 | Loss: 3.2500 | LR: 4.83e-04 | 1388.0ms/step | 14.4 samples/s +Step 5840/44000 | Loss: 3.2443 | LR: 4.83e-04 | 1388.5ms/step | 14.4 samples/s +Step 5850/44000 | Loss: 3.2237 | LR: 4.83e-04 | 1388.0ms/step | 14.4 samples/s +Step 5860/44000 | Loss: 3.2534 | LR: 4.83e-04 | 1390.4ms/step | 14.4 samples/s +Step 5870/44000 | Loss: 3.2608 | LR: 4.83e-04 | 1390.7ms/step | 14.4 samples/s +Step 5880/44000 | Loss: 3.2385 | LR: 4.83e-04 | 1390.0ms/step | 14.4 samples/s +Step 5890/44000 | Loss: 3.2557 | LR: 4.83e-04 | 1391.6ms/step | 14.4 samples/s +Step 5900/44000 | Loss: 3.2433 | LR: 4.83e-04 | 1391.2ms/step | 14.4 samples/s +Step 5910/44000 | Loss: 3.2500 | LR: 4.83e-04 | 1389.5ms/step | 14.4 samples/s +Step 5920/44000 | Loss: 3.2603 | LR: 4.83e-04 | 1391.9ms/step | 14.4 samples/s +Step 5930/44000 | Loss: 3.2111 | LR: 4.83e-04 | 1389.7ms/step | 14.4 samples/s +Step 5940/44000 | Loss: 3.2609 | LR: 4.82e-04 | 1389.0ms/step | 14.4 samples/s +Step 5950/44000 | Loss: 3.2213 | LR: 4.82e-04 | 1389.4ms/step | 14.4 samples/s +Step 5960/44000 | Loss: 3.2140 | LR: 4.82e-04 | 1388.5ms/step | 14.4 samples/s +Step 5970/44000 | Loss: 3.2196 | LR: 4.82e-04 | 1389.1ms/step | 14.4 samples/s +Step 5980/44000 | Loss: 3.2151 | LR: 4.82e-04 | 1390.9ms/step | 14.4 samples/s +Step 5990/44000 | Loss: 3.2157 | LR: 4.82e-04 | 1390.4ms/step | 14.4 samples/s +Step 6000/44000 | Loss: 3.2412 | LR: 4.82e-04 | 1389.8ms/step | 14.4 samples/s +Validation at step 6000: Loss = 3.2498, Perplexity = 25.78 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-6000 +Step 6010/44000 | Loss: 3.2626 | LR: 4.82e-04 | 3897.2ms/step | 5.1 samples/s +Step 6020/44000 | Loss: 3.2245 | LR: 4.82e-04 | 1390.2ms/step | 14.4 samples/s +Step 6030/44000 | Loss: 3.2300 | LR: 4.82e-04 | 1389.7ms/step | 14.4 samples/s +Step 6040/44000 | Loss: 3.2333 | LR: 4.82e-04 | 1389.6ms/step | 14.4 samples/s +Step 6050/44000 | Loss: 3.2376 | LR: 4.82e-04 | 1389.8ms/step | 14.4 samples/s +Step 6060/44000 | Loss: 3.2589 | LR: 4.82e-04 | 1387.7ms/step | 14.4 samples/s +Step 6070/44000 | Loss: 3.2378 | LR: 4.82e-04 | 1390.8ms/step | 14.4 samples/s +Step 6080/44000 | Loss: 3.2318 | LR: 4.81e-04 | 1391.2ms/step | 14.4 samples/s +Step 6090/44000 | Loss: 3.2602 | LR: 4.81e-04 | 1386.6ms/step | 14.4 samples/s +Step 6100/44000 | Loss: 3.2146 | LR: 4.81e-04 | 1388.6ms/step | 14.4 samples/s +Step 6110/44000 | Loss: 3.2306 | LR: 4.81e-04 | 1387.9ms/step | 14.4 samples/s +Step 6120/44000 | Loss: 3.2104 | LR: 4.81e-04 | 1390.0ms/step | 14.4 samples/s +Step 6130/44000 | Loss: 3.2261 | LR: 4.81e-04 | 1388.2ms/step | 14.4 samples/s +Step 6140/44000 | Loss: 3.2146 | LR: 4.81e-04 | 1390.8ms/step | 14.4 samples/s +Step 6150/44000 | Loss: 3.2204 | LR: 4.81e-04 | 1391.1ms/step | 14.4 samples/s +Step 6160/44000 | Loss: 3.2216 | LR: 4.81e-04 | 1391.6ms/step | 14.4 samples/s +Step 6170/44000 | Loss: 3.2362 | LR: 4.81e-04 | 1389.0ms/step | 14.4 samples/s +Step 6180/44000 | Loss: 3.2334 | LR: 4.81e-04 | 1389.4ms/step | 14.4 samples/s +Step 6190/44000 | Loss: 3.2200 | LR: 4.81e-04 | 1389.9ms/step | 14.4 samples/s +Step 6200/44000 | Loss: 3.2332 | LR: 4.81e-04 | 1389.6ms/step | 14.4 samples/s +Step 6210/44000 | Loss: 3.2288 | LR: 4.81e-04 | 1390.3ms/step | 14.4 samples/s +Step 6220/44000 | Loss: 3.2596 | LR: 4.81e-04 | 1391.0ms/step | 14.4 samples/s +Step 6230/44000 | Loss: 3.2260 | LR: 4.80e-04 | 1388.6ms/step | 14.4 samples/s +Step 6240/44000 | Loss: 3.2452 | LR: 4.80e-04 | 1390.3ms/step | 14.4 samples/s +Step 6250/44000 | Loss: 3.2401 | LR: 4.80e-04 | 1390.2ms/step | 14.4 samples/s +Validation at step 6250: Loss = 3.2423, Perplexity = 25.59 +Step 6260/44000 | Loss: 3.2337 | LR: 4.80e-04 | 3588.9ms/step | 5.6 samples/s +Step 6270/44000 | Loss: 3.2600 | LR: 4.80e-04 | 1392.0ms/step | 14.4 samples/s +Step 6280/44000 | Loss: 3.2104 | LR: 4.80e-04 | 1391.1ms/step | 14.4 samples/s +Step 6290/44000 | Loss: 3.2436 | LR: 4.80e-04 | 1389.3ms/step | 14.4 samples/s +Step 6300/44000 | Loss: 3.2164 | LR: 4.80e-04 | 1390.8ms/step | 14.4 samples/s +Step 6310/44000 | Loss: 3.2232 | LR: 4.80e-04 | 1392.0ms/step | 14.4 samples/s +Step 6320/44000 | Loss: 3.2151 | LR: 4.80e-04 | 1391.3ms/step | 14.4 samples/s +Step 6330/44000 | Loss: 3.2233 | LR: 4.80e-04 | 1392.3ms/step | 14.4 samples/s +Step 6340/44000 | Loss: 3.2352 | LR: 4.80e-04 | 1389.7ms/step | 14.4 samples/s +Step 6350/44000 | Loss: 3.1939 | LR: 4.80e-04 | 1390.2ms/step | 14.4 samples/s +Step 6360/44000 | Loss: 3.2493 | LR: 4.80e-04 | 1391.1ms/step | 14.4 samples/s +Step 6370/44000 | Loss: 3.2180 | LR: 4.79e-04 | 1389.4ms/step | 14.4 samples/s +Step 6380/44000 | Loss: 3.2056 | LR: 4.79e-04 | 1392.1ms/step | 14.4 samples/s +Step 6390/44000 | Loss: 3.1971 | LR: 4.79e-04 | 1388.8ms/step | 14.4 samples/s +Step 6400/44000 | Loss: 3.2308 | LR: 4.79e-04 | 1388.8ms/step | 14.4 samples/s +Step 6410/44000 | Loss: 3.1991 | LR: 4.79e-04 | 1388.5ms/step | 14.4 samples/s +Step 6420/44000 | Loss: 3.2313 | LR: 4.79e-04 | 1388.8ms/step | 14.4 samples/s +Step 6430/44000 | Loss: 3.1938 | LR: 4.79e-04 | 1386.6ms/step | 14.4 samples/s +Step 6440/44000 | Loss: 3.2107 | LR: 4.79e-04 | 1386.1ms/step | 14.4 samples/s +Step 6450/44000 | Loss: 3.2079 | LR: 4.79e-04 | 1388.0ms/step | 14.4 samples/s +Step 6460/44000 | Loss: 3.2179 | LR: 4.79e-04 | 1388.1ms/step | 14.4 samples/s +Step 6470/44000 | Loss: 3.1977 | LR: 4.79e-04 | 1385.3ms/step | 14.4 samples/s +Step 6480/44000 | Loss: 3.2093 | LR: 4.79e-04 | 1386.9ms/step | 14.4 samples/s +Step 6490/44000 | Loss: 3.2039 | LR: 4.79e-04 | 1378.9ms/step | 14.5 samples/s +Step 6500/44000 | Loss: 3.2013 | LR: 4.79e-04 | 1380.9ms/step | 14.5 samples/s +Validation at step 6500: Loss = 3.2293, Perplexity = 25.26 +Step 6510/44000 | Loss: 3.2269 | LR: 4.78e-04 | 3574.1ms/step | 5.6 samples/s +Step 6520/44000 | Loss: 3.2339 | LR: 4.78e-04 | 1385.4ms/step | 14.4 samples/s +Step 6530/44000 | Loss: 3.2285 | LR: 4.78e-04 | 1387.3ms/step | 14.4 samples/s +Step 6540/44000 | Loss: 3.2254 | LR: 4.78e-04 | 1387.1ms/step | 14.4 samples/s +Step 6550/44000 | Loss: 3.2266 | LR: 4.78e-04 | 1389.2ms/step | 14.4 samples/s +Step 6560/44000 | Loss: 3.2066 | LR: 4.78e-04 | 1385.7ms/step | 14.4 samples/s +Step 6570/44000 | Loss: 3.2077 | LR: 4.78e-04 | 1389.7ms/step | 14.4 samples/s +Step 6580/44000 | Loss: 3.2480 | LR: 4.78e-04 | 1389.2ms/step | 14.4 samples/s +Step 6590/44000 | Loss: 3.2179 | LR: 4.78e-04 | 1390.0ms/step | 14.4 samples/s +Step 6600/44000 | Loss: 3.2061 | LR: 4.78e-04 | 1387.7ms/step | 14.4 samples/s +Step 6610/44000 | Loss: 3.1712 | LR: 4.78e-04 | 1386.4ms/step | 14.4 samples/s +Step 6620/44000 | Loss: 3.2031 | LR: 4.78e-04 | 1386.2ms/step | 14.4 samples/s +Step 6630/44000 | Loss: 3.2065 | LR: 4.78e-04 | 1387.8ms/step | 14.4 samples/s +Step 6640/44000 | Loss: 3.1952 | LR: 4.77e-04 | 1389.1ms/step | 14.4 samples/s +Step 6650/44000 | Loss: 3.2220 | LR: 4.77e-04 | 1390.8ms/step | 14.4 samples/s +Step 6660/44000 | Loss: 3.2476 | LR: 4.77e-04 | 1387.8ms/step | 14.4 samples/s +Step 6670/44000 | Loss: 3.1941 | LR: 4.77e-04 | 1390.2ms/step | 14.4 samples/s +Step 6680/44000 | Loss: 3.2167 | LR: 4.77e-04 | 1386.4ms/step | 14.4 samples/s +Step 6690/44000 | Loss: 3.2185 | LR: 4.77e-04 | 1378.9ms/step | 14.5 samples/s +Step 6700/44000 | Loss: 3.2199 | LR: 4.77e-04 | 1376.7ms/step | 14.5 samples/s +Step 6710/44000 | Loss: 3.2178 | LR: 4.77e-04 | 1382.3ms/step | 14.5 samples/s +Step 6720/44000 | Loss: 3.1835 | LR: 4.77e-04 | 1381.9ms/step | 14.5 samples/s +Step 6730/44000 | Loss: 3.2159 | LR: 4.77e-04 | 1382.6ms/step | 14.5 samples/s +Step 6740/44000 | Loss: 3.1920 | LR: 4.77e-04 | 1385.9ms/step | 14.4 samples/s +Step 6750/44000 | Loss: 3.1982 | LR: 4.77e-04 | 1388.2ms/step | 14.4 samples/s +Validation at step 6750: Loss = 3.2189, Perplexity = 25.00 +Step 6760/44000 | Loss: 3.2257 | LR: 4.77e-04 | 3580.6ms/step | 5.6 samples/s +Step 6770/44000 | Loss: 3.2211 | LR: 4.76e-04 | 1386.9ms/step | 14.4 samples/s +Step 6780/44000 | Loss: 3.2187 | LR: 4.76e-04 | 1389.4ms/step | 14.4 samples/s +Step 6790/44000 | Loss: 3.2123 | LR: 4.76e-04 | 1387.0ms/step | 14.4 samples/s +Step 6800/44000 | Loss: 3.1630 | LR: 4.76e-04 | 1389.5ms/step | 14.4 samples/s +Step 6810/44000 | Loss: 3.2267 | LR: 4.76e-04 | 1388.0ms/step | 14.4 samples/s +Step 6820/44000 | Loss: 3.1996 | LR: 4.76e-04 | 1387.9ms/step | 14.4 samples/s +Step 6830/44000 | Loss: 3.2074 | LR: 4.76e-04 | 1391.4ms/step | 14.4 samples/s +Step 6840/44000 | Loss: 3.2103 | LR: 4.76e-04 | 1388.4ms/step | 14.4 samples/s +Step 6850/44000 | Loss: 3.2132 | LR: 4.76e-04 | 1391.1ms/step | 14.4 samples/s +Step 6860/44000 | Loss: 3.2113 | LR: 4.76e-04 | 1387.6ms/step | 14.4 samples/s +Step 6870/44000 | Loss: 3.1878 | LR: 4.76e-04 | 1389.4ms/step | 14.4 samples/s +Step 6880/44000 | Loss: 3.1598 | LR: 4.76e-04 | 1388.4ms/step | 14.4 samples/s +Step 6890/44000 | Loss: 3.2171 | LR: 4.76e-04 | 1388.9ms/step | 14.4 samples/s +Step 6900/44000 | Loss: 3.2295 | LR: 4.75e-04 | 1390.8ms/step | 14.4 samples/s +Step 6910/44000 | Loss: 3.1920 | LR: 4.75e-04 | 1387.5ms/step | 14.4 samples/s +Step 6920/44000 | Loss: 3.2111 | LR: 4.75e-04 | 1386.5ms/step | 14.4 samples/s +Step 6930/44000 | Loss: 3.1902 | LR: 4.75e-04 | 1386.4ms/step | 14.4 samples/s +Step 6940/44000 | Loss: 3.2166 | LR: 4.75e-04 | 1387.2ms/step | 14.4 samples/s +Step 6950/44000 | Loss: 3.2163 | LR: 4.75e-04 | 1387.2ms/step | 14.4 samples/s +Step 6960/44000 | Loss: 3.1891 | LR: 4.75e-04 | 1387.6ms/step | 14.4 samples/s +Step 6970/44000 | Loss: 3.2119 | LR: 4.75e-04 | 1389.5ms/step | 14.4 samples/s +Step 6980/44000 | Loss: 3.1807 | LR: 4.75e-04 | 1390.3ms/step | 14.4 samples/s +Step 6990/44000 | Loss: 3.1865 | LR: 4.75e-04 | 1389.3ms/step | 14.4 samples/s +Step 7000/44000 | Loss: 3.1954 | LR: 4.75e-04 | 1389.8ms/step | 14.4 samples/s +Validation at step 7000: Loss = 3.2101, Perplexity = 24.78 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-7000 +Step 7010/44000 | Loss: 3.1862 | LR: 4.75e-04 | 3876.4ms/step | 5.2 samples/s +Step 7020/44000 | Loss: 3.1857 | LR: 4.75e-04 | 1387.8ms/step | 14.4 samples/s +Step 7030/44000 | Loss: 3.2083 | LR: 4.74e-04 | 1388.0ms/step | 14.4 samples/s +Step 7040/44000 | Loss: 3.2003 | LR: 4.74e-04 | 1388.4ms/step | 14.4 samples/s +Step 7050/44000 | Loss: 3.2264 | LR: 4.74e-04 | 1387.8ms/step | 14.4 samples/s +Step 7060/44000 | Loss: 3.2065 | LR: 4.74e-04 | 1390.1ms/step | 14.4 samples/s +Step 7070/44000 | Loss: 3.1942 | LR: 4.74e-04 | 1390.3ms/step | 14.4 samples/s +Step 7080/44000 | Loss: 3.1864 | LR: 4.74e-04 | 1389.3ms/step | 14.4 samples/s +Step 7090/44000 | Loss: 3.1645 | LR: 4.74e-04 | 1390.5ms/step | 14.4 samples/s +Step 7100/44000 | Loss: 3.1924 | LR: 4.74e-04 | 1392.2ms/step | 14.4 samples/s +Step 7110/44000 | Loss: 3.1655 | LR: 4.74e-04 | 1386.5ms/step | 14.4 samples/s +Step 7120/44000 | Loss: 3.1875 | LR: 4.74e-04 | 1383.4ms/step | 14.5 samples/s +Step 7130/44000 | Loss: 3.1985 | LR: 4.74e-04 | 1384.1ms/step | 14.4 samples/s +Step 7140/44000 | Loss: 3.2199 | LR: 4.74e-04 | 1387.5ms/step | 14.4 samples/s +Step 7150/44000 | Loss: 3.2006 | LR: 4.73e-04 | 1386.4ms/step | 14.4 samples/s +Step 7160/44000 | Loss: 3.2090 | LR: 4.73e-04 | 1386.0ms/step | 14.4 samples/s +Step 7170/44000 | Loss: 3.2124 | LR: 4.73e-04 | 1388.6ms/step | 14.4 samples/s +Step 7180/44000 | Loss: 3.1949 | LR: 4.73e-04 | 1387.5ms/step | 14.4 samples/s +Step 7190/44000 | Loss: 3.1546 | LR: 4.73e-04 | 1389.9ms/step | 14.4 samples/s +Step 7200/44000 | Loss: 3.2072 | LR: 4.73e-04 | 1387.5ms/step | 14.4 samples/s +Step 7210/44000 | Loss: 3.2288 | LR: 4.73e-04 | 1388.3ms/step | 14.4 samples/s +Step 7220/44000 | Loss: 3.2110 | LR: 4.73e-04 | 1386.9ms/step | 14.4 samples/s +Step 7230/44000 | Loss: 3.2086 | LR: 4.73e-04 | 1387.5ms/step | 14.4 samples/s +Step 7240/44000 | Loss: 3.1987 | LR: 4.73e-04 | 1387.8ms/step | 14.4 samples/s +Step 7250/44000 | Loss: 3.2030 | LR: 4.73e-04 | 1389.7ms/step | 14.4 samples/s +Validation at step 7250: Loss = 3.2003, Perplexity = 24.54 +Step 7260/44000 | Loss: 3.1822 | LR: 4.73e-04 | 3589.6ms/step | 5.6 samples/s +Step 7270/44000 | Loss: 3.1923 | LR: 4.72e-04 | 1388.5ms/step | 14.4 samples/s +Step 7280/44000 | Loss: 3.1739 | LR: 4.72e-04 | 1387.1ms/step | 14.4 samples/s +Step 7290/44000 | Loss: 3.2149 | LR: 4.72e-04 | 1385.3ms/step | 14.4 samples/s +Step 7300/44000 | Loss: 3.1959 | LR: 4.72e-04 | 1381.1ms/step | 14.5 samples/s +Step 7310/44000 | Loss: 3.2134 | LR: 4.72e-04 | 1381.6ms/step | 14.5 samples/s +Step 7320/44000 | Loss: 3.2141 | LR: 4.72e-04 | 1384.0ms/step | 14.5 samples/s +Step 7330/44000 | Loss: 3.2057 | LR: 4.72e-04 | 1384.9ms/step | 14.4 samples/s +Step 7340/44000 | Loss: 3.2148 | LR: 4.72e-04 | 1386.3ms/step | 14.4 samples/s +Step 7350/44000 | Loss: 3.1652 | LR: 4.72e-04 | 1386.3ms/step | 14.4 samples/s +Step 7360/44000 | Loss: 3.1719 | LR: 4.72e-04 | 1389.1ms/step | 14.4 samples/s +Step 7370/44000 | Loss: 3.1615 | LR: 4.72e-04 | 1386.7ms/step | 14.4 samples/s +Step 7380/44000 | Loss: 3.1901 | LR: 4.72e-04 | 1386.6ms/step | 14.4 samples/s +Step 7390/44000 | Loss: 3.1968 | LR: 4.71e-04 | 1387.3ms/step | 14.4 samples/s +Step 7400/44000 | Loss: 3.1904 | LR: 4.71e-04 | 1386.7ms/step | 14.4 samples/s +Step 7410/44000 | Loss: 3.2122 | LR: 4.71e-04 | 1387.2ms/step | 14.4 samples/s +Step 7420/44000 | Loss: 3.2139 | LR: 4.71e-04 | 1389.9ms/step | 14.4 samples/s +Step 7430/44000 | Loss: 3.1924 | LR: 4.71e-04 | 1388.4ms/step | 14.4 samples/s +Step 7440/44000 | Loss: 3.1964 | LR: 4.71e-04 | 1387.9ms/step | 14.4 samples/s +Step 7450/44000 | Loss: 3.2105 | LR: 4.71e-04 | 1387.8ms/step | 14.4 samples/s +Step 7460/44000 | Loss: 3.1536 | LR: 4.71e-04 | 1388.0ms/step | 14.4 samples/s +Step 7470/44000 | Loss: 3.1983 | LR: 4.71e-04 | 1388.2ms/step | 14.4 samples/s +Step 7480/44000 | Loss: 3.1504 | LR: 4.71e-04 | 1389.3ms/step | 14.4 samples/s +Step 7490/44000 | Loss: 3.1922 | LR: 4.71e-04 | 1390.5ms/step | 14.4 samples/s +Step 7500/44000 | Loss: 3.1559 | LR: 4.71e-04 | 1388.3ms/step | 14.4 samples/s +Validation at step 7500: Loss = 3.1924, Perplexity = 24.35 +Step 7510/44000 | Loss: 3.1687 | LR: 4.70e-04 | 3587.0ms/step | 5.6 samples/s +Step 7520/44000 | Loss: 3.1831 | LR: 4.70e-04 | 1388.8ms/step | 14.4 samples/s +Step 7530/44000 | Loss: 3.2110 | LR: 4.70e-04 | 1388.6ms/step | 14.4 samples/s +Step 7540/44000 | Loss: 3.1686 | LR: 4.70e-04 | 1389.7ms/step | 14.4 samples/s +Step 7550/44000 | Loss: 3.1729 | LR: 4.70e-04 | 1388.0ms/step | 14.4 samples/s +Step 7560/44000 | Loss: 3.1774 | LR: 4.70e-04 | 1388.0ms/step | 14.4 samples/s +Step 7570/44000 | Loss: 3.2058 | LR: 4.70e-04 | 1388.7ms/step | 14.4 samples/s +Step 7580/44000 | Loss: 3.1644 | LR: 4.70e-04 | 1389.0ms/step | 14.4 samples/s +Step 7590/44000 | Loss: 3.2065 | LR: 4.70e-04 | 1388.3ms/step | 14.4 samples/s +Step 7600/44000 | Loss: 3.1887 | LR: 4.70e-04 | 1389.9ms/step | 14.4 samples/s +Step 7610/44000 | Loss: 3.2054 | LR: 4.70e-04 | 1389.8ms/step | 14.4 samples/s +Step 7620/44000 | Loss: 3.1578 | LR: 4.70e-04 | 1386.4ms/step | 14.4 samples/s +Step 7630/44000 | Loss: 3.2135 | LR: 4.69e-04 | 1382.1ms/step | 14.5 samples/s +Step 7640/44000 | Loss: 3.1702 | LR: 4.69e-04 | 1383.8ms/step | 14.5 samples/s +Step 7650/44000 | Loss: 3.1819 | LR: 4.69e-04 | 1386.9ms/step | 14.4 samples/s +Step 7660/44000 | Loss: 3.1918 | LR: 4.69e-04 | 1386.9ms/step | 14.4 samples/s +Step 7670/44000 | Loss: 3.1724 | LR: 4.69e-04 | 1387.8ms/step | 14.4 samples/s +Step 7680/44000 | Loss: 3.1936 | LR: 4.69e-04 | 1388.5ms/step | 14.4 samples/s +Step 7690/44000 | Loss: 3.1563 | LR: 4.69e-04 | 1387.3ms/step | 14.4 samples/s +Step 7700/44000 | Loss: 3.1785 | LR: 4.69e-04 | 1388.6ms/step | 14.4 samples/s +Step 7710/44000 | Loss: 3.2024 | LR: 4.69e-04 | 1390.0ms/step | 14.4 samples/s +Step 7720/44000 | Loss: 3.2034 | LR: 4.69e-04 | 1388.0ms/step | 14.4 samples/s +Step 7730/44000 | Loss: 3.1983 | LR: 4.69e-04 | 1387.7ms/step | 14.4 samples/s +Step 7740/44000 | Loss: 3.1660 | LR: 4.68e-04 | 1386.4ms/step | 14.4 samples/s +Step 7750/44000 | Loss: 3.1444 | LR: 4.68e-04 | 1387.6ms/step | 14.4 samples/s +Validation at step 7750: Loss = 3.1842, Perplexity = 24.15 +Step 7760/44000 | Loss: 3.1558 | LR: 4.68e-04 | 3589.9ms/step | 5.6 samples/s +Step 7770/44000 | Loss: 3.1592 | LR: 4.68e-04 | 1389.6ms/step | 14.4 samples/s +Step 7780/44000 | Loss: 3.1552 | LR: 4.68e-04 | 1390.6ms/step | 14.4 samples/s +Step 7790/44000 | Loss: 3.1787 | LR: 4.68e-04 | 1389.9ms/step | 14.4 samples/s +Step 7800/44000 | Loss: 3.1684 | LR: 4.68e-04 | 1389.5ms/step | 14.4 samples/s +Step 7810/44000 | Loss: 3.1561 | LR: 4.68e-04 | 1389.1ms/step | 14.4 samples/s +Step 7820/44000 | Loss: 3.1719 | LR: 4.68e-04 | 1388.5ms/step | 14.4 samples/s +Step 7830/44000 | Loss: 3.1871 | LR: 4.68e-04 | 1387.5ms/step | 14.4 samples/s +Step 7840/44000 | Loss: 3.1650 | LR: 4.68e-04 | 1387.6ms/step | 14.4 samples/s +Step 7850/44000 | Loss: 3.1458 | LR: 4.67e-04 | 1387.8ms/step | 14.4 samples/s +Step 7860/44000 | Loss: 3.1658 | LR: 4.67e-04 | 1389.3ms/step | 14.4 samples/s +Step 7870/44000 | Loss: 3.1692 | LR: 4.67e-04 | 1387.8ms/step | 14.4 samples/s +Step 7880/44000 | Loss: 3.1283 | LR: 4.67e-04 | 1387.9ms/step | 14.4 samples/s +Step 7890/44000 | Loss: 3.1478 | LR: 4.67e-04 | 1385.9ms/step | 14.4 samples/s +Step 7900/44000 | Loss: 3.1977 | LR: 4.67e-04 | 1387.0ms/step | 14.4 samples/s +Step 7910/44000 | Loss: 3.1433 | LR: 4.67e-04 | 1386.6ms/step | 14.4 samples/s +Step 7920/44000 | Loss: 3.1811 | LR: 4.67e-04 | 1388.1ms/step | 14.4 samples/s +Step 7930/44000 | Loss: 3.1580 | LR: 4.67e-04 | 1388.9ms/step | 14.4 samples/s +Step 7940/44000 | Loss: 3.1732 | LR: 4.67e-04 | 1388.3ms/step | 14.4 samples/s +Step 7950/44000 | Loss: 3.1693 | LR: 4.67e-04 | 1387.1ms/step | 14.4 samples/s +Step 7960/44000 | Loss: 3.1635 | LR: 4.66e-04 | 1385.3ms/step | 14.4 samples/s +Step 7970/44000 | Loss: 3.1570 | LR: 4.66e-04 | 1384.8ms/step | 14.4 samples/s +Step 7980/44000 | Loss: 3.1847 | LR: 4.66e-04 | 1385.5ms/step | 14.4 samples/s +Step 7990/44000 | Loss: 3.1806 | LR: 4.66e-04 | 1386.1ms/step | 14.4 samples/s +Step 8000/44000 | Loss: 3.1511 | LR: 4.66e-04 | 1387.4ms/step | 14.4 samples/s +Validation at step 8000: Loss = 3.1760, Perplexity = 23.95 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-8000 +Step 8010/44000 | Loss: 3.1221 | LR: 4.66e-04 | 3866.5ms/step | 5.2 samples/s +Step 8020/44000 | Loss: 3.1437 | LR: 4.66e-04 | 1387.3ms/step | 14.4 samples/s +Step 8030/44000 | Loss: 3.1446 | LR: 4.66e-04 | 1386.2ms/step | 14.4 samples/s +Step 8040/44000 | Loss: 3.1691 | LR: 4.66e-04 | 1390.0ms/step | 14.4 samples/s +Step 8050/44000 | Loss: 3.1530 | LR: 4.66e-04 | 1388.4ms/step | 14.4 samples/s +Step 8060/44000 | Loss: 3.1863 | LR: 4.66e-04 | 1388.8ms/step | 14.4 samples/s +Step 8070/44000 | Loss: 3.1513 | LR: 4.65e-04 | 1388.4ms/step | 14.4 samples/s +Step 8080/44000 | Loss: 3.1420 | LR: 4.65e-04 | 1390.6ms/step | 14.4 samples/s +Step 8090/44000 | Loss: 3.1428 | LR: 4.65e-04 | 1388.2ms/step | 14.4 samples/s +Step 8100/44000 | Loss: 3.1660 | LR: 4.65e-04 | 1388.2ms/step | 14.4 samples/s +Step 8110/44000 | Loss: 3.1604 | LR: 4.65e-04 | 1387.8ms/step | 14.4 samples/s +Step 8120/44000 | Loss: 3.1513 | LR: 4.65e-04 | 1388.0ms/step | 14.4 samples/s +Step 8130/44000 | Loss: 3.1540 | LR: 4.65e-04 | 1389.5ms/step | 14.4 samples/s +Step 8140/44000 | Loss: 3.1893 | LR: 4.65e-04 | 1390.5ms/step | 14.4 samples/s +Step 8150/44000 | Loss: 3.1523 | LR: 4.65e-04 | 1388.4ms/step | 14.4 samples/s +Step 8160/44000 | Loss: 3.1432 | LR: 4.65e-04 | 1388.6ms/step | 14.4 samples/s +Step 8170/44000 | Loss: 3.1667 | LR: 4.65e-04 | 1390.9ms/step | 14.4 samples/s +Step 8180/44000 | Loss: 3.1569 | LR: 4.64e-04 | 1389.9ms/step | 14.4 samples/s +Step 8190/44000 | Loss: 3.1505 | LR: 4.64e-04 | 1386.6ms/step | 14.4 samples/s +Step 8200/44000 | Loss: 3.1756 | LR: 4.64e-04 | 1388.1ms/step | 14.4 samples/s +Step 8210/44000 | Loss: 3.1763 | LR: 4.64e-04 | 1387.1ms/step | 14.4 samples/s +Step 8220/44000 | Loss: 3.1824 | LR: 4.64e-04 | 1381.7ms/step | 14.5 samples/s +Step 8230/44000 | Loss: 3.1429 | LR: 4.64e-04 | 1382.9ms/step | 14.5 samples/s +Step 8240/44000 | Loss: 3.1544 | LR: 4.64e-04 | 1385.8ms/step | 14.4 samples/s +Step 8250/44000 | Loss: 3.1533 | LR: 4.64e-04 | 1387.1ms/step | 14.4 samples/s +Validation at step 8250: Loss = 3.1681, Perplexity = 23.76 +Step 8260/44000 | Loss: 3.1376 | LR: 4.64e-04 | 3586.7ms/step | 5.6 samples/s +Step 8270/44000 | Loss: 3.1801 | LR: 4.64e-04 | 1390.1ms/step | 14.4 samples/s +Step 8280/44000 | Loss: 3.1593 | LR: 4.64e-04 | 1390.1ms/step | 14.4 samples/s +Step 8290/44000 | Loss: 3.1618 | LR: 4.63e-04 | 1388.3ms/step | 14.4 samples/s +Step 8300/44000 | Loss: 3.1184 | LR: 4.63e-04 | 1389.9ms/step | 14.4 samples/s +Step 8310/44000 | Loss: 3.1688 | LR: 4.63e-04 | 1389.7ms/step | 14.4 samples/s +Step 8320/44000 | Loss: 3.1438 | LR: 4.63e-04 | 1385.4ms/step | 14.4 samples/s +Step 8330/44000 | Loss: 3.1499 | LR: 4.63e-04 | 1384.3ms/step | 14.4 samples/s +Step 8340/44000 | Loss: 3.2031 | LR: 4.63e-04 | 1388.3ms/step | 14.4 samples/s +Step 8350/44000 | Loss: 3.1487 | LR: 4.63e-04 | 1386.4ms/step | 14.4 samples/s +Step 8360/44000 | Loss: 3.1700 | LR: 4.63e-04 | 1385.9ms/step | 14.4 samples/s +Step 8370/44000 | Loss: 3.1566 | LR: 4.63e-04 | 1386.0ms/step | 14.4 samples/s +Step 8380/44000 | Loss: 3.1975 | LR: 4.63e-04 | 1388.1ms/step | 14.4 samples/s +Step 8390/44000 | Loss: 3.1289 | LR: 4.62e-04 | 1388.1ms/step | 14.4 samples/s +Step 8400/44000 | Loss: 3.1446 | LR: 4.62e-04 | 1388.6ms/step | 14.4 samples/s +Step 8410/44000 | Loss: 3.1406 | LR: 4.62e-04 | 1391.0ms/step | 14.4 samples/s +Step 8420/44000 | Loss: 3.1823 | LR: 4.62e-04 | 1389.0ms/step | 14.4 samples/s +Step 8430/44000 | Loss: 3.1449 | LR: 4.62e-04 | 1388.4ms/step | 14.4 samples/s +Step 8440/44000 | Loss: 3.1709 | LR: 4.62e-04 | 1388.7ms/step | 14.4 samples/s +Step 8450/44000 | Loss: 3.1229 | LR: 4.62e-04 | 1389.3ms/step | 14.4 samples/s +Step 8460/44000 | Loss: 3.1721 | LR: 4.62e-04 | 1385.5ms/step | 14.4 samples/s +Step 8470/44000 | Loss: 3.1195 | LR: 4.62e-04 | 1386.2ms/step | 14.4 samples/s +Step 8480/44000 | Loss: 3.1458 | LR: 4.62e-04 | 1385.1ms/step | 14.4 samples/s +Step 8490/44000 | Loss: 3.1665 | LR: 4.62e-04 | 1385.0ms/step | 14.4 samples/s +Step 8500/44000 | Loss: 3.1740 | LR: 4.61e-04 | 1387.0ms/step | 14.4 samples/s +Validation at step 8500: Loss = 3.1612, Perplexity = 23.60 +Step 8510/44000 | Loss: 3.1715 | LR: 4.61e-04 | 3588.7ms/step | 5.6 samples/s +Step 8520/44000 | Loss: 3.1422 | LR: 4.61e-04 | 1391.4ms/step | 14.4 samples/s +Step 8530/44000 | Loss: 3.1699 | LR: 4.61e-04 | 1392.1ms/step | 14.4 samples/s +Step 8540/44000 | Loss: 3.1295 | LR: 4.61e-04 | 1389.2ms/step | 14.4 samples/s +Step 8550/44000 | Loss: 3.1491 | LR: 4.61e-04 | 1391.0ms/step | 14.4 samples/s +Step 8560/44000 | Loss: 3.1554 | LR: 4.61e-04 | 1388.5ms/step | 14.4 samples/s +Step 8570/44000 | Loss: 3.1221 | LR: 4.61e-04 | 1387.8ms/step | 14.4 samples/s +Step 8580/44000 | Loss: 3.1525 | LR: 4.61e-04 | 1388.4ms/step | 14.4 samples/s +Step 8590/44000 | Loss: 3.1516 | LR: 4.61e-04 | 1386.6ms/step | 14.4 samples/s +Step 8600/44000 | Loss: 3.1421 | LR: 4.60e-04 | 1389.7ms/step | 14.4 samples/s +Step 8610/44000 | Loss: 3.1212 | LR: 4.60e-04 | 1385.2ms/step | 14.4 samples/s +Step 8620/44000 | Loss: 3.1502 | LR: 4.60e-04 | 1386.4ms/step | 14.4 samples/s +Step 8630/44000 | Loss: 3.1397 | LR: 4.60e-04 | 1387.1ms/step | 14.4 samples/s +Step 8640/44000 | Loss: 3.1468 | LR: 4.60e-04 | 1389.0ms/step | 14.4 samples/s +Step 8650/44000 | Loss: 3.1517 | LR: 4.60e-04 | 1389.2ms/step | 14.4 samples/s +Step 8660/44000 | Loss: 3.1132 | LR: 4.60e-04 | 1390.7ms/step | 14.4 samples/s +Step 8670/44000 | Loss: 3.1544 | LR: 4.60e-04 | 1389.1ms/step | 14.4 samples/s +Step 8680/44000 | Loss: 3.1519 | LR: 4.60e-04 | 1392.0ms/step | 14.4 samples/s +Step 8690/44000 | Loss: 3.1337 | LR: 4.60e-04 | 1390.1ms/step | 14.4 samples/s +Step 8700/44000 | Loss: 3.1111 | LR: 4.59e-04 | 1390.6ms/step | 14.4 samples/s +Step 8710/44000 | Loss: 3.1423 | LR: 4.59e-04 | 1391.0ms/step | 14.4 samples/s +Step 8720/44000 | Loss: 3.1461 | LR: 4.59e-04 | 1389.9ms/step | 14.4 samples/s +Step 8730/44000 | Loss: 3.1504 | LR: 4.59e-04 | 1386.5ms/step | 14.4 samples/s +Step 8740/44000 | Loss: 3.1433 | LR: 4.59e-04 | 1387.9ms/step | 14.4 samples/s +Step 8750/44000 | Loss: 3.1149 | LR: 4.59e-04 | 1388.2ms/step | 14.4 samples/s +Validation at step 8750: Loss = 3.1549, Perplexity = 23.45 +Step 8760/44000 | Loss: 3.1282 | LR: 4.59e-04 | 3581.6ms/step | 5.6 samples/s +Step 8770/44000 | Loss: 3.1702 | LR: 4.59e-04 | 1388.5ms/step | 14.4 samples/s +Step 8780/44000 | Loss: 3.1339 | LR: 4.59e-04 | 1389.6ms/step | 14.4 samples/s +Step 8790/44000 | Loss: 3.1222 | LR: 4.59e-04 | 1388.6ms/step | 14.4 samples/s +Step 8800/44000 | Loss: 3.1159 | LR: 4.58e-04 | 1386.3ms/step | 14.4 samples/s +Step 8810/44000 | Loss: 3.1383 | LR: 4.58e-04 | 1385.3ms/step | 14.4 samples/s +Step 8820/44000 | Loss: 3.1218 | LR: 4.58e-04 | 1387.1ms/step | 14.4 samples/s +Step 8830/44000 | Loss: 3.1278 | LR: 4.58e-04 | 1388.6ms/step | 14.4 samples/s +Step 8840/44000 | Loss: 3.1367 | LR: 4.58e-04 | 1388.4ms/step | 14.4 samples/s +Step 8850/44000 | Loss: 3.1388 | LR: 4.58e-04 | 1390.0ms/step | 14.4 samples/s +Step 8860/44000 | Loss: 3.1568 | LR: 4.58e-04 | 1386.9ms/step | 14.4 samples/s +Step 8870/44000 | Loss: 3.1393 | LR: 4.58e-04 | 1388.6ms/step | 14.4 samples/s +Step 8880/44000 | Loss: 3.1187 | LR: 4.58e-04 | 1386.6ms/step | 14.4 samples/s +Step 8890/44000 | Loss: 3.1648 | LR: 4.58e-04 | 1387.6ms/step | 14.4 samples/s +Step 8900/44000 | Loss: 3.1257 | LR: 4.57e-04 | 1390.1ms/step | 14.4 samples/s +Step 8910/44000 | Loss: 3.1607 | LR: 4.57e-04 | 1391.2ms/step | 14.4 samples/s +Step 8920/44000 | Loss: 3.1414 | LR: 4.57e-04 | 1387.1ms/step | 14.4 samples/s +Step 8930/44000 | Loss: 3.1385 | LR: 4.57e-04 | 1389.9ms/step | 14.4 samples/s +Step 8940/44000 | Loss: 3.1309 | LR: 4.57e-04 | 1387.8ms/step | 14.4 samples/s +Step 8950/44000 | Loss: 3.1343 | LR: 4.57e-04 | 1387.6ms/step | 14.4 samples/s +Step 8960/44000 | Loss: 3.1186 | LR: 4.57e-04 | 1387.4ms/step | 14.4 samples/s +Step 8970/44000 | Loss: 3.1414 | LR: 4.57e-04 | 1389.4ms/step | 14.4 samples/s +Step 8980/44000 | Loss: 3.1420 | LR: 4.57e-04 | 1388.1ms/step | 14.4 samples/s +Step 8990/44000 | Loss: 3.1275 | LR: 4.57e-04 | 1387.9ms/step | 14.4 samples/s +Step 9000/44000 | Loss: 3.1275 | LR: 4.56e-04 | 1388.6ms/step | 14.4 samples/s +Validation at step 9000: Loss = 3.1481, Perplexity = 23.29 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-9000 +Step 9010/44000 | Loss: 3.1279 | LR: 4.56e-04 | 3881.1ms/step | 5.2 samples/s +Step 9020/44000 | Loss: 3.1449 | LR: 4.56e-04 | 1387.3ms/step | 14.4 samples/s +Step 9030/44000 | Loss: 3.1195 | LR: 4.56e-04 | 1388.8ms/step | 14.4 samples/s +Step 9040/44000 | Loss: 3.1228 | LR: 4.56e-04 | 1389.9ms/step | 14.4 samples/s +Step 9050/44000 | Loss: 3.1246 | LR: 4.56e-04 | 1389.6ms/step | 14.4 samples/s +Step 9060/44000 | Loss: 3.1627 | LR: 4.56e-04 | 1387.4ms/step | 14.4 samples/s +Step 9070/44000 | Loss: 3.1565 | LR: 4.56e-04 | 1389.2ms/step | 14.4 samples/s +Step 9080/44000 | Loss: 3.1781 | LR: 4.56e-04 | 1388.0ms/step | 14.4 samples/s +Step 9090/44000 | Loss: 3.1065 | LR: 4.56e-04 | 1387.8ms/step | 14.4 samples/s +Step 9100/44000 | Loss: 3.1119 | LR: 4.55e-04 | 1388.2ms/step | 14.4 samples/s +Step 9110/44000 | Loss: 3.1097 | LR: 4.55e-04 | 1386.7ms/step | 14.4 samples/s +Step 9120/44000 | Loss: 3.1120 | LR: 4.55e-04 | 1379.0ms/step | 14.5 samples/s +Step 9130/44000 | Loss: 3.1573 | LR: 4.55e-04 | 1380.7ms/step | 14.5 samples/s +Step 9140/44000 | Loss: 3.1071 | LR: 4.55e-04 | 1381.4ms/step | 14.5 samples/s +Step 9150/44000 | Loss: 3.1350 | LR: 4.55e-04 | 1383.7ms/step | 14.5 samples/s +Step 9160/44000 | Loss: 3.1100 | LR: 4.55e-04 | 1386.4ms/step | 14.4 samples/s +Step 9170/44000 | Loss: 3.0901 | LR: 4.55e-04 | 1387.7ms/step | 14.4 samples/s +Step 9180/44000 | Loss: 3.1398 | LR: 4.55e-04 | 1388.5ms/step | 14.4 samples/s +Step 9190/44000 | Loss: 3.1144 | LR: 4.54e-04 | 1385.8ms/step | 14.4 samples/s +Step 9200/44000 | Loss: 3.1423 | LR: 4.54e-04 | 1389.9ms/step | 14.4 samples/s +Step 9210/44000 | Loss: 3.1371 | LR: 4.54e-04 | 1387.7ms/step | 14.4 samples/s +Step 9220/44000 | Loss: 3.1274 | LR: 4.54e-04 | 1388.4ms/step | 14.4 samples/s +Step 9230/44000 | Loss: 3.1285 | LR: 4.54e-04 | 1389.9ms/step | 14.4 samples/s +Step 9240/44000 | Loss: 3.1782 | LR: 4.54e-04 | 1390.5ms/step | 14.4 samples/s +Step 9250/44000 | Loss: 3.1310 | LR: 4.54e-04 | 1387.4ms/step | 14.4 samples/s +Validation at step 9250: Loss = 3.1437, Perplexity = 23.19 +Step 9260/44000 | Loss: 3.1379 | LR: 4.54e-04 | 3581.7ms/step | 5.6 samples/s +Step 9270/44000 | Loss: 3.1355 | LR: 4.54e-04 | 1385.2ms/step | 14.4 samples/s +Step 9280/44000 | Loss: 3.1341 | LR: 4.54e-04 | 1385.5ms/step | 14.4 samples/s +Step 9290/44000 | Loss: 3.1448 | LR: 4.53e-04 | 1384.4ms/step | 14.4 samples/s +Step 9300/44000 | Loss: 3.1047 | LR: 4.53e-04 | 1387.1ms/step | 14.4 samples/s +Step 9310/44000 | Loss: 3.1270 | LR: 4.53e-04 | 1388.2ms/step | 14.4 samples/s +Step 9320/44000 | Loss: 3.1088 | LR: 4.53e-04 | 1387.7ms/step | 14.4 samples/s +Step 9330/44000 | Loss: 3.1295 | LR: 4.53e-04 | 1388.2ms/step | 14.4 samples/s +Step 9340/44000 | Loss: 3.1105 | LR: 4.53e-04 | 1389.9ms/step | 14.4 samples/s +Step 9350/44000 | Loss: 3.1048 | LR: 4.53e-04 | 1388.2ms/step | 14.4 samples/s +Step 9360/44000 | Loss: 3.1291 | LR: 4.53e-04 | 1389.7ms/step | 14.4 samples/s +Step 9370/44000 | Loss: 3.1308 | LR: 4.53e-04 | 1388.3ms/step | 14.4 samples/s +Step 9380/44000 | Loss: 3.1297 | LR: 4.52e-04 | 1389.4ms/step | 14.4 samples/s +Step 9390/44000 | Loss: 3.1401 | LR: 4.52e-04 | 1387.6ms/step | 14.4 samples/s +Step 9400/44000 | Loss: 3.1168 | LR: 4.52e-04 | 1386.3ms/step | 14.4 samples/s +Step 9410/44000 | Loss: 3.1224 | LR: 4.52e-04 | 1383.9ms/step | 14.5 samples/s +Step 9420/44000 | Loss: 3.1345 | LR: 4.52e-04 | 1385.0ms/step | 14.4 samples/s +Step 9430/44000 | Loss: 3.1198 | LR: 4.52e-04 | 1388.6ms/step | 14.4 samples/s +Step 9440/44000 | Loss: 3.0978 | LR: 4.52e-04 | 1390.2ms/step | 14.4 samples/s +Step 9450/44000 | Loss: 3.1197 | LR: 4.52e-04 | 1385.2ms/step | 14.4 samples/s +Step 9460/44000 | Loss: 3.1318 | LR: 4.52e-04 | 1385.2ms/step | 14.4 samples/s +Step 9470/44000 | Loss: 3.1144 | LR: 4.52e-04 | 1386.1ms/step | 14.4 samples/s +Step 9480/44000 | Loss: 3.1105 | LR: 4.51e-04 | 1386.0ms/step | 14.4 samples/s +Step 9490/44000 | Loss: 3.1254 | LR: 4.51e-04 | 1384.5ms/step | 14.4 samples/s +Step 9500/44000 | Loss: 3.1290 | LR: 4.51e-04 | 1387.2ms/step | 14.4 samples/s +Validation at step 9500: Loss = 3.1368, Perplexity = 23.03 +Step 9510/44000 | Loss: 3.1588 | LR: 4.51e-04 | 3582.2ms/step | 5.6 samples/s +Step 9520/44000 | Loss: 3.1106 | LR: 4.51e-04 | 1384.8ms/step | 14.4 samples/s +Step 9530/44000 | Loss: 3.1500 | LR: 4.51e-04 | 1387.1ms/step | 14.4 samples/s +Step 9540/44000 | Loss: 3.1491 | LR: 4.51e-04 | 1386.7ms/step | 14.4 samples/s +Step 9550/44000 | Loss: 3.1346 | LR: 4.51e-04 | 1391.6ms/step | 14.4 samples/s +Step 9560/44000 | Loss: 3.1153 | LR: 4.51e-04 | 1388.2ms/step | 14.4 samples/s +Step 9570/44000 | Loss: 3.1124 | LR: 4.50e-04 | 1390.6ms/step | 14.4 samples/s +Step 9580/44000 | Loss: 3.1412 | LR: 4.50e-04 | 1389.4ms/step | 14.4 samples/s +Step 9590/44000 | Loss: 3.1063 | LR: 4.50e-04 | 1387.2ms/step | 14.4 samples/s +Step 9600/44000 | Loss: 3.1094 | LR: 4.50e-04 | 1386.9ms/step | 14.4 samples/s +Step 9610/44000 | Loss: 3.1102 | LR: 4.50e-04 | 1386.0ms/step | 14.4 samples/s +Step 9620/44000 | Loss: 3.1498 | LR: 4.50e-04 | 1388.3ms/step | 14.4 samples/s +Step 9630/44000 | Loss: 3.1259 | LR: 4.50e-04 | 1389.6ms/step | 14.4 samples/s +Step 9640/44000 | Loss: 3.1226 | LR: 4.50e-04 | 1388.3ms/step | 14.4 samples/s +Step 9650/44000 | Loss: 3.1252 | LR: 4.50e-04 | 1386.2ms/step | 14.4 samples/s +Step 9660/44000 | Loss: 3.0988 | LR: 4.49e-04 | 1388.0ms/step | 14.4 samples/s +Step 9670/44000 | Loss: 3.1216 | LR: 4.49e-04 | 1387.6ms/step | 14.4 samples/s +Step 9680/44000 | Loss: 3.1264 | LR: 4.49e-04 | 1388.8ms/step | 14.4 samples/s +Step 9690/44000 | Loss: 3.1256 | LR: 4.49e-04 | 1387.3ms/step | 14.4 samples/s +Step 9700/44000 | Loss: 3.1286 | LR: 4.49e-04 | 1387.2ms/step | 14.4 samples/s +Step 9710/44000 | Loss: 3.1270 | LR: 4.49e-04 | 1386.8ms/step | 14.4 samples/s +Step 9720/44000 | Loss: 3.1151 | LR: 4.49e-04 | 1387.9ms/step | 14.4 samples/s +Step 9730/44000 | Loss: 3.1279 | LR: 4.49e-04 | 1388.5ms/step | 14.4 samples/s +Step 9740/44000 | Loss: 3.1160 | LR: 4.49e-04 | 1387.6ms/step | 14.4 samples/s +Step 9750/44000 | Loss: 3.1118 | LR: 4.48e-04 | 1386.1ms/step | 14.4 samples/s +Validation at step 9750: Loss = 3.1300, Perplexity = 22.87 +Step 9760/44000 | Loss: 3.0882 | LR: 4.48e-04 | 3586.0ms/step | 5.6 samples/s +Step 9770/44000 | Loss: 3.0912 | LR: 4.48e-04 | 1388.6ms/step | 14.4 samples/s +Step 9780/44000 | Loss: 3.1163 | LR: 4.48e-04 | 1389.2ms/step | 14.4 samples/s +Step 9790/44000 | Loss: 3.1329 | LR: 4.48e-04 | 1391.0ms/step | 14.4 samples/s +Step 9800/44000 | Loss: 3.1165 | LR: 4.48e-04 | 1390.7ms/step | 14.4 samples/s +Step 9810/44000 | Loss: 3.1344 | LR: 4.48e-04 | 1387.8ms/step | 14.4 samples/s +Step 9820/44000 | Loss: 3.1348 | LR: 4.48e-04 | 1388.5ms/step | 14.4 samples/s +Step 9830/44000 | Loss: 3.1618 | LR: 4.48e-04 | 1388.0ms/step | 14.4 samples/s +Step 9840/44000 | Loss: 3.1074 | LR: 4.47e-04 | 1388.2ms/step | 14.4 samples/s +Step 9850/44000 | Loss: 3.1269 | LR: 4.47e-04 | 1389.8ms/step | 14.4 samples/s +Step 9860/44000 | Loss: 3.0867 | LR: 4.47e-04 | 1388.5ms/step | 14.4 samples/s +Step 9870/44000 | Loss: 3.1123 | LR: 4.47e-04 | 1390.4ms/step | 14.4 samples/s +Step 9880/44000 | Loss: 3.1159 | LR: 4.47e-04 | 1387.9ms/step | 14.4 samples/s +Step 9890/44000 | Loss: 3.0970 | LR: 4.47e-04 | 1388.4ms/step | 14.4 samples/s +Step 9900/44000 | Loss: 3.1213 | LR: 4.47e-04 | 1388.2ms/step | 14.4 samples/s +Step 9910/44000 | Loss: 3.1375 | LR: 4.47e-04 | 1388.5ms/step | 14.4 samples/s +Step 9920/44000 | Loss: 3.1007 | LR: 4.47e-04 | 1386.5ms/step | 14.4 samples/s +Step 9930/44000 | Loss: 3.0955 | LR: 4.46e-04 | 1387.7ms/step | 14.4 samples/s +Step 9940/44000 | Loss: 3.1175 | LR: 4.46e-04 | 1390.0ms/step | 14.4 samples/s +Step 9950/44000 | Loss: 3.1007 | LR: 4.46e-04 | 1388.1ms/step | 14.4 samples/s +Step 9960/44000 | Loss: 3.1147 | LR: 4.46e-04 | 1387.4ms/step | 14.4 samples/s +Step 9970/44000 | Loss: 3.1570 | LR: 4.46e-04 | 1390.2ms/step | 14.4 samples/s +Step 9980/44000 | Loss: 3.1070 | LR: 4.46e-04 | 1387.1ms/step | 14.4 samples/s +Step 9990/44000 | Loss: 3.1167 | LR: 4.46e-04 | 1384.6ms/step | 14.4 samples/s +Step 10000/44000 | Loss: 3.1116 | LR: 4.46e-04 | 1386.3ms/step | 14.4 samples/s +Validation at step 10000: Loss = 3.1236, Perplexity = 22.73 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-10000 +Step 10010/44000 | Loss: 3.1063 | LR: 4.46e-04 | 3882.0ms/step | 5.2 samples/s +Step 10020/44000 | Loss: 3.1371 | LR: 4.45e-04 | 1386.1ms/step | 14.4 samples/s +Step 10030/44000 | Loss: 3.1163 | LR: 4.45e-04 | 1381.7ms/step | 14.5 samples/s +Step 10040/44000 | Loss: 3.0851 | LR: 4.45e-04 | 1384.5ms/step | 14.4 samples/s +Step 10050/44000 | Loss: 3.0960 | LR: 4.45e-04 | 1387.5ms/step | 14.4 samples/s +Step 10060/44000 | Loss: 3.0944 | LR: 4.45e-04 | 1387.5ms/step | 14.4 samples/s +Step 10070/44000 | Loss: 3.0974 | LR: 4.45e-04 | 1387.3ms/step | 14.4 samples/s +Step 10080/44000 | Loss: 3.1073 | LR: 4.45e-04 | 1387.8ms/step | 14.4 samples/s +Step 10090/44000 | Loss: 3.1042 | LR: 4.45e-04 | 1387.4ms/step | 14.4 samples/s +Step 10100/44000 | Loss: 3.1226 | LR: 4.45e-04 | 1387.9ms/step | 14.4 samples/s +Step 10110/44000 | Loss: 3.1312 | LR: 4.44e-04 | 1387.6ms/step | 14.4 samples/s +Step 10120/44000 | Loss: 3.1534 | LR: 4.44e-04 | 1387.1ms/step | 14.4 samples/s +Step 10130/44000 | Loss: 3.1000 | LR: 4.44e-04 | 1387.7ms/step | 14.4 samples/s +Step 10140/44000 | Loss: 3.1581 | LR: 4.44e-04 | 1386.5ms/step | 14.4 samples/s +Step 10150/44000 | Loss: 3.1161 | LR: 4.44e-04 | 1388.5ms/step | 14.4 samples/s +Step 10160/44000 | Loss: 3.1172 | LR: 4.44e-04 | 1388.8ms/step | 14.4 samples/s +Step 10170/44000 | Loss: 3.0871 | LR: 4.44e-04 | 1385.8ms/step | 14.4 samples/s +Step 10180/44000 | Loss: 3.1218 | LR: 4.44e-04 | 1386.4ms/step | 14.4 samples/s +Step 10190/44000 | Loss: 3.0937 | LR: 4.43e-04 | 1386.0ms/step | 14.4 samples/s +Step 10200/44000 | Loss: 3.0959 | LR: 4.43e-04 | 1388.6ms/step | 14.4 samples/s +Step 10210/44000 | Loss: 3.1137 | LR: 4.43e-04 | 1386.5ms/step | 14.4 samples/s +Step 10220/44000 | Loss: 3.0975 | LR: 4.43e-04 | 1387.9ms/step | 14.4 samples/s +Step 10230/44000 | Loss: 3.1205 | LR: 4.43e-04 | 1388.0ms/step | 14.4 samples/s +Step 10240/44000 | Loss: 3.0981 | LR: 4.43e-04 | 1391.1ms/step | 14.4 samples/s +Step 10250/44000 | Loss: 3.1200 | LR: 4.43e-04 | 1388.3ms/step | 14.4 samples/s +Validation at step 10250: Loss = 3.1188, Perplexity = 22.62 +Step 10260/44000 | Loss: 3.0783 | LR: 4.43e-04 | 3587.2ms/step | 5.6 samples/s +Step 10270/44000 | Loss: 3.0667 | LR: 4.43e-04 | 1387.7ms/step | 14.4 samples/s +Step 10280/44000 | Loss: 3.0673 | LR: 4.42e-04 | 1387.0ms/step | 14.4 samples/s +Step 10290/44000 | Loss: 3.0626 | LR: 4.42e-04 | 1386.8ms/step | 14.4 samples/s +Step 10300/44000 | Loss: 3.0944 | LR: 4.42e-04 | 1388.9ms/step | 14.4 samples/s +Step 10310/44000 | Loss: 3.1197 | LR: 4.42e-04 | 1388.4ms/step | 14.4 samples/s +Step 10320/44000 | Loss: 3.0857 | LR: 4.42e-04 | 1386.3ms/step | 14.4 samples/s +Step 10330/44000 | Loss: 3.1279 | LR: 4.42e-04 | 1384.2ms/step | 14.4 samples/s +Step 10340/44000 | Loss: 3.1013 | LR: 4.42e-04 | 1386.3ms/step | 14.4 samples/s +Step 10350/44000 | Loss: 3.1151 | LR: 4.42e-04 | 1386.3ms/step | 14.4 samples/s +Step 10360/44000 | Loss: 3.0862 | LR: 4.42e-04 | 1386.8ms/step | 14.4 samples/s +Step 10370/44000 | Loss: 3.1124 | LR: 4.41e-04 | 1388.0ms/step | 14.4 samples/s +Step 10380/44000 | Loss: 3.1252 | LR: 4.41e-04 | 1391.8ms/step | 14.4 samples/s +Step 10390/44000 | Loss: 3.0951 | LR: 4.41e-04 | 1390.3ms/step | 14.4 samples/s +Step 10400/44000 | Loss: 3.1273 | LR: 4.41e-04 | 1389.7ms/step | 14.4 samples/s +Step 10410/44000 | Loss: 3.1331 | LR: 4.41e-04 | 1388.2ms/step | 14.4 samples/s +Step 10420/44000 | Loss: 3.1267 | LR: 4.41e-04 | 1389.9ms/step | 14.4 samples/s +Step 10430/44000 | Loss: 3.1165 | LR: 4.41e-04 | 1388.5ms/step | 14.4 samples/s +Step 10440/44000 | Loss: 3.0873 | LR: 4.41e-04 | 1388.0ms/step | 14.4 samples/s +Step 10450/44000 | Loss: 3.1002 | LR: 4.40e-04 | 1386.2ms/step | 14.4 samples/s +Step 10460/44000 | Loss: 3.0936 | LR: 4.40e-04 | 1386.6ms/step | 14.4 samples/s +Step 10470/44000 | Loss: 3.1249 | LR: 4.40e-04 | 1387.5ms/step | 14.4 samples/s +Step 10480/44000 | Loss: 3.0930 | LR: 4.40e-04 | 1385.7ms/step | 14.4 samples/s +Step 10490/44000 | Loss: 3.0769 | LR: 4.40e-04 | 1385.6ms/step | 14.4 samples/s +Step 10500/44000 | Loss: 3.1308 | LR: 4.40e-04 | 1386.6ms/step | 14.4 samples/s +Validation at step 10500: Loss = 3.1160, Perplexity = 22.56 +Step 10510/44000 | Loss: 3.1395 | LR: 4.40e-04 | 3580.5ms/step | 5.6 samples/s +Step 10520/44000 | Loss: 3.0763 | LR: 4.40e-04 | 1386.9ms/step | 14.4 samples/s +Step 10530/44000 | Loss: 3.0945 | LR: 4.40e-04 | 1388.0ms/step | 14.4 samples/s +Step 10540/44000 | Loss: 3.1024 | LR: 4.39e-04 | 1386.2ms/step | 14.4 samples/s +Step 10550/44000 | Loss: 3.0952 | LR: 4.39e-04 | 1385.9ms/step | 14.4 samples/s +Step 10560/44000 | Loss: 3.0820 | LR: 4.39e-04 | 1389.4ms/step | 14.4 samples/s +Step 10570/44000 | Loss: 3.0971 | LR: 4.39e-04 | 1389.0ms/step | 14.4 samples/s +Step 10580/44000 | Loss: 3.1129 | LR: 4.39e-04 | 1385.9ms/step | 14.4 samples/s +Step 10590/44000 | Loss: 3.0646 | LR: 4.39e-04 | 1386.8ms/step | 14.4 samples/s +Step 10600/44000 | Loss: 3.0861 | LR: 4.39e-04 | 1389.2ms/step | 14.4 samples/s +Step 10610/44000 | Loss: 3.0744 | LR: 4.39e-04 | 1387.9ms/step | 14.4 samples/s +Step 10620/44000 | Loss: 3.1212 | LR: 4.38e-04 | 1389.0ms/step | 14.4 samples/s +Step 10630/44000 | Loss: 3.1112 | LR: 4.38e-04 | 1389.1ms/step | 14.4 samples/s +Step 10640/44000 | Loss: 3.0896 | LR: 4.38e-04 | 1390.1ms/step | 14.4 samples/s +Step 10650/44000 | Loss: 3.1029 | LR: 4.38e-04 | 1386.0ms/step | 14.4 samples/s +Step 10660/44000 | Loss: 3.0916 | LR: 4.38e-04 | 1387.4ms/step | 14.4 samples/s +Step 10670/44000 | Loss: 3.0950 | LR: 4.38e-04 | 1387.9ms/step | 14.4 samples/s +Step 10680/44000 | Loss: 3.1116 | LR: 4.38e-04 | 1386.6ms/step | 14.4 samples/s +Step 10690/44000 | Loss: 3.0644 | LR: 4.38e-04 | 1388.5ms/step | 14.4 samples/s +Step 10700/44000 | Loss: 3.0370 | LR: 4.37e-04 | 1387.6ms/step | 14.4 samples/s +Step 10710/44000 | Loss: 3.0716 | LR: 4.37e-04 | 1388.4ms/step | 14.4 samples/s +Step 10720/44000 | Loss: 3.0604 | LR: 4.37e-04 | 1391.4ms/step | 14.4 samples/s +Step 10730/44000 | Loss: 3.0700 | LR: 4.37e-04 | 1388.1ms/step | 14.4 samples/s +Step 10740/44000 | Loss: 3.0818 | LR: 4.37e-04 | 1388.1ms/step | 14.4 samples/s +Step 10750/44000 | Loss: 3.0738 | LR: 4.37e-04 | 1390.3ms/step | 14.4 samples/s +Validation at step 10750: Loss = 3.1084, Perplexity = 22.38 +Step 10760/44000 | Loss: 3.1107 | LR: 4.37e-04 | 3586.6ms/step | 5.6 samples/s +Step 10770/44000 | Loss: 3.1120 | LR: 4.37e-04 | 1389.1ms/step | 14.4 samples/s +Step 10780/44000 | Loss: 3.0876 | LR: 4.37e-04 | 1390.4ms/step | 14.4 samples/s +Step 10790/44000 | Loss: 3.0962 | LR: 4.36e-04 | 1389.3ms/step | 14.4 samples/s +Step 10800/44000 | Loss: 3.0802 | LR: 4.36e-04 | 1388.3ms/step | 14.4 samples/s +Step 10810/44000 | Loss: 3.0976 | LR: 4.36e-04 | 1388.0ms/step | 14.4 samples/s +Step 10820/44000 | Loss: 3.1060 | LR: 4.36e-04 | 1388.6ms/step | 14.4 samples/s +Step 10830/44000 | Loss: 3.0907 | LR: 4.36e-04 | 1387.6ms/step | 14.4 samples/s +Step 10840/44000 | Loss: 3.1141 | LR: 4.36e-04 | 1389.8ms/step | 14.4 samples/s +Step 10850/44000 | Loss: 3.1076 | LR: 4.36e-04 | 1389.8ms/step | 14.4 samples/s +Step 10860/44000 | Loss: 3.1258 | LR: 4.36e-04 | 1390.2ms/step | 14.4 samples/s +Step 10870/44000 | Loss: 3.0904 | LR: 4.35e-04 | 1390.2ms/step | 14.4 samples/s +Step 10880/44000 | Loss: 3.0860 | LR: 4.35e-04 | 1389.1ms/step | 14.4 samples/s +Step 10890/44000 | Loss: 3.0940 | LR: 4.35e-04 | 1388.7ms/step | 14.4 samples/s +Step 10900/44000 | Loss: 3.0956 | LR: 4.35e-04 | 1387.3ms/step | 14.4 samples/s +Step 10910/44000 | Loss: 3.0723 | LR: 4.35e-04 | 1386.9ms/step | 14.4 samples/s +Step 10920/44000 | Loss: 3.0591 | LR: 4.35e-04 | 1386.7ms/step | 14.4 samples/s +Step 10930/44000 | Loss: 3.1273 | LR: 4.35e-04 | 1388.6ms/step | 14.4 samples/s +Step 10940/44000 | Loss: 3.0921 | LR: 4.35e-04 | 1380.3ms/step | 14.5 samples/s +Step 10950/44000 | Loss: 3.0743 | LR: 4.34e-04 | 1380.1ms/step | 14.5 samples/s +Step 10960/44000 | Loss: 3.1026 | LR: 4.34e-04 | 1382.0ms/step | 14.5 samples/s +Step 10970/44000 | Loss: 3.0883 | LR: 4.34e-04 | 1383.6ms/step | 14.5 samples/s +Step 10980/44000 | Loss: 3.0793 | LR: 4.34e-04 | 1385.6ms/step | 14.4 samples/s +Step 10990/44000 | Loss: 3.0933 | LR: 4.34e-04 | 1386.1ms/step | 14.4 samples/s +Step 11000/44000 | Loss: 3.0848 | LR: 4.34e-04 | 1385.7ms/step | 14.4 samples/s +Validation at step 11000: Loss = 3.1036, Perplexity = 22.28 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-11000 +Step 11010/44000 | Loss: 3.1001 | LR: 4.34e-04 | 3868.7ms/step | 5.2 samples/s +Step 11020/44000 | Loss: 3.1115 | LR: 4.34e-04 | 1386.5ms/step | 14.4 samples/s +Step 11030/44000 | Loss: 3.0567 | LR: 4.33e-04 | 1390.0ms/step | 14.4 samples/s +Step 11040/44000 | Loss: 3.0980 | LR: 4.33e-04 | 1390.2ms/step | 14.4 samples/s +Step 11050/44000 | Loss: 3.0799 | LR: 4.33e-04 | 1389.7ms/step | 14.4 samples/s +Step 11060/44000 | Loss: 3.0952 | LR: 4.33e-04 | 1390.0ms/step | 14.4 samples/s +Step 11070/44000 | Loss: 3.0883 | LR: 4.33e-04 | 1389.9ms/step | 14.4 samples/s +Step 11080/44000 | Loss: 3.0517 | LR: 4.33e-04 | 1390.3ms/step | 14.4 samples/s +Step 11090/44000 | Loss: 3.1114 | LR: 4.33e-04 | 1388.9ms/step | 14.4 samples/s +Step 11100/44000 | Loss: 3.0878 | LR: 4.33e-04 | 1387.8ms/step | 14.4 samples/s +Step 11110/44000 | Loss: 3.0512 | LR: 4.32e-04 | 1387.5ms/step | 14.4 samples/s +Step 11120/44000 | Loss: 3.0791 | LR: 4.32e-04 | 1387.3ms/step | 14.4 samples/s +Step 11130/44000 | Loss: 3.0755 | LR: 4.32e-04 | 1388.4ms/step | 14.4 samples/s +Step 11140/44000 | Loss: 3.0783 | LR: 4.32e-04 | 1389.6ms/step | 14.4 samples/s +Step 11150/44000 | Loss: 3.0999 | LR: 4.32e-04 | 1387.1ms/step | 14.4 samples/s +Step 11160/44000 | Loss: 3.0827 | LR: 4.32e-04 | 1390.0ms/step | 14.4 samples/s +Step 11170/44000 | Loss: 3.0787 | LR: 4.32e-04 | 1386.7ms/step | 14.4 samples/s +Step 11180/44000 | Loss: 3.0888 | LR: 4.32e-04 | 1386.6ms/step | 14.4 samples/s +Step 11190/44000 | Loss: 3.0845 | LR: 4.31e-04 | 1389.7ms/step | 14.4 samples/s +Step 11200/44000 | Loss: 3.0852 | LR: 4.31e-04 | 1388.2ms/step | 14.4 samples/s +Step 11210/44000 | Loss: 3.0887 | LR: 4.31e-04 | 1389.7ms/step | 14.4 samples/s +Step 11220/44000 | Loss: 3.0638 | LR: 4.31e-04 | 1390.2ms/step | 14.4 samples/s +Step 11230/44000 | Loss: 3.0896 | LR: 4.31e-04 | 1389.7ms/step | 14.4 samples/s +Step 11240/44000 | Loss: 3.0756 | LR: 4.31e-04 | 1388.3ms/step | 14.4 samples/s +Step 11250/44000 | Loss: 3.0838 | LR: 4.31e-04 | 1389.9ms/step | 14.4 samples/s +Validation at step 11250: Loss = 3.0981, Perplexity = 22.15 +Step 11260/44000 | Loss: 3.0586 | LR: 4.31e-04 | 3590.0ms/step | 5.6 samples/s +Step 11270/44000 | Loss: 3.1006 | LR: 4.30e-04 | 1390.8ms/step | 14.4 samples/s +Step 11280/44000 | Loss: 3.0760 | LR: 4.30e-04 | 1393.3ms/step | 14.4 samples/s +Step 11290/44000 | Loss: 3.0857 | LR: 4.30e-04 | 1389.6ms/step | 14.4 samples/s +Step 11300/44000 | Loss: 3.1029 | LR: 4.30e-04 | 1387.8ms/step | 14.4 samples/s +Step 11310/44000 | Loss: 3.0698 | LR: 4.30e-04 | 1388.1ms/step | 14.4 samples/s +Step 11320/44000 | Loss: 3.0841 | LR: 4.30e-04 | 1389.0ms/step | 14.4 samples/s +Step 11330/44000 | Loss: 3.0848 | LR: 4.30e-04 | 1388.2ms/step | 14.4 samples/s +Step 11340/44000 | Loss: 3.0555 | LR: 4.30e-04 | 1386.0ms/step | 14.4 samples/s +Step 11350/44000 | Loss: 3.0826 | LR: 4.29e-04 | 1388.4ms/step | 14.4 samples/s +Step 11360/44000 | Loss: 3.0651 | LR: 4.29e-04 | 1391.2ms/step | 14.4 samples/s +Step 11370/44000 | Loss: 3.0956 | LR: 4.29e-04 | 1392.3ms/step | 14.4 samples/s +Step 11380/44000 | Loss: 3.0969 | LR: 4.29e-04 | 1393.4ms/step | 14.4 samples/s +Step 11390/44000 | Loss: 3.1121 | LR: 4.29e-04 | 1388.1ms/step | 14.4 samples/s +Step 11400/44000 | Loss: 3.0754 | LR: 4.29e-04 | 1385.9ms/step | 14.4 samples/s +Step 11410/44000 | Loss: 3.0439 | LR: 4.29e-04 | 1382.7ms/step | 14.5 samples/s +Step 11420/44000 | Loss: 3.0947 | LR: 4.29e-04 | 1387.1ms/step | 14.4 samples/s +Step 11430/44000 | Loss: 3.0765 | LR: 4.28e-04 | 1386.7ms/step | 14.4 samples/s +Step 11440/44000 | Loss: 3.0996 | LR: 4.28e-04 | 1387.9ms/step | 14.4 samples/s +Step 11450/44000 | Loss: 3.0755 | LR: 4.28e-04 | 1387.7ms/step | 14.4 samples/s +Step 11460/44000 | Loss: 3.1087 | LR: 4.28e-04 | 1388.1ms/step | 14.4 samples/s +Step 11470/44000 | Loss: 3.0858 | LR: 4.28e-04 | 1387.5ms/step | 14.4 samples/s +Step 11480/44000 | Loss: 3.0739 | LR: 4.28e-04 | 1386.6ms/step | 14.4 samples/s +Step 11490/44000 | Loss: 3.0762 | LR: 4.28e-04 | 1387.8ms/step | 14.4 samples/s +Step 11500/44000 | Loss: 3.0774 | LR: 4.28e-04 | 1390.2ms/step | 14.4 samples/s +Validation at step 11500: Loss = 3.0933, Perplexity = 22.05 +Step 11510/44000 | Loss: 3.0932 | LR: 4.27e-04 | 3590.0ms/step | 5.6 samples/s +Step 11520/44000 | Loss: 3.0511 | LR: 4.27e-04 | 1390.0ms/step | 14.4 samples/s +Step 11530/44000 | Loss: 3.0809 | LR: 4.27e-04 | 1393.6ms/step | 14.4 samples/s +Step 11540/44000 | Loss: 3.0819 | LR: 4.27e-04 | 1387.4ms/step | 14.4 samples/s +Step 11550/44000 | Loss: 3.0646 | LR: 4.27e-04 | 1388.7ms/step | 14.4 samples/s +Step 11560/44000 | Loss: 3.0804 | LR: 4.27e-04 | 1389.5ms/step | 14.4 samples/s +Step 11570/44000 | Loss: 3.0807 | LR: 4.27e-04 | 1388.8ms/step | 14.4 samples/s +Step 11580/44000 | Loss: 3.0808 | LR: 4.27e-04 | 1391.3ms/step | 14.4 samples/s +Step 11590/44000 | Loss: 3.0891 | LR: 4.26e-04 | 1387.7ms/step | 14.4 samples/s +Step 11600/44000 | Loss: 3.0745 | LR: 4.26e-04 | 1390.2ms/step | 14.4 samples/s +Step 11610/44000 | Loss: 3.0822 | LR: 4.26e-04 | 1390.8ms/step | 14.4 samples/s +Step 11620/44000 | Loss: 3.0766 | LR: 4.26e-04 | 1388.3ms/step | 14.4 samples/s +Step 11630/44000 | Loss: 3.0554 | LR: 4.26e-04 | 1387.4ms/step | 14.4 samples/s +Step 11640/44000 | Loss: 3.0814 | LR: 4.26e-04 | 1390.5ms/step | 14.4 samples/s +Step 11650/44000 | Loss: 3.0817 | LR: 4.26e-04 | 1390.8ms/step | 14.4 samples/s +Step 11660/44000 | Loss: 3.0511 | LR: 4.26e-04 | 1391.6ms/step | 14.4 samples/s +Step 11670/44000 | Loss: 3.0747 | LR: 4.25e-04 | 1388.3ms/step | 14.4 samples/s +Step 11680/44000 | Loss: 3.0506 | LR: 4.25e-04 | 1389.1ms/step | 14.4 samples/s +Step 11690/44000 | Loss: 3.1070 | LR: 4.25e-04 | 1389.1ms/step | 14.4 samples/s +Step 11700/44000 | Loss: 3.0455 | LR: 4.25e-04 | 1388.7ms/step | 14.4 samples/s +Step 11710/44000 | Loss: 3.0977 | LR: 4.25e-04 | 1390.3ms/step | 14.4 samples/s +Step 11720/44000 | Loss: 3.0878 | LR: 4.25e-04 | 1388.7ms/step | 14.4 samples/s +Step 11730/44000 | Loss: 3.0859 | LR: 4.25e-04 | 1389.0ms/step | 14.4 samples/s +Step 11740/44000 | Loss: 3.1100 | LR: 4.24e-04 | 1389.8ms/step | 14.4 samples/s +Step 11750/44000 | Loss: 3.0723 | LR: 4.24e-04 | 1388.8ms/step | 14.4 samples/s +Validation at step 11750: Loss = 3.0898, Perplexity = 21.97 +Step 11760/44000 | Loss: 3.1080 | LR: 4.24e-04 | 3589.5ms/step | 5.6 samples/s +Step 11770/44000 | Loss: 3.1007 | LR: 4.24e-04 | 1390.6ms/step | 14.4 samples/s +Step 11780/44000 | Loss: 3.1070 | LR: 4.24e-04 | 1389.0ms/step | 14.4 samples/s +Step 11790/44000 | Loss: 3.0696 | LR: 4.24e-04 | 1388.5ms/step | 14.4 samples/s +Step 11800/44000 | Loss: 3.0641 | LR: 4.24e-04 | 1390.8ms/step | 14.4 samples/s +Step 11810/44000 | Loss: 3.0550 | LR: 4.24e-04 | 1387.2ms/step | 14.4 samples/s +Step 11820/44000 | Loss: 3.0828 | LR: 4.23e-04 | 1389.7ms/step | 14.4 samples/s +Step 11830/44000 | Loss: 3.1081 | LR: 4.23e-04 | 1389.8ms/step | 14.4 samples/s +Step 11840/44000 | Loss: 3.0485 | LR: 4.23e-04 | 1380.5ms/step | 14.5 samples/s +Step 11850/44000 | Loss: 3.0891 | LR: 4.23e-04 | 1384.2ms/step | 14.4 samples/s +Step 11860/44000 | Loss: 3.0634 | LR: 4.23e-04 | 1385.0ms/step | 14.4 samples/s +Step 11870/44000 | Loss: 3.0893 | LR: 4.23e-04 | 1386.8ms/step | 14.4 samples/s +Step 11880/44000 | Loss: 3.0731 | LR: 4.23e-04 | 1386.2ms/step | 14.4 samples/s +Step 11890/44000 | Loss: 3.0474 | LR: 4.23e-04 | 1387.7ms/step | 14.4 samples/s +Step 11900/44000 | Loss: 3.1046 | LR: 4.22e-04 | 1390.0ms/step | 14.4 samples/s +Step 11910/44000 | Loss: 3.0755 | LR: 4.22e-04 | 1387.8ms/step | 14.4 samples/s +Step 11920/44000 | Loss: 3.0746 | LR: 4.22e-04 | 1388.2ms/step | 14.4 samples/s +Step 11930/44000 | Loss: 3.0780 | LR: 4.22e-04 | 1388.6ms/step | 14.4 samples/s +Step 11940/44000 | Loss: 3.0649 | LR: 4.22e-04 | 1389.0ms/step | 14.4 samples/s +Step 11950/44000 | Loss: 3.0416 | LR: 4.22e-04 | 1386.7ms/step | 14.4 samples/s +Step 11960/44000 | Loss: 3.0616 | LR: 4.22e-04 | 1387.7ms/step | 14.4 samples/s +Step 11970/44000 | Loss: 3.0910 | LR: 4.21e-04 | 1388.0ms/step | 14.4 samples/s +Step 11980/44000 | Loss: 3.0655 | LR: 4.21e-04 | 1389.1ms/step | 14.4 samples/s +Step 11990/44000 | Loss: 3.0611 | LR: 4.21e-04 | 1388.2ms/step | 14.4 samples/s +Step 12000/44000 | Loss: 3.0788 | LR: 4.21e-04 | 1387.7ms/step | 14.4 samples/s +Validation at step 12000: Loss = 3.0846, Perplexity = 21.86 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-12000 +Step 12010/44000 | Loss: 3.0641 | LR: 4.21e-04 | 3877.5ms/step | 5.2 samples/s +Step 12020/44000 | Loss: 3.0457 | LR: 4.21e-04 | 1382.7ms/step | 14.5 samples/s +Step 12030/44000 | Loss: 3.0832 | LR: 4.21e-04 | 1382.4ms/step | 14.5 samples/s +Step 12040/44000 | Loss: 3.0844 | LR: 4.21e-04 | 1385.9ms/step | 14.4 samples/s +Step 12050/44000 | Loss: 3.0679 | LR: 4.20e-04 | 1384.9ms/step | 14.4 samples/s +Step 12060/44000 | Loss: 3.0617 | LR: 4.20e-04 | 1386.6ms/step | 14.4 samples/s +Step 12070/44000 | Loss: 3.1019 | LR: 4.20e-04 | 1388.1ms/step | 14.4 samples/s +Step 12080/44000 | Loss: 3.0757 | LR: 4.20e-04 | 1389.2ms/step | 14.4 samples/s +Step 12090/44000 | Loss: 3.0906 | LR: 4.20e-04 | 1392.1ms/step | 14.4 samples/s +Step 12100/44000 | Loss: 3.0823 | LR: 4.20e-04 | 1391.2ms/step | 14.4 samples/s +Step 12110/44000 | Loss: 3.0786 | LR: 4.20e-04 | 1390.2ms/step | 14.4 samples/s +Step 12120/44000 | Loss: 3.0797 | LR: 4.19e-04 | 1386.8ms/step | 14.4 samples/s +Step 12130/44000 | Loss: 3.0955 | LR: 4.19e-04 | 1389.6ms/step | 14.4 samples/s +Step 12140/44000 | Loss: 3.0430 | LR: 4.19e-04 | 1391.0ms/step | 14.4 samples/s +Step 12150/44000 | Loss: 3.0593 | LR: 4.19e-04 | 1390.6ms/step | 14.4 samples/s +Step 12160/44000 | Loss: 3.0906 | LR: 4.19e-04 | 1391.1ms/step | 14.4 samples/s +Step 12170/44000 | Loss: 3.0779 | LR: 4.19e-04 | 1391.2ms/step | 14.4 samples/s +Step 12180/44000 | Loss: 3.0567 | LR: 4.19e-04 | 1395.8ms/step | 14.3 samples/s +Step 12190/44000 | Loss: 3.0696 | LR: 4.19e-04 | 1388.3ms/step | 14.4 samples/s +Step 12200/44000 | Loss: 3.0357 | LR: 4.18e-04 | 1390.2ms/step | 14.4 samples/s +Step 12210/44000 | Loss: 3.0665 | LR: 4.18e-04 | 1391.6ms/step | 14.4 samples/s +Step 12220/44000 | Loss: 3.0420 | LR: 4.18e-04 | 1388.4ms/step | 14.4 samples/s +Step 12230/44000 | Loss: 3.0395 | LR: 4.18e-04 | 1390.3ms/step | 14.4 samples/s +Step 12240/44000 | Loss: 3.0933 | LR: 4.18e-04 | 1391.5ms/step | 14.4 samples/s +Step 12250/44000 | Loss: 3.0778 | LR: 4.18e-04 | 1392.0ms/step | 14.4 samples/s +Validation at step 12250: Loss = 3.0806, Perplexity = 21.77 +Step 12260/44000 | Loss: 3.0556 | LR: 4.18e-04 | 3596.4ms/step | 5.6 samples/s +Step 12270/44000 | Loss: 3.0811 | LR: 4.17e-04 | 1389.9ms/step | 14.4 samples/s +Step 12280/44000 | Loss: 3.0588 | LR: 4.17e-04 | 1395.4ms/step | 14.3 samples/s +Step 12290/44000 | Loss: 3.0759 | LR: 4.17e-04 | 1392.5ms/step | 14.4 samples/s +Step 12300/44000 | Loss: 3.0773 | LR: 4.17e-04 | 1390.7ms/step | 14.4 samples/s +Step 12310/44000 | Loss: 3.0817 | LR: 4.17e-04 | 1391.3ms/step | 14.4 samples/s +Step 12320/44000 | Loss: 3.0609 | LR: 4.17e-04 | 1388.7ms/step | 14.4 samples/s +Step 12330/44000 | Loss: 3.0912 | LR: 4.17e-04 | 1392.9ms/step | 14.4 samples/s +Step 12340/44000 | Loss: 3.0712 | LR: 4.17e-04 | 1390.2ms/step | 14.4 samples/s +Step 12350/44000 | Loss: 3.0868 | LR: 4.16e-04 | 1391.2ms/step | 14.4 samples/s +Step 12360/44000 | Loss: 3.0692 | LR: 4.16e-04 | 1390.2ms/step | 14.4 samples/s +Step 12370/44000 | Loss: 3.0661 | LR: 4.16e-04 | 1388.6ms/step | 14.4 samples/s +Step 12380/44000 | Loss: 3.0374 | LR: 4.16e-04 | 1389.9ms/step | 14.4 samples/s +Step 12390/44000 | Loss: 3.0714 | LR: 4.16e-04 | 1388.3ms/step | 14.4 samples/s +Step 12400/44000 | Loss: 3.0362 | LR: 4.16e-04 | 1390.6ms/step | 14.4 samples/s +Step 12410/44000 | Loss: 3.0601 | LR: 4.16e-04 | 1388.9ms/step | 14.4 samples/s +Step 12420/44000 | Loss: 3.0721 | LR: 4.15e-04 | 1388.4ms/step | 14.4 samples/s +Step 12430/44000 | Loss: 3.0546 | LR: 4.15e-04 | 1389.1ms/step | 14.4 samples/s +Step 12440/44000 | Loss: 3.0669 | LR: 4.15e-04 | 1390.9ms/step | 14.4 samples/s +Step 12450/44000 | Loss: 3.0636 | LR: 4.15e-04 | 1391.7ms/step | 14.4 samples/s +Step 12460/44000 | Loss: 3.0717 | LR: 4.15e-04 | 1392.4ms/step | 14.4 samples/s +Step 12470/44000 | Loss: 3.0623 | LR: 4.15e-04 | 1388.2ms/step | 14.4 samples/s +Step 12480/44000 | Loss: 3.0544 | LR: 4.15e-04 | 1382.2ms/step | 14.5 samples/s +Step 12490/44000 | Loss: 3.0366 | LR: 4.14e-04 | 1383.9ms/step | 14.5 samples/s +Step 12500/44000 | Loss: 3.0303 | LR: 4.14e-04 | 1384.6ms/step | 14.4 samples/s +Validation at step 12500: Loss = 3.0763, Perplexity = 21.68 +Step 12510/44000 | Loss: 3.0866 | LR: 4.14e-04 | 3582.8ms/step | 5.6 samples/s +Step 12520/44000 | Loss: 3.0691 | LR: 4.14e-04 | 1388.1ms/step | 14.4 samples/s +Step 12530/44000 | Loss: 3.0625 | LR: 4.14e-04 | 1391.7ms/step | 14.4 samples/s +Step 12540/44000 | Loss: 3.0636 | LR: 4.14e-04 | 1389.3ms/step | 14.4 samples/s +Step 12550/44000 | Loss: 3.0790 | LR: 4.14e-04 | 1390.9ms/step | 14.4 samples/s +Step 12560/44000 | Loss: 3.0434 | LR: 4.14e-04 | 1388.4ms/step | 14.4 samples/s +Step 12570/44000 | Loss: 3.0551 | LR: 4.13e-04 | 1389.5ms/step | 14.4 samples/s +Step 12580/44000 | Loss: 3.0988 | LR: 4.13e-04 | 1390.3ms/step | 14.4 samples/s +Step 12590/44000 | Loss: 3.0575 | LR: 4.13e-04 | 1391.7ms/step | 14.4 samples/s +Step 12600/44000 | Loss: 3.0618 | LR: 4.13e-04 | 1388.9ms/step | 14.4 samples/s +Step 12610/44000 | Loss: 3.0763 | LR: 4.13e-04 | 1385.4ms/step | 14.4 samples/s +Step 12620/44000 | Loss: 3.1088 | LR: 4.13e-04 | 1383.8ms/step | 14.5 samples/s +Step 12630/44000 | Loss: 3.0701 | LR: 4.13e-04 | 1385.7ms/step | 14.4 samples/s +Step 12640/44000 | Loss: 3.0608 | LR: 4.12e-04 | 1386.3ms/step | 14.4 samples/s +Step 12650/44000 | Loss: 3.0704 | LR: 4.12e-04 | 1388.5ms/step | 14.4 samples/s +Step 12660/44000 | Loss: 3.0591 | LR: 4.12e-04 | 1393.0ms/step | 14.4 samples/s +Step 12670/44000 | Loss: 3.0746 | LR: 4.12e-04 | 1391.6ms/step | 14.4 samples/s +Step 12680/44000 | Loss: 3.0745 | LR: 4.12e-04 | 1390.8ms/step | 14.4 samples/s +Step 12690/44000 | Loss: 3.0652 | LR: 4.12e-04 | 1392.1ms/step | 14.4 samples/s +Step 12700/44000 | Loss: 3.0599 | LR: 4.12e-04 | 1391.1ms/step | 14.4 samples/s +Step 12710/44000 | Loss: 3.0266 | LR: 4.11e-04 | 1392.0ms/step | 14.4 samples/s +Step 12720/44000 | Loss: 3.0238 | LR: 4.11e-04 | 1389.1ms/step | 14.4 samples/s +Step 12730/44000 | Loss: 3.0510 | LR: 4.11e-04 | 1390.9ms/step | 14.4 samples/s +Step 12740/44000 | Loss: 3.0683 | LR: 4.11e-04 | 1390.9ms/step | 14.4 samples/s +Step 12750/44000 | Loss: 3.0311 | LR: 4.11e-04 | 1392.5ms/step | 14.4 samples/s +Validation at step 12750: Loss = 3.0711, Perplexity = 21.56 +Step 12760/44000 | Loss: 3.0568 | LR: 4.11e-04 | 3591.1ms/step | 5.6 samples/s +Step 12770/44000 | Loss: 3.0673 | LR: 4.11e-04 | 1388.7ms/step | 14.4 samples/s +Step 12780/44000 | Loss: 3.0468 | LR: 4.10e-04 | 1389.8ms/step | 14.4 samples/s +Step 12790/44000 | Loss: 3.0519 | LR: 4.10e-04 | 1389.8ms/step | 14.4 samples/s +Step 12800/44000 | Loss: 3.0719 | LR: 4.10e-04 | 1388.4ms/step | 14.4 samples/s +Step 12810/44000 | Loss: 3.0718 | LR: 4.10e-04 | 1390.0ms/step | 14.4 samples/s +Step 12820/44000 | Loss: 3.0481 | LR: 4.10e-04 | 1390.6ms/step | 14.4 samples/s +Step 12830/44000 | Loss: 3.0604 | LR: 4.10e-04 | 1387.7ms/step | 14.4 samples/s +Step 12840/44000 | Loss: 3.0392 | LR: 4.10e-04 | 1388.2ms/step | 14.4 samples/s +Step 12850/44000 | Loss: 3.0582 | LR: 4.09e-04 | 1388.6ms/step | 14.4 samples/s +Step 12860/44000 | Loss: 3.0356 | LR: 4.09e-04 | 1388.6ms/step | 14.4 samples/s +Step 12870/44000 | Loss: 3.0639 | LR: 4.09e-04 | 1387.8ms/step | 14.4 samples/s +Step 12880/44000 | Loss: 3.0258 | LR: 4.09e-04 | 1389.4ms/step | 14.4 samples/s +Step 12890/44000 | Loss: 3.0789 | LR: 4.09e-04 | 1391.1ms/step | 14.4 samples/s +Step 12900/44000 | Loss: 3.0410 | LR: 4.09e-04 | 1390.3ms/step | 14.4 samples/s +Step 12910/44000 | Loss: 3.0571 | LR: 4.09e-04 | 1389.2ms/step | 14.4 samples/s +Step 12920/44000 | Loss: 3.0587 | LR: 4.09e-04 | 1388.7ms/step | 14.4 samples/s +Step 12930/44000 | Loss: 3.0588 | LR: 4.08e-04 | 1391.5ms/step | 14.4 samples/s +Step 12940/44000 | Loss: 3.0750 | LR: 4.08e-04 | 1388.3ms/step | 14.4 samples/s +Step 12950/44000 | Loss: 3.0579 | LR: 4.08e-04 | 1391.5ms/step | 14.4 samples/s +Step 12960/44000 | Loss: 3.0649 | LR: 4.08e-04 | 1387.1ms/step | 14.4 samples/s +Step 12970/44000 | Loss: 3.0728 | LR: 4.08e-04 | 1390.4ms/step | 14.4 samples/s +Step 12980/44000 | Loss: 3.0683 | LR: 4.08e-04 | 1389.0ms/step | 14.4 samples/s +Step 12990/44000 | Loss: 3.0614 | LR: 4.08e-04 | 1388.9ms/step | 14.4 samples/s +Step 13000/44000 | Loss: 3.0476 | LR: 4.07e-04 | 1389.0ms/step | 14.4 samples/s +Validation at step 13000: Loss = 3.0677, Perplexity = 21.49 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-13000 +Step 13010/44000 | Loss: 3.0549 | LR: 4.07e-04 | 3868.2ms/step | 5.2 samples/s +Step 13020/44000 | Loss: 3.0562 | LR: 4.07e-04 | 1388.0ms/step | 14.4 samples/s +Step 13030/44000 | Loss: 3.0616 | LR: 4.07e-04 | 1390.4ms/step | 14.4 samples/s +Step 13040/44000 | Loss: 3.0353 | LR: 4.07e-04 | 1389.1ms/step | 14.4 samples/s +Step 13050/44000 | Loss: 3.0206 | LR: 4.07e-04 | 1388.7ms/step | 14.4 samples/s +Step 13060/44000 | Loss: 3.0666 | LR: 4.07e-04 | 1388.6ms/step | 14.4 samples/s +Step 13070/44000 | Loss: 3.0611 | LR: 4.06e-04 | 1387.1ms/step | 14.4 samples/s +Step 13080/44000 | Loss: 3.0770 | LR: 4.06e-04 | 1391.7ms/step | 14.4 samples/s +Step 13090/44000 | Loss: 3.0438 | LR: 4.06e-04 | 1392.3ms/step | 14.4 samples/s +Step 13100/44000 | Loss: 3.0493 | LR: 4.06e-04 | 1390.3ms/step | 14.4 samples/s +Step 13110/44000 | Loss: 3.0605 | LR: 4.06e-04 | 1390.5ms/step | 14.4 samples/s +Step 13120/44000 | Loss: 3.0703 | LR: 4.06e-04 | 1389.0ms/step | 14.4 samples/s +Step 13130/44000 | Loss: 3.0696 | LR: 4.06e-04 | 1389.9ms/step | 14.4 samples/s +Step 13140/44000 | Loss: 3.0708 | LR: 4.05e-04 | 1387.7ms/step | 14.4 samples/s +Step 13150/44000 | Loss: 3.0521 | LR: 4.05e-04 | 1389.1ms/step | 14.4 samples/s +Step 13160/44000 | Loss: 3.0457 | LR: 4.05e-04 | 1391.4ms/step | 14.4 samples/s +Step 13170/44000 | Loss: 3.0498 | LR: 4.05e-04 | 1388.3ms/step | 14.4 samples/s +Step 13180/44000 | Loss: 3.0724 | LR: 4.05e-04 | 1389.7ms/step | 14.4 samples/s +Step 13190/44000 | Loss: 3.0482 | LR: 4.05e-04 | 1390.1ms/step | 14.4 samples/s +Step 13200/44000 | Loss: 3.0802 | LR: 4.05e-04 | 1388.2ms/step | 14.4 samples/s +Step 13210/44000 | Loss: 3.0339 | LR: 4.04e-04 | 1388.7ms/step | 14.4 samples/s +Step 13220/44000 | Loss: 3.0378 | LR: 4.04e-04 | 1388.9ms/step | 14.4 samples/s +Step 13230/44000 | Loss: 3.0684 | LR: 4.04e-04 | 1388.6ms/step | 14.4 samples/s +Step 13240/44000 | Loss: 3.0480 | LR: 4.04e-04 | 1388.7ms/step | 14.4 samples/s +Step 13250/44000 | Loss: 3.0656 | LR: 4.04e-04 | 1389.3ms/step | 14.4 samples/s +Validation at step 13250: Loss = 3.0640, Perplexity = 21.41 +Step 13260/44000 | Loss: 3.0547 | LR: 4.04e-04 | 3590.6ms/step | 5.6 samples/s +Step 13270/44000 | Loss: 3.0453 | LR: 4.04e-04 | 1387.4ms/step | 14.4 samples/s +Step 13280/44000 | Loss: 3.0731 | LR: 4.03e-04 | 1389.3ms/step | 14.4 samples/s +Step 13290/44000 | Loss: 3.0582 | LR: 4.03e-04 | 1388.2ms/step | 14.4 samples/s +Step 13300/44000 | Loss: 3.0189 | LR: 4.03e-04 | 1391.9ms/step | 14.4 samples/s +Step 13310/44000 | Loss: 3.0505 | LR: 4.03e-04 | 1387.4ms/step | 14.4 samples/s +Step 13320/44000 | Loss: 3.0335 | LR: 4.03e-04 | 1389.0ms/step | 14.4 samples/s +Step 13330/44000 | Loss: 3.0402 | LR: 4.03e-04 | 1389.6ms/step | 14.4 samples/s +Step 13340/44000 | Loss: 3.0498 | LR: 4.03e-04 | 1388.3ms/step | 14.4 samples/s +Step 13350/44000 | Loss: 3.0362 | LR: 4.02e-04 | 1390.1ms/step | 14.4 samples/s +Step 13360/44000 | Loss: 3.0499 | LR: 4.02e-04 | 1389.0ms/step | 14.4 samples/s +Step 13370/44000 | Loss: 3.0805 | LR: 4.02e-04 | 1389.7ms/step | 14.4 samples/s +Step 13380/44000 | Loss: 3.0724 | LR: 4.02e-04 | 1387.8ms/step | 14.4 samples/s +Step 13390/44000 | Loss: 3.0410 | LR: 4.02e-04 | 1389.3ms/step | 14.4 samples/s +Step 13400/44000 | Loss: 3.0418 | LR: 4.02e-04 | 1390.1ms/step | 14.4 samples/s +Step 13410/44000 | Loss: 3.0359 | LR: 4.02e-04 | 1390.9ms/step | 14.4 samples/s +Step 13420/44000 | Loss: 3.0046 | LR: 4.01e-04 | 1390.3ms/step | 14.4 samples/s +Step 13430/44000 | Loss: 3.0613 | LR: 4.01e-04 | 1390.9ms/step | 14.4 samples/s +Step 13440/44000 | Loss: 3.0513 | LR: 4.01e-04 | 1389.9ms/step | 14.4 samples/s +Step 13450/44000 | Loss: 3.0614 | LR: 4.01e-04 | 1389.8ms/step | 14.4 samples/s +Step 13460/44000 | Loss: 3.0391 | LR: 4.01e-04 | 1387.3ms/step | 14.4 samples/s +Step 13470/44000 | Loss: 3.0523 | LR: 4.01e-04 | 1388.9ms/step | 14.4 samples/s +Step 13480/44000 | Loss: 3.0273 | LR: 4.01e-04 | 1387.8ms/step | 14.4 samples/s +Step 13490/44000 | Loss: 3.0527 | LR: 4.00e-04 | 1388.2ms/step | 14.4 samples/s +Step 13500/44000 | Loss: 3.0545 | LR: 4.00e-04 | 1390.6ms/step | 14.4 samples/s +Validation at step 13500: Loss = 3.0594, Perplexity = 21.31 +Step 13510/44000 | Loss: 3.0411 | LR: 4.00e-04 | 3592.5ms/step | 5.6 samples/s +Step 13520/44000 | Loss: 3.0387 | LR: 4.00e-04 | 1390.6ms/step | 14.4 samples/s +Step 13530/44000 | Loss: 3.0358 | LR: 4.00e-04 | 1388.3ms/step | 14.4 samples/s +Step 13540/44000 | Loss: 3.0254 | LR: 4.00e-04 | 1388.3ms/step | 14.4 samples/s +Step 13550/44000 | Loss: 3.0448 | LR: 4.00e-04 | 1387.7ms/step | 14.4 samples/s +Step 13560/44000 | Loss: 3.0364 | LR: 3.99e-04 | 1388.0ms/step | 14.4 samples/s +Step 13570/44000 | Loss: 3.0726 | LR: 3.99e-04 | 1392.2ms/step | 14.4 samples/s +Step 13580/44000 | Loss: 3.0514 | LR: 3.99e-04 | 1388.1ms/step | 14.4 samples/s +Step 13590/44000 | Loss: 3.0279 | LR: 3.99e-04 | 1392.0ms/step | 14.4 samples/s +Step 13600/44000 | Loss: 3.0415 | LR: 3.99e-04 | 1392.5ms/step | 14.4 samples/s +Step 13610/44000 | Loss: 3.0315 | LR: 3.99e-04 | 1391.5ms/step | 14.4 samples/s +Step 13620/44000 | Loss: 3.0636 | LR: 3.98e-04 | 1389.8ms/step | 14.4 samples/s +Step 13630/44000 | Loss: 3.0543 | LR: 3.98e-04 | 1391.6ms/step | 14.4 samples/s +Step 13640/44000 | Loss: 3.0296 | LR: 3.98e-04 | 1390.8ms/step | 14.4 samples/s +Step 13650/44000 | Loss: 3.0474 | LR: 3.98e-04 | 1390.6ms/step | 14.4 samples/s +Step 13660/44000 | Loss: 3.0345 | LR: 3.98e-04 | 1387.1ms/step | 14.4 samples/s +Step 13670/44000 | Loss: 3.0215 | LR: 3.98e-04 | 1384.2ms/step | 14.4 samples/s +Step 13680/44000 | Loss: 3.0358 | LR: 3.98e-04 | 1386.0ms/step | 14.4 samples/s +Step 13690/44000 | Loss: 3.0529 | LR: 3.97e-04 | 1388.6ms/step | 14.4 samples/s +Step 13700/44000 | Loss: 3.0387 | LR: 3.97e-04 | 1386.8ms/step | 14.4 samples/s +Step 13710/44000 | Loss: 3.0482 | LR: 3.97e-04 | 1386.3ms/step | 14.4 samples/s +Step 13720/44000 | Loss: 3.0273 | LR: 3.97e-04 | 1385.9ms/step | 14.4 samples/s +Step 13730/44000 | Loss: 3.0470 | LR: 3.97e-04 | 1387.2ms/step | 14.4 samples/s +Step 13740/44000 | Loss: 3.0547 | LR: 3.97e-04 | 1386.3ms/step | 14.4 samples/s +Step 13750/44000 | Loss: 3.0856 | LR: 3.97e-04 | 1386.8ms/step | 14.4 samples/s +Validation at step 13750: Loss = 3.0559, Perplexity = 21.24 +Step 13760/44000 | Loss: 3.0743 | LR: 3.96e-04 | 3590.6ms/step | 5.6 samples/s +Step 13770/44000 | Loss: 3.0432 | LR: 3.96e-04 | 1389.1ms/step | 14.4 samples/s diff --git a/epfl_final/SparseAtt/wandb/run-20260707_034612-qlqhc3gy/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260707_034612-qlqhc3gy/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad4c690c3e14b0f13ae055d10340b2fe379c8b39 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_034612-qlqhc3gy/files/requirements.txt @@ -0,0 +1,141 @@ +pip==26.0.1 +nvidia-cusparselt-cu13==0.8.0 +mpmath==1.3.0 +cuda-toolkit==13.0.2 +zstandard==0.25.0 +xxhash==3.7.0 +urllib3==2.6.3 +typing_extensions==4.15.0 +triton==3.6.0 +tqdm==4.67.3 +torchinfo==1.8.0 +sympy==1.14.0 +smmap==5.0.3 +six==1.17.0 +shellingham==1.5.4 +setuptools==81.0.0 +safetensors==0.7.0 +regex==2026.4.4 +PyYAML==6.0.3 +Pygments==2.20.0 +pyarrow==24.0.0 +psutil==7.2.2 +protobuf==7.34.1 +propcache==0.4.1 +platformdirs==4.9.6 +packaging==26.2 +nvidia-nvtx==13.0.85 +nvidia-nvshmem-cu13==3.4.5 +nvidia-nvjitlink==13.0.88 +nvidia-nccl-cu13==2.28.9 +nvidia-curand==10.4.0.35 +nvidia-cufile==1.15.1.6 +nvidia-cuda-runtime==13.0.96 +nvidia-cuda-nvrtc==13.0.88 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8.1614 | LR: 8.00e-05 | 1236.9ms/step | 16.2 samples/s +Step 130/44000 | Loss: 7.7753 | LR: 8.67e-05 | 1237.7ms/step | 16.2 samples/s +Step 140/44000 | Loss: 7.5379 | LR: 9.33e-05 | 1240.6ms/step | 16.1 samples/s +Step 150/44000 | Loss: 7.3517 | LR: 1.00e-04 | 1241.0ms/step | 16.1 samples/s +Step 160/44000 | Loss: 7.2426 | LR: 1.07e-04 | 1242.6ms/step | 16.1 samples/s +Step 170/44000 | Loss: 7.1297 | LR: 1.13e-04 | 1243.1ms/step | 16.1 samples/s +Step 180/44000 | Loss: 7.0381 | LR: 1.20e-04 | 1244.0ms/step | 16.1 samples/s +Step 190/44000 | Loss: 6.9451 | LR: 1.27e-04 | 1245.5ms/step | 16.1 samples/s +Step 200/44000 | Loss: 6.8813 | LR: 1.33e-04 | 1244.3ms/step | 16.1 samples/s +Step 210/44000 | Loss: 6.8274 | LR: 1.40e-04 | 1245.9ms/step | 16.1 samples/s +Step 220/44000 | Loss: 6.7155 | LR: 1.47e-04 | 1246.4ms/step | 16.0 samples/s +Step 230/44000 | Loss: 6.6087 | LR: 1.53e-04 | 1245.8ms/step | 16.1 samples/s +Step 240/44000 | Loss: 6.5402 | LR: 1.60e-04 | 1247.1ms/step | 16.0 samples/s +Step 250/44000 | Loss: 6.4655 | LR: 1.67e-04 | 1246.3ms/step | 16.0 samples/s +Validation at step 250: Loss = 6.4485, Perplexity = 631.78 +Step 260/44000 | Loss: 6.4265 | LR: 1.73e-04 | 5330.2ms/step | 3.8 samples/s +Step 270/44000 | Loss: 6.3490 | LR: 1.80e-04 | 1254.6ms/step | 15.9 samples/s +Step 280/44000 | Loss: 6.3112 | LR: 1.87e-04 | 1256.3ms/step | 15.9 samples/s +Step 290/44000 | Loss: 6.2811 | LR: 1.93e-04 | 1254.8ms/step | 15.9 samples/s +Step 300/44000 | Loss: 6.2338 | LR: 2.00e-04 | 1250.2ms/step | 16.0 samples/s +Step 310/44000 | Loss: 6.1903 | LR: 2.07e-04 | 1254.8ms/step | 15.9 samples/s +Step 320/44000 | Loss: 6.1380 | LR: 2.13e-04 | 1252.9ms/step | 16.0 samples/s +Step 330/44000 | Loss: 6.0864 | LR: 2.20e-04 | 1252.5ms/step | 16.0 samples/s +Step 340/44000 | Loss: 6.0643 | LR: 2.27e-04 | 1252.8ms/step | 16.0 samples/s +Step 350/44000 | Loss: 5.9890 | LR: 2.33e-04 | 1255.5ms/step | 15.9 samples/s +Step 360/44000 | Loss: 5.9563 | LR: 2.40e-04 | 1256.4ms/step | 15.9 samples/s +Step 370/44000 | Loss: 5.9348 | LR: 2.47e-04 | 1255.8ms/step | 15.9 samples/s +Step 380/44000 | Loss: 5.9258 | LR: 2.53e-04 | 1255.3ms/step | 15.9 samples/s +Step 390/44000 | Loss: 5.8386 | LR: 2.60e-04 | 1252.8ms/step | 16.0 samples/s +Step 400/44000 | Loss: 5.8425 | LR: 2.67e-04 | 1253.0ms/step | 16.0 samples/s +Step 410/44000 | Loss: 5.8030 | LR: 2.73e-04 | 1253.0ms/step | 16.0 samples/s +Step 420/44000 | Loss: 5.8033 | LR: 2.80e-04 | 1253.2ms/step | 16.0 samples/s +Step 430/44000 | Loss: 5.7300 | LR: 2.87e-04 | 1255.2ms/step | 15.9 samples/s +Step 440/44000 | Loss: 5.7085 | LR: 2.93e-04 | 1253.2ms/step | 16.0 samples/s +Step 450/44000 | Loss: 5.6799 | LR: 3.00e-04 | 1252.5ms/step | 16.0 samples/s +Step 460/44000 | Loss: 5.6017 | LR: 3.07e-04 | 1253.3ms/step | 16.0 samples/s +Step 470/44000 | Loss: 5.6134 | LR: 3.13e-04 | 1252.8ms/step | 16.0 samples/s +Step 480/44000 | Loss: 5.5606 | LR: 3.20e-04 | 1253.7ms/step | 16.0 samples/s +Step 490/44000 | Loss: 5.5130 | LR: 3.27e-04 | 1252.1ms/step | 16.0 samples/s +Step 500/44000 | Loss: 5.4994 | LR: 3.33e-04 | 1252.5ms/step | 16.0 samples/s +Validation at step 500: Loss = 5.4829, Perplexity = 240.55 +Step 510/44000 | Loss: 5.4660 | LR: 3.40e-04 | 3368.2ms/step | 5.9 samples/s +Step 520/44000 | Loss: 5.4230 | LR: 3.47e-04 | 1252.7ms/step | 16.0 samples/s +Step 530/44000 | Loss: 5.4440 | LR: 3.53e-04 | 1254.0ms/step | 15.9 samples/s +Step 540/44000 | Loss: 5.3651 | LR: 3.60e-04 | 1254.6ms/step | 15.9 samples/s +Step 550/44000 | Loss: 5.3353 | LR: 3.67e-04 | 1253.9ms/step | 16.0 samples/s +Step 560/44000 | Loss: 5.3123 | LR: 3.73e-04 | 1254.4ms/step | 15.9 samples/s +Step 570/44000 | Loss: 5.3157 | LR: 3.80e-04 | 1255.6ms/step | 15.9 samples/s +Step 580/44000 | Loss: 5.2635 | LR: 3.87e-04 | 1255.0ms/step | 15.9 samples/s +Step 590/44000 | Loss: 5.2155 | LR: 3.93e-04 | 1253.9ms/step | 15.9 samples/s +Step 600/44000 | Loss: 5.2116 | LR: 4.00e-04 | 1255.7ms/step | 15.9 samples/s +Step 610/44000 | Loss: 5.1683 | LR: 4.07e-04 | 1254.5ms/step | 15.9 samples/s +Step 620/44000 | Loss: 5.1555 | LR: 4.13e-04 | 1253.9ms/step | 16.0 samples/s +Step 630/44000 | Loss: 5.1051 | LR: 4.20e-04 | 1253.3ms/step | 16.0 samples/s +Step 640/44000 | Loss: 5.0687 | LR: 4.27e-04 | 1254.4ms/step | 15.9 samples/s +Step 650/44000 | Loss: 5.0528 | LR: 4.33e-04 | 1254.1ms/step | 15.9 samples/s +Step 660/44000 | Loss: 5.0386 | LR: 4.40e-04 | 1254.3ms/step | 15.9 samples/s +Step 670/44000 | Loss: 5.0128 | LR: 4.47e-04 | 1254.8ms/step | 15.9 samples/s +Step 680/44000 | Loss: 4.9599 | LR: 4.53e-04 | 1253.8ms/step | 16.0 samples/s +Step 690/44000 | Loss: 4.9519 | LR: 4.60e-04 | 1255.0ms/step | 15.9 samples/s +Step 700/44000 | Loss: 4.9385 | LR: 4.67e-04 | 1255.5ms/step | 15.9 samples/s +Step 710/44000 | Loss: 4.8909 | LR: 4.73e-04 | 1259.3ms/step | 15.9 samples/s +Step 720/44000 | Loss: 4.8310 | LR: 4.80e-04 | 1254.8ms/step | 15.9 samples/s +Step 730/44000 | Loss: 4.8285 | LR: 4.87e-04 | 1255.8ms/step | 15.9 samples/s +Step 740/44000 | Loss: 4.7766 | LR: 4.93e-04 | 1255.7ms/step | 15.9 samples/s +Step 750/44000 | Loss: 4.7916 | LR: 5.00e-04 | 1256.2ms/step | 15.9 samples/s +Validation at step 750: Loss = 4.7852, Perplexity = 119.72 +Step 760/44000 | Loss: 4.7616 | LR: 5.00e-04 | 3355.4ms/step | 6.0 samples/s +Step 770/44000 | Loss: 4.7184 | LR: 5.00e-04 | 1252.2ms/step | 16.0 samples/s +Step 780/44000 | Loss: 4.7242 | LR: 5.00e-04 | 1252.3ms/step | 16.0 samples/s +Step 790/44000 | Loss: 4.6954 | LR: 5.00e-04 | 1252.0ms/step | 16.0 samples/s +Step 800/44000 | Loss: 4.6529 | LR: 5.00e-04 | 1252.5ms/step | 16.0 samples/s +Step 810/44000 | Loss: 4.6387 | LR: 5.00e-04 | 1252.9ms/step | 16.0 samples/s +Step 820/44000 | Loss: 4.6194 | LR: 5.00e-04 | 1252.8ms/step | 16.0 samples/s +Step 830/44000 | Loss: 4.5906 | LR: 5.00e-04 | 1254.0ms/step | 15.9 samples/s +Step 840/44000 | Loss: 4.5641 | LR: 5.00e-04 | 1254.1ms/step | 15.9 samples/s +Step 850/44000 | Loss: 4.5619 | LR: 5.00e-04 | 1253.4ms/step | 16.0 samples/s +Step 860/44000 | Loss: 4.5770 | LR: 5.00e-04 | 1253.3ms/step | 16.0 samples/s +Step 870/44000 | Loss: 4.4972 | LR: 5.00e-04 | 1254.8ms/step | 15.9 samples/s +Step 880/44000 | Loss: 4.5100 | LR: 5.00e-04 | 1254.4ms/step | 15.9 samples/s +Step 890/44000 | Loss: 4.4851 | LR: 5.00e-04 | 1254.6ms/step | 15.9 samples/s +Step 900/44000 | Loss: 4.4595 | LR: 5.00e-04 | 1253.2ms/step | 16.0 samples/s +Step 910/44000 | Loss: 4.4334 | LR: 5.00e-04 | 1252.6ms/step | 16.0 samples/s +Step 920/44000 | Loss: 4.4303 | LR: 5.00e-04 | 1253.6ms/step | 16.0 samples/s +Step 930/44000 | Loss: 4.4030 | LR: 5.00e-04 | 1254.9ms/step | 15.9 samples/s +Step 940/44000 | Loss: 4.4001 | LR: 5.00e-04 | 1255.0ms/step | 15.9 samples/s +Step 950/44000 | Loss: 4.3887 | LR: 5.00e-04 | 1253.3ms/step | 16.0 samples/s +Step 960/44000 | Loss: 4.3453 | LR: 5.00e-04 | 1253.1ms/step | 16.0 samples/s +Step 970/44000 | Loss: 4.3746 | LR: 5.00e-04 | 1252.3ms/step | 16.0 samples/s +Step 980/44000 | Loss: 4.3555 | LR: 5.00e-04 | 1252.6ms/step | 16.0 samples/s +Step 990/44000 | Loss: 4.3344 | LR: 5.00e-04 | 1254.5ms/step | 15.9 samples/s +Step 1000/44000 | Loss: 4.3263 | LR: 5.00e-04 | 1252.9ms/step | 16.0 samples/s +Validation at step 1000: Loss = 4.3311, Perplexity = 76.03 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-1000 +Step 1010/44000 | Loss: 4.2880 | LR: 5.00e-04 | 3671.4ms/step | 5.4 samples/s +Step 1020/44000 | Loss: 4.2937 | LR: 5.00e-04 | 1259.8ms/step | 15.9 samples/s +Step 1030/44000 | Loss: 4.2464 | LR: 5.00e-04 | 1258.4ms/step | 15.9 samples/s +Step 1040/44000 | Loss: 4.2576 | LR: 5.00e-04 | 1259.8ms/step | 15.9 samples/s +Step 1050/44000 | Loss: 4.2562 | LR: 5.00e-04 | 1259.6ms/step | 15.9 samples/s +Step 1060/44000 | Loss: 4.2492 | LR: 5.00e-04 | 1254.0ms/step | 15.9 samples/s +Step 1070/44000 | Loss: 4.2300 | LR: 5.00e-04 | 1252.5ms/step | 16.0 samples/s +Step 1080/44000 | Loss: 4.2141 | LR: 5.00e-04 | 1254.7ms/step | 15.9 samples/s +Step 1090/44000 | Loss: 4.2336 | LR: 5.00e-04 | 1252.7ms/step | 16.0 samples/s +Step 1100/44000 | Loss: 4.2100 | LR: 5.00e-04 | 1252.7ms/step | 16.0 samples/s +Step 1110/44000 | Loss: 4.1927 | LR: 5.00e-04 | 1254.6ms/step | 15.9 samples/s +Step 1120/44000 | Loss: 4.1792 | LR: 5.00e-04 | 1253.3ms/step | 16.0 samples/s +Step 1130/44000 | Loss: 4.1495 | LR: 5.00e-04 | 1253.9ms/step | 16.0 samples/s +Step 1140/44000 | Loss: 4.1703 | LR: 5.00e-04 | 1254.1ms/step | 15.9 samples/s +Step 1150/44000 | Loss: 4.1198 | LR: 5.00e-04 | 1253.7ms/step | 16.0 samples/s +Step 1160/44000 | Loss: 4.1218 | LR: 5.00e-04 | 1255.7ms/step | 15.9 samples/s +Step 1170/44000 | Loss: 4.1285 | LR: 5.00e-04 | 1253.4ms/step | 16.0 samples/s +Step 1180/44000 | Loss: 4.1119 | LR: 5.00e-04 | 1253.9ms/step | 16.0 samples/s +Step 1190/44000 | Loss: 4.1343 | LR: 5.00e-04 | 1254.5ms/step | 15.9 samples/s +Step 1200/44000 | Loss: 4.1314 | LR: 5.00e-04 | 1254.7ms/step | 15.9 samples/s +Step 1210/44000 | Loss: 4.1339 | LR: 5.00e-04 | 1254.9ms/step | 15.9 samples/s +Step 1220/44000 | Loss: 4.0843 | LR: 5.00e-04 | 1254.6ms/step | 15.9 samples/s +Step 1230/44000 | Loss: 4.0747 | LR: 5.00e-04 | 1254.4ms/step | 15.9 samples/s +Step 1240/44000 | Loss: 4.0794 | LR: 5.00e-04 | 1253.7ms/step | 16.0 samples/s +Step 1250/44000 | Loss: 4.0852 | LR: 5.00e-04 | 1255.9ms/step | 15.9 samples/s +Validation at step 1250: Loss = 4.0796, Perplexity = 59.12 +Step 1260/44000 | Loss: 4.0536 | LR: 5.00e-04 | 3359.8ms/step | 6.0 samples/s +Step 1270/44000 | Loss: 4.0523 | LR: 5.00e-04 | 1252.9ms/step | 16.0 samples/s +Step 1280/44000 | Loss: 4.0625 | LR: 5.00e-04 | 1252.1ms/step | 16.0 samples/s +Step 1290/44000 | Loss: 4.0098 | LR: 5.00e-04 | 1253.0ms/step | 16.0 samples/s +Step 1300/44000 | Loss: 4.0578 | LR: 5.00e-04 | 1252.1ms/step | 16.0 samples/s +Step 1310/44000 | Loss: 3.9973 | LR: 5.00e-04 | 1253.4ms/step | 16.0 samples/s +Step 1320/44000 | Loss: 4.0260 | LR: 5.00e-04 | 1252.6ms/step | 16.0 samples/s +Step 1330/44000 | Loss: 4.0318 | LR: 5.00e-04 | 1251.4ms/step | 16.0 samples/s +Step 1340/44000 | Loss: 3.9929 | LR: 5.00e-04 | 1252.4ms/step | 16.0 samples/s +Step 1350/44000 | Loss: 3.9962 | LR: 5.00e-04 | 1252.6ms/step | 16.0 samples/s +Step 1360/44000 | Loss: 3.9911 | LR: 5.00e-04 | 1252.7ms/step | 16.0 samples/s +Step 1370/44000 | Loss: 3.9675 | LR: 5.00e-04 | 1252.5ms/step | 16.0 samples/s +Step 1380/44000 | Loss: 3.9802 | LR: 5.00e-04 | 1253.4ms/step | 16.0 samples/s +Step 1390/44000 | Loss: 3.9800 | LR: 5.00e-04 | 1254.1ms/step | 15.9 samples/s +Step 1400/44000 | Loss: 3.9765 | LR: 5.00e-04 | 1257.1ms/step | 15.9 samples/s +Step 1410/44000 | Loss: 3.9698 | LR: 5.00e-04 | 1254.6ms/step | 15.9 samples/s +Step 1420/44000 | Loss: 3.9594 | LR: 5.00e-04 | 1254.2ms/step | 15.9 samples/s +Step 1430/44000 | Loss: 3.9745 | LR: 5.00e-04 | 1254.1ms/step | 15.9 samples/s +Step 1440/44000 | Loss: 3.9701 | LR: 5.00e-04 | 1253.8ms/step | 16.0 samples/s +Step 1450/44000 | Loss: 3.9545 | LR: 5.00e-04 | 1253.2ms/step | 16.0 samples/s +Step 1460/44000 | Loss: 3.9522 | LR: 5.00e-04 | 1254.4ms/step | 15.9 samples/s +Step 1470/44000 | Loss: 3.9628 | LR: 5.00e-04 | 1255.8ms/step | 15.9 samples/s +Step 1480/44000 | Loss: 3.9561 | LR: 5.00e-04 | 1253.3ms/step | 16.0 samples/s +Step 1490/44000 | Loss: 3.9515 | LR: 5.00e-04 | 1254.5ms/step | 15.9 samples/s +Step 1500/44000 | Loss: 3.9300 | LR: 5.00e-04 | 1254.5ms/step | 15.9 samples/s +Validation at step 1500: Loss = 3.9269, Perplexity = 50.75 +Step 1510/44000 | Loss: 3.9367 | LR: 5.00e-04 | 3368.4ms/step | 5.9 samples/s +Step 1520/44000 | Loss: 3.9375 | LR: 5.00e-04 | 1255.1ms/step | 15.9 samples/s +Step 1530/44000 | Loss: 3.9082 | LR: 5.00e-04 | 1254.3ms/step | 15.9 samples/s +Step 1540/44000 | Loss: 3.9182 | LR: 5.00e-04 | 1254.6ms/step | 15.9 samples/s +Step 1550/44000 | Loss: 3.8827 | LR: 5.00e-04 | 1255.5ms/step | 15.9 samples/s +Step 1560/44000 | Loss: 3.8752 | LR: 5.00e-04 | 1254.1ms/step | 15.9 samples/s +Step 1570/44000 | Loss: 3.8689 | LR: 5.00e-04 | 1255.5ms/step | 15.9 samples/s +Step 1580/44000 | Loss: 3.8907 | LR: 5.00e-04 | 1255.0ms/step | 15.9 samples/s +Step 1590/44000 | Loss: 3.8622 | LR: 5.00e-04 | 1255.5ms/step | 15.9 samples/s +Step 1600/44000 | Loss: 3.8709 | LR: 5.00e-04 | 1255.3ms/step | 15.9 samples/s +Step 1610/44000 | Loss: 3.8507 | LR: 5.00e-04 | 1254.5ms/step | 15.9 samples/s +Step 1620/44000 | Loss: 3.8346 | LR: 5.00e-04 | 1255.0ms/step | 15.9 samples/s +Step 1630/44000 | Loss: 3.8508 | LR: 4.99e-04 | 1255.4ms/step | 15.9 samples/s +Step 1640/44000 | Loss: 3.8532 | LR: 4.99e-04 | 1254.6ms/step | 15.9 samples/s +Step 1650/44000 | Loss: 3.8286 | LR: 4.99e-04 | 1253.5ms/step | 16.0 samples/s +Step 1660/44000 | Loss: 3.8313 | LR: 4.99e-04 | 1253.3ms/step | 16.0 samples/s +Step 1670/44000 | Loss: 3.8248 | LR: 4.99e-04 | 1253.9ms/step | 16.0 samples/s +Step 1680/44000 | Loss: 3.8296 | LR: 4.99e-04 | 1252.9ms/step | 16.0 samples/s +Step 1690/44000 | Loss: 3.8175 | LR: 4.99e-04 | 1253.2ms/step | 16.0 samples/s +Step 1700/44000 | Loss: 3.8557 | LR: 4.99e-04 | 1252.9ms/step | 16.0 samples/s +Step 1710/44000 | Loss: 3.8037 | LR: 4.99e-04 | 1253.2ms/step | 16.0 samples/s +Step 1720/44000 | Loss: 3.8128 | LR: 4.99e-04 | 1258.3ms/step | 15.9 samples/s +Step 1730/44000 | Loss: 3.8145 | LR: 4.99e-04 | 1254.5ms/step | 15.9 samples/s +Step 1740/44000 | Loss: 3.7800 | LR: 4.99e-04 | 1253.8ms/step | 16.0 samples/s +Step 1750/44000 | Loss: 3.8003 | LR: 4.99e-04 | 1254.7ms/step | 15.9 samples/s +Validation at step 1750: Loss = 3.8160, Perplexity = 45.42 +Step 1760/44000 | Loss: 3.7850 | LR: 4.99e-04 | 3360.6ms/step | 6.0 samples/s +Step 1770/44000 | Loss: 3.7838 | LR: 4.99e-04 | 1253.2ms/step | 16.0 samples/s +Step 1780/44000 | Loss: 3.8197 | LR: 4.99e-04 | 1254.8ms/step | 15.9 samples/s +Step 1790/44000 | Loss: 3.7825 | LR: 4.99e-04 | 1254.8ms/step | 15.9 samples/s +Step 1800/44000 | Loss: 3.7805 | LR: 4.99e-04 | 1254.7ms/step | 15.9 samples/s +Step 1810/44000 | Loss: 3.7979 | LR: 4.99e-04 | 1254.3ms/step | 15.9 samples/s +Step 1820/44000 | Loss: 3.7875 | LR: 4.99e-04 | 1254.7ms/step | 15.9 samples/s +Step 1830/44000 | Loss: 3.7732 | LR: 4.99e-04 | 1254.4ms/step | 15.9 samples/s +Step 1840/44000 | Loss: 3.7605 | LR: 4.99e-04 | 1254.2ms/step | 15.9 samples/s +Step 1850/44000 | Loss: 3.7869 | LR: 4.99e-04 | 1253.2ms/step | 16.0 samples/s +Step 1860/44000 | Loss: 3.7727 | LR: 4.99e-04 | 1251.5ms/step | 16.0 samples/s +Step 1870/44000 | Loss: 3.7750 | LR: 4.99e-04 | 1252.4ms/step | 16.0 samples/s +Step 1880/44000 | Loss: 3.7758 | LR: 4.99e-04 | 1252.1ms/step | 16.0 samples/s +Step 1890/44000 | Loss: 3.7684 | LR: 4.99e-04 | 1254.6ms/step | 15.9 samples/s +Step 1900/44000 | Loss: 3.7772 | LR: 4.99e-04 | 1254.7ms/step | 15.9 samples/s +Step 1910/44000 | Loss: 3.7474 | LR: 4.99e-04 | 1254.1ms/step | 15.9 samples/s +Step 1920/44000 | Loss: 3.7669 | LR: 4.99e-04 | 1253.4ms/step | 16.0 samples/s +Step 1930/44000 | Loss: 3.7590 | LR: 4.99e-04 | 1253.9ms/step | 15.9 samples/s +Step 1940/44000 | Loss: 3.7545 | LR: 4.99e-04 | 1254.7ms/step | 15.9 samples/s +Step 1950/44000 | Loss: 3.7518 | LR: 4.99e-04 | 1254.8ms/step | 15.9 samples/s +Step 1960/44000 | Loss: 3.7385 | LR: 4.99e-04 | 1254.0ms/step | 15.9 samples/s +Step 1970/44000 | Loss: 3.7440 | LR: 4.99e-04 | 1254.4ms/step | 15.9 samples/s +Step 1980/44000 | Loss: 3.7214 | LR: 4.99e-04 | 1253.9ms/step | 16.0 samples/s +Step 1990/44000 | Loss: 3.7052 | LR: 4.99e-04 | 1254.9ms/step | 15.9 samples/s +Step 2000/44000 | Loss: 3.7150 | LR: 4.99e-04 | 1254.5ms/step | 15.9 samples/s +Validation at step 2000: Loss = 3.7340, Perplexity = 41.85 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-2000 +Step 2010/44000 | Loss: 3.6936 | LR: 4.99e-04 | 3669.1ms/step | 5.5 samples/s +Step 2020/44000 | Loss: 3.7522 | LR: 4.99e-04 | 1258.9ms/step | 15.9 samples/s +Step 2030/44000 | Loss: 3.7273 | LR: 4.99e-04 | 1260.2ms/step | 15.9 samples/s +Step 2040/44000 | Loss: 3.7123 | LR: 4.99e-04 | 1259.9ms/step | 15.9 samples/s +Step 2050/44000 | Loss: 3.7017 | LR: 4.99e-04 | 1258.4ms/step | 15.9 samples/s +Step 2060/44000 | Loss: 3.6740 | LR: 4.99e-04 | 1259.1ms/step | 15.9 samples/s +Step 2070/44000 | Loss: 3.6952 | LR: 4.99e-04 | 1257.3ms/step | 15.9 samples/s +Step 2080/44000 | Loss: 3.6658 | LR: 4.99e-04 | 1258.8ms/step | 15.9 samples/s +Step 2090/44000 | Loss: 3.7043 | LR: 4.99e-04 | 1258.4ms/step | 15.9 samples/s +Step 2100/44000 | Loss: 3.6952 | LR: 4.99e-04 | 1253.3ms/step | 16.0 samples/s +Step 2110/44000 | Loss: 3.7121 | LR: 4.99e-04 | 1251.5ms/step | 16.0 samples/s +Step 2120/44000 | Loss: 3.6988 | LR: 4.99e-04 | 1251.8ms/step | 16.0 samples/s +Step 2130/44000 | Loss: 3.7054 | LR: 4.99e-04 | 1252.6ms/step | 16.0 samples/s +Step 2140/44000 | Loss: 3.6588 | LR: 4.99e-04 | 1252.3ms/step | 16.0 samples/s +Step 2150/44000 | Loss: 3.6729 | LR: 4.99e-04 | 1252.0ms/step | 16.0 samples/s +Step 2160/44000 | Loss: 3.6794 | LR: 4.99e-04 | 1252.3ms/step | 16.0 samples/s +Step 2170/44000 | Loss: 3.6820 | LR: 4.99e-04 | 1251.0ms/step | 16.0 samples/s +Step 2180/44000 | Loss: 3.6659 | LR: 4.99e-04 | 1252.5ms/step | 16.0 samples/s +Step 2190/44000 | Loss: 3.6762 | LR: 4.99e-04 | 1252.1ms/step | 16.0 samples/s +Step 2200/44000 | Loss: 3.6500 | LR: 4.99e-04 | 1252.0ms/step | 16.0 samples/s +Step 2210/44000 | Loss: 3.6521 | LR: 4.99e-04 | 1252.3ms/step | 16.0 samples/s +Step 2220/44000 | Loss: 3.6331 | LR: 4.99e-04 | 1254.0ms/step | 15.9 samples/s +Step 2230/44000 | Loss: 3.6753 | LR: 4.99e-04 | 1254.0ms/step | 15.9 samples/s +Step 2240/44000 | Loss: 3.6549 | LR: 4.99e-04 | 1253.7ms/step | 16.0 samples/s +Step 2250/44000 | Loss: 3.6579 | LR: 4.99e-04 | 1254.2ms/step | 15.9 samples/s +Validation at step 2250: Loss = 3.6674, Perplexity = 39.15 +Step 2260/44000 | Loss: 3.6524 | LR: 4.98e-04 | 3368.7ms/step | 5.9 samples/s +Step 2270/44000 | Loss: 3.6399 | LR: 4.98e-04 | 1254.2ms/step | 15.9 samples/s +Step 2280/44000 | Loss: 3.6671 | LR: 4.98e-04 | 1254.5ms/step | 15.9 samples/s +Step 2290/44000 | Loss: 3.6570 | LR: 4.98e-04 | 1253.5ms/step | 16.0 samples/s +Step 2300/44000 | Loss: 3.6347 | LR: 4.98e-04 | 1253.2ms/step | 16.0 samples/s +Step 2310/44000 | Loss: 3.6494 | LR: 4.98e-04 | 1253.5ms/step | 16.0 samples/s +Step 2320/44000 | Loss: 3.6370 | LR: 4.98e-04 | 1253.0ms/step | 16.0 samples/s +Step 2330/44000 | Loss: 3.6400 | LR: 4.98e-04 | 1253.3ms/step | 16.0 samples/s +Step 2340/44000 | Loss: 3.6168 | LR: 4.98e-04 | 1252.9ms/step | 16.0 samples/s +Step 2350/44000 | Loss: 3.6274 | LR: 4.98e-04 | 1253.3ms/step | 16.0 samples/s +Step 2360/44000 | Loss: 3.6113 | LR: 4.98e-04 | 1253.3ms/step | 16.0 samples/s +Step 2370/44000 | Loss: 3.6513 | LR: 4.98e-04 | 1252.7ms/step | 16.0 samples/s +Step 2380/44000 | Loss: 3.6281 | LR: 4.98e-04 | 1252.2ms/step | 16.0 samples/s +Step 2390/44000 | Loss: 3.5932 | LR: 4.98e-04 | 1252.4ms/step | 16.0 samples/s +Step 2400/44000 | Loss: 3.6031 | LR: 4.98e-04 | 1254.7ms/step | 15.9 samples/s +Step 2410/44000 | Loss: 3.6470 | LR: 4.98e-04 | 1253.5ms/step | 16.0 samples/s +Step 2420/44000 | Loss: 3.6524 | LR: 4.98e-04 | 1252.6ms/step | 16.0 samples/s +Step 2430/44000 | Loss: 3.6205 | LR: 4.98e-04 | 1254.1ms/step | 15.9 samples/s +Step 2440/44000 | Loss: 3.5985 | LR: 4.98e-04 | 1254.6ms/step | 15.9 samples/s +Step 2450/44000 | Loss: 3.6272 | LR: 4.98e-04 | 1254.8ms/step | 15.9 samples/s +Step 2460/44000 | Loss: 3.6200 | LR: 4.98e-04 | 1254.6ms/step | 15.9 samples/s +Step 2470/44000 | Loss: 3.5978 | LR: 4.98e-04 | 1255.9ms/step | 15.9 samples/s +Step 2480/44000 | Loss: 3.6287 | LR: 4.98e-04 | 1255.4ms/step | 15.9 samples/s +Step 2490/44000 | Loss: 3.5845 | LR: 4.98e-04 | 1257.2ms/step | 15.9 samples/s +Step 2500/44000 | Loss: 3.6016 | LR: 4.98e-04 | 1257.6ms/step | 15.9 samples/s +Validation at step 2500: Loss = 3.6167, Perplexity = 37.21 +Step 2510/44000 | Loss: 3.5857 | LR: 4.98e-04 | 3372.1ms/step | 5.9 samples/s +Step 2520/44000 | Loss: 3.6035 | LR: 4.98e-04 | 1254.5ms/step | 15.9 samples/s +Step 2530/44000 | Loss: 3.6031 | LR: 4.98e-04 | 1255.5ms/step | 15.9 samples/s +Step 2540/44000 | Loss: 3.6152 | LR: 4.98e-04 | 1255.1ms/step | 15.9 samples/s +Step 2550/44000 | Loss: 3.6035 | LR: 4.98e-04 | 1255.3ms/step | 15.9 samples/s +Step 2560/44000 | Loss: 3.6150 | LR: 4.98e-04 | 1254.5ms/step | 15.9 samples/s +Step 2570/44000 | Loss: 3.5840 | LR: 4.98e-04 | 1254.7ms/step | 15.9 samples/s +Step 2580/44000 | Loss: 3.6228 | LR: 4.98e-04 | 1254.1ms/step | 15.9 samples/s +Step 2590/44000 | Loss: 3.5793 | LR: 4.98e-04 | 1254.6ms/step | 15.9 samples/s +Step 2600/44000 | Loss: 3.5864 | LR: 4.98e-04 | 1254.7ms/step | 15.9 samples/s +Step 2610/44000 | Loss: 3.5818 | LR: 4.98e-04 | 1255.2ms/step | 15.9 samples/s +Step 2620/44000 | Loss: 3.5849 | LR: 4.98e-04 | 1260.1ms/step | 15.9 samples/s +Step 2630/44000 | Loss: 3.5761 | LR: 4.98e-04 | 1254.8ms/step | 15.9 samples/s +Step 2640/44000 | Loss: 3.5891 | LR: 4.98e-04 | 1253.8ms/step | 16.0 samples/s +Step 2650/44000 | Loss: 3.6052 | LR: 4.98e-04 | 1255.0ms/step | 15.9 samples/s +Step 2660/44000 | Loss: 3.5748 | LR: 4.98e-04 | 1254.2ms/step | 15.9 samples/s +Step 2670/44000 | Loss: 3.5660 | LR: 4.98e-04 | 1254.1ms/step | 15.9 samples/s +Step 2680/44000 | Loss: 3.5869 | LR: 4.98e-04 | 1254.8ms/step | 15.9 samples/s +Step 2690/44000 | Loss: 3.5765 | LR: 4.98e-04 | 1254.5ms/step | 15.9 samples/s +Step 2700/44000 | Loss: 3.6088 | LR: 4.97e-04 | 1253.5ms/step | 16.0 samples/s +Step 2710/44000 | Loss: 3.5741 | LR: 4.97e-04 | 1254.1ms/step | 15.9 samples/s +Step 2720/44000 | Loss: 3.5761 | LR: 4.97e-04 | 1253.8ms/step | 16.0 samples/s +Step 2730/44000 | Loss: 3.5690 | LR: 4.97e-04 | 1252.8ms/step | 16.0 samples/s +Step 2740/44000 | Loss: 3.5699 | LR: 4.97e-04 | 1252.9ms/step | 16.0 samples/s +Step 2750/44000 | Loss: 3.5590 | LR: 4.97e-04 | 1253.1ms/step | 16.0 samples/s +Validation at step 2750: Loss = 3.5739, Perplexity = 35.66 +Step 2760/44000 | Loss: 3.5299 | LR: 4.97e-04 | 3361.3ms/step | 6.0 samples/s +Step 2770/44000 | Loss: 3.5561 | LR: 4.97e-04 | 1254.1ms/step | 15.9 samples/s +Step 2780/44000 | Loss: 3.5337 | LR: 4.97e-04 | 1253.5ms/step | 16.0 samples/s +Step 2790/44000 | Loss: 3.5584 | LR: 4.97e-04 | 1254.6ms/step | 15.9 samples/s +Step 2800/44000 | Loss: 3.5524 | LR: 4.97e-04 | 1253.8ms/step | 16.0 samples/s +Step 2810/44000 | Loss: 3.5361 | LR: 4.97e-04 | 1253.6ms/step | 16.0 samples/s +Step 2820/44000 | Loss: 3.5476 | LR: 4.97e-04 | 1253.2ms/step | 16.0 samples/s +Step 2830/44000 | Loss: 3.5231 | LR: 4.97e-04 | 1253.9ms/step | 16.0 samples/s +Step 2840/44000 | Loss: 3.5322 | LR: 4.97e-04 | 1253.8ms/step | 16.0 samples/s +Step 2850/44000 | Loss: 3.5410 | LR: 4.97e-04 | 1254.1ms/step | 15.9 samples/s +Step 2860/44000 | Loss: 3.5358 | LR: 4.97e-04 | 1254.0ms/step | 15.9 samples/s +Step 2870/44000 | Loss: 3.5458 | LR: 4.97e-04 | 1254.7ms/step | 15.9 samples/s +Step 2880/44000 | Loss: 3.5074 | LR: 4.97e-04 | 1254.5ms/step | 15.9 samples/s +Step 2890/44000 | Loss: 3.5507 | LR: 4.97e-04 | 1253.9ms/step | 15.9 samples/s +Step 2900/44000 | Loss: 3.5499 | LR: 4.97e-04 | 1258.3ms/step | 15.9 samples/s +Step 2910/44000 | Loss: 3.5219 | LR: 4.97e-04 | 1258.6ms/step | 15.9 samples/s +Step 2920/44000 | Loss: 3.5074 | LR: 4.97e-04 | 1256.0ms/step | 15.9 samples/s +Step 2930/44000 | Loss: 3.5044 | LR: 4.97e-04 | 1254.3ms/step | 15.9 samples/s +Step 2940/44000 | Loss: 3.5271 | LR: 4.97e-04 | 1254.5ms/step | 15.9 samples/s +Step 2950/44000 | Loss: 3.5282 | LR: 4.97e-04 | 1254.2ms/step | 15.9 samples/s +Step 2960/44000 | Loss: 3.5418 | LR: 4.97e-04 | 1255.3ms/step | 15.9 samples/s +Step 2970/44000 | Loss: 3.5255 | LR: 4.97e-04 | 1255.4ms/step | 15.9 samples/s +Step 2980/44000 | Loss: 3.5300 | LR: 4.97e-04 | 1255.4ms/step | 15.9 samples/s +Step 2990/44000 | Loss: 3.5159 | LR: 4.97e-04 | 1254.7ms/step | 15.9 samples/s +Step 3000/44000 | Loss: 3.5472 | LR: 4.97e-04 | 1255.3ms/step | 15.9 samples/s +Validation at step 3000: Loss = 3.5342, Perplexity = 34.27 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-3000 +Step 3010/44000 | Loss: 3.5246 | LR: 4.97e-04 | 3663.5ms/step | 5.5 samples/s +Step 3020/44000 | Loss: 3.5048 | LR: 4.97e-04 | 1257.4ms/step | 15.9 samples/s +Step 3030/44000 | Loss: 3.5246 | LR: 4.97e-04 | 1253.6ms/step | 16.0 samples/s +Step 3040/44000 | Loss: 3.4875 | LR: 4.97e-04 | 1253.4ms/step | 16.0 samples/s +Step 3050/44000 | Loss: 3.5133 | LR: 4.97e-04 | 1253.0ms/step | 16.0 samples/s +Step 3060/44000 | Loss: 3.4835 | LR: 4.96e-04 | 1252.9ms/step | 16.0 samples/s +Step 3070/44000 | Loss: 3.5314 | LR: 4.96e-04 | 1254.7ms/step | 15.9 samples/s +Step 3080/44000 | Loss: 3.5511 | LR: 4.96e-04 | 1254.9ms/step | 15.9 samples/s +Step 3090/44000 | Loss: 3.5414 | LR: 4.96e-04 | 1256.5ms/step | 15.9 samples/s +Step 3100/44000 | Loss: 3.4983 | LR: 4.96e-04 | 1258.0ms/step | 15.9 samples/s +Step 3110/44000 | Loss: 3.5007 | LR: 4.96e-04 | 1253.6ms/step | 16.0 samples/s +Step 3120/44000 | Loss: 3.5203 | LR: 4.96e-04 | 1252.5ms/step | 16.0 samples/s +Step 3130/44000 | Loss: 3.4889 | LR: 4.96e-04 | 1254.0ms/step | 15.9 samples/s +Step 3140/44000 | Loss: 3.5069 | LR: 4.96e-04 | 1254.5ms/step | 15.9 samples/s +Step 3150/44000 | Loss: 3.5088 | LR: 4.96e-04 | 1254.8ms/step | 15.9 samples/s +Step 3160/44000 | Loss: 3.5253 | LR: 4.96e-04 | 1253.8ms/step | 16.0 samples/s +Step 3170/44000 | Loss: 3.4655 | LR: 4.96e-04 | 1255.8ms/step | 15.9 samples/s +Step 3180/44000 | Loss: 3.5073 | LR: 4.96e-04 | 1255.9ms/step | 15.9 samples/s +Step 3190/44000 | Loss: 3.4954 | LR: 4.96e-04 | 1254.2ms/step | 15.9 samples/s +Step 3200/44000 | Loss: 3.5199 | LR: 4.96e-04 | 1254.6ms/step | 15.9 samples/s +Step 3210/44000 | Loss: 3.4932 | LR: 4.96e-04 | 1253.8ms/step | 16.0 samples/s +Step 3220/44000 | Loss: 3.4951 | LR: 4.96e-04 | 1258.0ms/step | 15.9 samples/s +Step 3230/44000 | Loss: 3.4940 | LR: 4.96e-04 | 1258.3ms/step | 15.9 samples/s +Step 3240/44000 | Loss: 3.4906 | LR: 4.96e-04 | 1259.2ms/step | 15.9 samples/s +Step 3250/44000 | Loss: 3.4945 | LR: 4.96e-04 | 1254.9ms/step | 15.9 samples/s +Validation at step 3250: Loss = 3.5003, Perplexity = 33.12 +Step 3260/44000 | Loss: 3.5124 | LR: 4.96e-04 | 3362.3ms/step | 5.9 samples/s +Step 3270/44000 | Loss: 3.4777 | LR: 4.96e-04 | 1253.2ms/step | 16.0 samples/s +Step 3280/44000 | Loss: 3.4660 | LR: 4.96e-04 | 1252.9ms/step | 16.0 samples/s +Step 3290/44000 | Loss: 3.4862 | LR: 4.96e-04 | 1252.7ms/step | 16.0 samples/s +Step 3300/44000 | Loss: 3.5151 | LR: 4.96e-04 | 1253.2ms/step | 16.0 samples/s +Step 3310/44000 | Loss: 3.4870 | LR: 4.96e-04 | 1252.7ms/step | 16.0 samples/s +Step 3320/44000 | Loss: 3.5104 | LR: 4.96e-04 | 1254.0ms/step | 15.9 samples/s +Step 3330/44000 | Loss: 3.5125 | LR: 4.96e-04 | 1252.8ms/step | 16.0 samples/s +Step 3340/44000 | Loss: 3.4707 | LR: 4.96e-04 | 1253.2ms/step | 16.0 samples/s +Step 3350/44000 | Loss: 3.4837 | LR: 4.96e-04 | 1253.7ms/step | 16.0 samples/s +Step 3360/44000 | Loss: 3.4664 | LR: 4.96e-04 | 1253.5ms/step | 16.0 samples/s +Step 3370/44000 | Loss: 3.4404 | LR: 4.95e-04 | 1253.3ms/step | 16.0 samples/s +Step 3380/44000 | Loss: 3.4868 | LR: 4.95e-04 | 1253.6ms/step | 16.0 samples/s +Step 3390/44000 | Loss: 3.4649 | LR: 4.95e-04 | 1254.0ms/step | 15.9 samples/s +Step 3400/44000 | Loss: 3.4982 | LR: 4.95e-04 | 1253.1ms/step | 16.0 samples/s +Step 3410/44000 | Loss: 3.4718 | LR: 4.95e-04 | 1255.2ms/step | 15.9 samples/s +Step 3420/44000 | Loss: 3.4825 | LR: 4.95e-04 | 1255.8ms/step | 15.9 samples/s +Step 3430/44000 | Loss: 3.4741 | LR: 4.95e-04 | 1256.8ms/step | 15.9 samples/s +Step 3440/44000 | Loss: 3.4657 | LR: 4.95e-04 | 1257.4ms/step | 15.9 samples/s +Step 3450/44000 | Loss: 3.4500 | LR: 4.95e-04 | 1252.3ms/step | 16.0 samples/s +Step 3460/44000 | Loss: 3.4878 | LR: 4.95e-04 | 1251.0ms/step | 16.0 samples/s +Step 3470/44000 | Loss: 3.4584 | LR: 4.95e-04 | 1252.5ms/step | 16.0 samples/s +Step 3480/44000 | Loss: 3.5026 | LR: 4.95e-04 | 1252.8ms/step | 16.0 samples/s +Step 3490/44000 | Loss: 3.4382 | LR: 4.95e-04 | 1253.6ms/step | 16.0 samples/s +Step 3500/44000 | Loss: 3.4454 | LR: 4.95e-04 | 1253.6ms/step | 16.0 samples/s +Validation at step 3500: Loss = 3.4723, Perplexity = 32.21 +Step 3510/44000 | Loss: 3.4773 | LR: 4.95e-04 | 3369.3ms/step | 5.9 samples/s +Step 3520/44000 | Loss: 3.4655 | LR: 4.95e-04 | 1255.3ms/step | 15.9 samples/s +Step 3530/44000 | Loss: 3.4618 | LR: 4.95e-04 | 1255.9ms/step | 15.9 samples/s +Step 3540/44000 | Loss: 3.4713 | LR: 4.95e-04 | 1259.2ms/step | 15.9 samples/s +Step 3550/44000 | Loss: 3.4451 | LR: 4.95e-04 | 1253.9ms/step | 15.9 samples/s +Step 3560/44000 | Loss: 3.4320 | LR: 4.95e-04 | 1255.0ms/step | 15.9 samples/s +Step 3570/44000 | Loss: 3.4578 | LR: 4.95e-04 | 1255.7ms/step | 15.9 samples/s +Step 3580/44000 | Loss: 3.4349 | LR: 4.95e-04 | 1254.5ms/step | 15.9 samples/s +Step 3590/44000 | Loss: 3.4476 | LR: 4.95e-04 | 1254.7ms/step | 15.9 samples/s +Step 3600/44000 | Loss: 3.4373 | LR: 4.95e-04 | 1254.2ms/step | 15.9 samples/s +Step 3610/44000 | Loss: 3.4501 | LR: 4.95e-04 | 1254.8ms/step | 15.9 samples/s +Step 3620/44000 | Loss: 3.4488 | LR: 4.95e-04 | 1253.5ms/step | 16.0 samples/s +Step 3630/44000 | Loss: 3.4399 | LR: 4.95e-04 | 1254.3ms/step | 15.9 samples/s +Step 3640/44000 | Loss: 3.4506 | LR: 4.95e-04 | 1254.3ms/step | 15.9 samples/s +Step 3650/44000 | Loss: 3.4375 | LR: 4.94e-04 | 1253.0ms/step | 16.0 samples/s +Step 3660/44000 | Loss: 3.4374 | LR: 4.94e-04 | 1254.0ms/step | 15.9 samples/s +Step 3670/44000 | Loss: 3.4310 | LR: 4.94e-04 | 1253.7ms/step | 16.0 samples/s +Step 3680/44000 | Loss: 3.4440 | LR: 4.94e-04 | 1254.1ms/step | 15.9 samples/s +Step 3690/44000 | Loss: 3.4387 | LR: 4.94e-04 | 1254.2ms/step | 15.9 samples/s +Step 3700/44000 | Loss: 3.4526 | LR: 4.94e-04 | 1254.1ms/step | 15.9 samples/s +Step 3710/44000 | Loss: 3.4475 | LR: 4.94e-04 | 1254.0ms/step | 15.9 samples/s +Step 3720/44000 | Loss: 3.4005 | LR: 4.94e-04 | 1254.8ms/step | 15.9 samples/s +Step 3730/44000 | Loss: 3.4512 | LR: 4.94e-04 | 1255.5ms/step | 15.9 samples/s +Step 3740/44000 | Loss: 3.4452 | LR: 4.94e-04 | 1255.8ms/step | 15.9 samples/s +Step 3750/44000 | Loss: 3.4509 | LR: 4.94e-04 | 1255.0ms/step | 15.9 samples/s +Validation at step 3750: Loss = 3.4434, Perplexity = 31.29 +Step 3760/44000 | Loss: 3.4311 | LR: 4.94e-04 | 3364.6ms/step | 5.9 samples/s +Step 3770/44000 | Loss: 3.4259 | LR: 4.94e-04 | 1255.7ms/step | 15.9 samples/s +Step 3780/44000 | Loss: 3.4202 | LR: 4.94e-04 | 1255.8ms/step | 15.9 samples/s +Step 3790/44000 | Loss: 3.4418 | LR: 4.94e-04 | 1253.0ms/step | 16.0 samples/s +Step 3800/44000 | Loss: 3.4228 | LR: 4.94e-04 | 1254.2ms/step | 15.9 samples/s +Step 3810/44000 | Loss: 3.4289 | LR: 4.94e-04 | 1255.5ms/step | 15.9 samples/s +Step 3820/44000 | Loss: 3.4360 | LR: 4.94e-04 | 1254.9ms/step | 15.9 samples/s +Step 3830/44000 | Loss: 3.4284 | LR: 4.94e-04 | 1259.0ms/step | 15.9 samples/s +Step 3840/44000 | Loss: 3.4143 | LR: 4.94e-04 | 1257.9ms/step | 15.9 samples/s +Step 3850/44000 | Loss: 3.4235 | LR: 4.94e-04 | 1255.0ms/step | 15.9 samples/s +Step 3860/44000 | Loss: 3.4225 | LR: 4.94e-04 | 1254.4ms/step | 15.9 samples/s +Step 3870/44000 | Loss: 3.4274 | LR: 4.94e-04 | 1255.4ms/step | 15.9 samples/s +Step 3880/44000 | Loss: 3.3963 | LR: 4.94e-04 | 1255.5ms/step | 15.9 samples/s +Step 3890/44000 | Loss: 3.4514 | LR: 4.94e-04 | 1255.0ms/step | 15.9 samples/s +Step 3900/44000 | Loss: 3.4114 | LR: 4.93e-04 | 1254.7ms/step | 15.9 samples/s +Step 3910/44000 | Loss: 3.4020 | LR: 4.93e-04 | 1254.3ms/step | 15.9 samples/s +Step 3920/44000 | Loss: 3.4056 | LR: 4.93e-04 | 1254.9ms/step | 15.9 samples/s +Step 3930/44000 | Loss: 3.4158 | LR: 4.93e-04 | 1254.6ms/step | 15.9 samples/s +Step 3940/44000 | Loss: 3.4158 | LR: 4.93e-04 | 1254.2ms/step | 15.9 samples/s +Step 3950/44000 | Loss: 3.4418 | LR: 4.93e-04 | 1253.5ms/step | 16.0 samples/s +Step 3960/44000 | Loss: 3.4328 | LR: 4.93e-04 | 1254.1ms/step | 15.9 samples/s +Step 3970/44000 | Loss: 3.3867 | LR: 4.93e-04 | 1256.8ms/step | 15.9 samples/s +Step 3980/44000 | Loss: 3.3972 | LR: 4.93e-04 | 1258.0ms/step | 15.9 samples/s +Step 3990/44000 | Loss: 3.4266 | LR: 4.93e-04 | 1254.5ms/step | 15.9 samples/s +Step 4000/44000 | Loss: 3.4089 | LR: 4.93e-04 | 1254.8ms/step | 15.9 samples/s +Validation at step 4000: Loss = 3.4226, Perplexity = 30.65 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-4000 +Step 4010/44000 | Loss: 3.4591 | LR: 4.93e-04 | 3673.4ms/step | 5.4 samples/s +Step 4020/44000 | Loss: 3.4204 | LR: 4.93e-04 | 1256.7ms/step | 15.9 samples/s +Step 4030/44000 | Loss: 3.3958 | LR: 4.93e-04 | 1258.5ms/step | 15.9 samples/s +Step 4040/44000 | Loss: 3.4120 | LR: 4.93e-04 | 1259.9ms/step | 15.9 samples/s +Step 4050/44000 | Loss: 3.4459 | LR: 4.93e-04 | 1260.1ms/step | 15.9 samples/s +Step 4060/44000 | Loss: 3.3924 | LR: 4.93e-04 | 1259.6ms/step | 15.9 samples/s +Step 4070/44000 | Loss: 3.4128 | LR: 4.93e-04 | 1259.4ms/step | 15.9 samples/s +Step 4080/44000 | Loss: 3.4310 | LR: 4.93e-04 | 1259.2ms/step | 15.9 samples/s +Step 4090/44000 | Loss: 3.3823 | LR: 4.93e-04 | 1260.7ms/step | 15.9 samples/s +Step 4100/44000 | Loss: 3.4136 | LR: 4.93e-04 | 1259.8ms/step | 15.9 samples/s +Step 4110/44000 | Loss: 3.3845 | LR: 4.93e-04 | 1260.0ms/step | 15.9 samples/s +Step 4120/44000 | Loss: 3.4122 | LR: 4.93e-04 | 1260.1ms/step | 15.9 samples/s +Step 4130/44000 | Loss: 3.4126 | LR: 4.93e-04 | 1259.6ms/step | 15.9 samples/s +Step 4140/44000 | Loss: 3.3939 | LR: 4.92e-04 | 1260.8ms/step | 15.9 samples/s +Step 4150/44000 | Loss: 3.4397 | LR: 4.92e-04 | 1260.3ms/step | 15.9 samples/s +Step 4160/44000 | Loss: 3.4196 | LR: 4.92e-04 | 1260.9ms/step | 15.9 samples/s +Step 4170/44000 | Loss: 3.4035 | LR: 4.92e-04 | 1260.2ms/step | 15.9 samples/s +Step 4180/44000 | Loss: 3.3823 | LR: 4.92e-04 | 1261.2ms/step | 15.9 samples/s +Step 4190/44000 | Loss: 3.3938 | LR: 4.92e-04 | 1262.1ms/step | 15.8 samples/s +Step 4200/44000 | Loss: 3.3848 | LR: 4.92e-04 | 1260.3ms/step | 15.9 samples/s +Step 4210/44000 | Loss: 3.4183 | LR: 4.92e-04 | 1260.2ms/step | 15.9 samples/s +Step 4220/44000 | Loss: 3.3834 | LR: 4.92e-04 | 1261.2ms/step | 15.9 samples/s +Step 4230/44000 | Loss: 3.4043 | LR: 4.92e-04 | 1264.2ms/step | 15.8 samples/s +Step 4240/44000 | Loss: 3.4637 | LR: 4.92e-04 | 1262.5ms/step | 15.8 samples/s +Step 4250/44000 | Loss: 3.4365 | LR: 4.92e-04 | 1259.6ms/step | 15.9 samples/s +Validation at step 4250: Loss = 3.4054, Perplexity = 30.13 +Step 4260/44000 | Loss: 3.4098 | LR: 4.92e-04 | 3388.7ms/step | 5.9 samples/s +Step 4270/44000 | Loss: 3.3455 | LR: 4.92e-04 | 1261.6ms/step | 15.9 samples/s +Step 4280/44000 | Loss: 3.3693 | LR: 4.92e-04 | 1260.3ms/step | 15.9 samples/s +Step 4290/44000 | Loss: 3.4016 | LR: 4.92e-04 | 1259.8ms/step | 15.9 samples/s +Step 4300/44000 | Loss: 3.3903 | LR: 4.92e-04 | 1260.1ms/step | 15.9 samples/s +Step 4310/44000 | Loss: 3.3925 | LR: 4.92e-04 | 1260.2ms/step | 15.9 samples/s +Step 4320/44000 | Loss: 3.3976 | LR: 4.92e-04 | 1259.2ms/step | 15.9 samples/s +Step 4330/44000 | Loss: 3.3846 | LR: 4.92e-04 | 1259.4ms/step | 15.9 samples/s +Step 4340/44000 | Loss: 3.3995 | LR: 4.92e-04 | 1258.8ms/step | 15.9 samples/s +Step 4350/44000 | Loss: 3.4065 | LR: 4.92e-04 | 1258.8ms/step | 15.9 samples/s +Step 4360/44000 | Loss: 3.3550 | LR: 4.91e-04 | 1259.2ms/step | 15.9 samples/s +Step 4370/44000 | Loss: 3.3745 | LR: 4.91e-04 | 1260.0ms/step | 15.9 samples/s +Step 4380/44000 | Loss: 3.4165 | LR: 4.91e-04 | 1260.7ms/step | 15.9 samples/s +Step 4390/44000 | Loss: 3.4052 | LR: 4.91e-04 | 1261.9ms/step | 15.8 samples/s +Step 4400/44000 | Loss: 3.4048 | LR: 4.91e-04 | 1261.2ms/step | 15.9 samples/s +Step 4410/44000 | Loss: 3.3773 | LR: 4.91e-04 | 1260.5ms/step | 15.9 samples/s +Step 4420/44000 | Loss: 3.3847 | LR: 4.91e-04 | 1261.2ms/step | 15.9 samples/s +Step 4430/44000 | Loss: 3.3872 | LR: 4.91e-04 | 1261.1ms/step | 15.9 samples/s +Step 4440/44000 | Loss: 3.3960 | LR: 4.91e-04 | 1260.0ms/step | 15.9 samples/s +Step 4450/44000 | Loss: 3.3875 | LR: 4.91e-04 | 1262.7ms/step | 15.8 samples/s +Step 4460/44000 | Loss: 3.3864 | LR: 4.91e-04 | 1261.0ms/step | 15.9 samples/s +Step 4470/44000 | Loss: 3.3500 | LR: 4.91e-04 | 1259.8ms/step | 15.9 samples/s +Step 4480/44000 | Loss: 3.3846 | LR: 4.91e-04 | 1260.3ms/step | 15.9 samples/s +Step 4490/44000 | Loss: 3.3900 | LR: 4.91e-04 | 1259.6ms/step | 15.9 samples/s +Step 4500/44000 | Loss: 3.3802 | LR: 4.91e-04 | 1259.7ms/step | 15.9 samples/s +Validation at step 4500: Loss = 3.3855, Perplexity = 29.53 +Step 4510/44000 | Loss: 3.3739 | LR: 4.91e-04 | 3383.4ms/step | 5.9 samples/s +Step 4520/44000 | Loss: 3.3909 | LR: 4.91e-04 | 1261.0ms/step | 15.9 samples/s +Step 4530/44000 | Loss: 3.3936 | LR: 4.91e-04 | 1260.2ms/step | 15.9 samples/s +Step 4540/44000 | Loss: 3.3543 | LR: 4.91e-04 | 1260.5ms/step | 15.9 samples/s +Step 4550/44000 | Loss: 3.3481 | LR: 4.91e-04 | 1261.4ms/step | 15.9 samples/s +Step 4560/44000 | Loss: 3.3554 | LR: 4.90e-04 | 1260.2ms/step | 15.9 samples/s +Step 4570/44000 | Loss: 3.3746 | LR: 4.90e-04 | 1257.5ms/step | 15.9 samples/s +Step 4580/44000 | Loss: 3.3334 | LR: 4.90e-04 | 1255.4ms/step | 15.9 samples/s +Step 4590/44000 | Loss: 3.3343 | LR: 4.90e-04 | 1255.0ms/step | 15.9 samples/s +Step 4600/44000 | Loss: 3.3546 | LR: 4.90e-04 | 1254.3ms/step | 15.9 samples/s +Step 4610/44000 | Loss: 3.3621 | LR: 4.90e-04 | 1254.6ms/step | 15.9 samples/s +Step 4620/44000 | Loss: 3.3530 | LR: 4.90e-04 | 1253.9ms/step | 16.0 samples/s +Step 4630/44000 | Loss: 3.3646 | LR: 4.90e-04 | 1256.0ms/step | 15.9 samples/s +Step 4640/44000 | Loss: 3.3753 | LR: 4.90e-04 | 1254.8ms/step | 15.9 samples/s +Step 4650/44000 | Loss: 3.3630 | LR: 4.90e-04 | 1254.7ms/step | 15.9 samples/s +Step 4660/44000 | Loss: 3.3417 | LR: 4.90e-04 | 1254.6ms/step | 15.9 samples/s +Step 4670/44000 | Loss: 3.3351 | LR: 4.90e-04 | 1254.6ms/step | 15.9 samples/s +Step 4680/44000 | Loss: 3.3577 | LR: 4.90e-04 | 1252.9ms/step | 16.0 samples/s +Step 4690/44000 | Loss: 3.3512 | LR: 4.90e-04 | 1255.4ms/step | 15.9 samples/s +Step 4700/44000 | Loss: 3.3859 | LR: 4.90e-04 | 1253.8ms/step | 16.0 samples/s +Step 4710/44000 | Loss: 3.3610 | LR: 4.90e-04 | 1252.6ms/step | 16.0 samples/s +Step 4720/44000 | Loss: 3.3408 | LR: 4.90e-04 | 1252.6ms/step | 16.0 samples/s +Step 4730/44000 | Loss: 3.3610 | LR: 4.90e-04 | 1253.7ms/step | 16.0 samples/s +Step 4740/44000 | Loss: 3.3508 | LR: 4.90e-04 | 1253.8ms/step | 16.0 samples/s +Step 4750/44000 | Loss: 3.3604 | LR: 4.90e-04 | 1254.3ms/step | 15.9 samples/s +Validation at step 4750: Loss = 3.3646, Perplexity = 28.92 +Step 4760/44000 | Loss: 3.3384 | LR: 4.89e-04 | 3361.3ms/step | 6.0 samples/s +Step 4770/44000 | Loss: 3.3633 | LR: 4.89e-04 | 1252.4ms/step | 16.0 samples/s +Step 4780/44000 | Loss: 3.3606 | LR: 4.89e-04 | 1253.2ms/step | 16.0 samples/s +Step 4790/44000 | Loss: 3.3330 | LR: 4.89e-04 | 1253.1ms/step | 16.0 samples/s +Step 4800/44000 | Loss: 3.3557 | LR: 4.89e-04 | 1253.3ms/step | 16.0 samples/s +Step 4810/44000 | Loss: 3.3550 | LR: 4.89e-04 | 1252.8ms/step | 16.0 samples/s +Step 4820/44000 | Loss: 3.3574 | LR: 4.89e-04 | 1254.0ms/step | 15.9 samples/s +Step 4830/44000 | Loss: 3.3455 | LR: 4.89e-04 | 1253.9ms/step | 16.0 samples/s +Step 4840/44000 | Loss: 3.3574 | LR: 4.89e-04 | 1254.5ms/step | 15.9 samples/s +Step 4850/44000 | Loss: 3.3596 | LR: 4.89e-04 | 1254.1ms/step | 15.9 samples/s +Step 4860/44000 | Loss: 3.3676 | LR: 4.89e-04 | 1254.0ms/step | 15.9 samples/s +Step 4870/44000 | Loss: 3.3317 | LR: 4.89e-04 | 1255.2ms/step | 15.9 samples/s +Step 4880/44000 | Loss: 3.3320 | LR: 4.89e-04 | 1254.3ms/step | 15.9 samples/s +Step 4890/44000 | Loss: 3.3222 | LR: 4.89e-04 | 1254.4ms/step | 15.9 samples/s +Step 4900/44000 | Loss: 3.3053 | LR: 4.89e-04 | 1255.1ms/step | 15.9 samples/s +Step 4910/44000 | Loss: 3.3416 | LR: 4.89e-04 | 1255.3ms/step | 15.9 samples/s +Step 4920/44000 | Loss: 3.3424 | LR: 4.89e-04 | 1254.5ms/step | 15.9 samples/s +Step 4930/44000 | Loss: 3.3258 | LR: 4.89e-04 | 1254.5ms/step | 15.9 samples/s +Step 4940/44000 | Loss: 3.3353 | LR: 4.89e-04 | 1254.2ms/step | 15.9 samples/s +Step 4950/44000 | Loss: 3.3388 | LR: 4.88e-04 | 1254.8ms/step | 15.9 samples/s +Step 4960/44000 | Loss: 3.3277 | LR: 4.88e-04 | 1253.8ms/step | 16.0 samples/s +Step 4970/44000 | Loss: 3.3195 | LR: 4.88e-04 | 1254.2ms/step | 15.9 samples/s +Step 4980/44000 | Loss: 3.3165 | LR: 4.88e-04 | 1254.5ms/step | 15.9 samples/s +Step 4990/44000 | Loss: 3.3420 | LR: 4.88e-04 | 1253.8ms/step | 16.0 samples/s +Step 5000/44000 | Loss: 3.3407 | LR: 4.88e-04 | 1253.9ms/step | 15.9 samples/s +Validation at step 5000: Loss = 3.3502, Perplexity = 28.51 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-5000 +Step 5010/44000 | Loss: 3.3482 | LR: 4.88e-04 | 3659.4ms/step | 5.5 samples/s +Step 5020/44000 | Loss: 3.3284 | LR: 4.88e-04 | 1259.0ms/step | 15.9 samples/s +Step 5030/44000 | Loss: 3.3363 | LR: 4.88e-04 | 1259.8ms/step | 15.9 samples/s +Step 5040/44000 | Loss: 3.3455 | LR: 4.88e-04 | 1260.1ms/step | 15.9 samples/s +Step 5050/44000 | Loss: 3.3199 | LR: 4.88e-04 | 1259.8ms/step | 15.9 samples/s +Step 5060/44000 | Loss: 3.3495 | LR: 4.88e-04 | 1259.9ms/step | 15.9 samples/s +Step 5070/44000 | Loss: 3.3541 | LR: 4.88e-04 | 1259.9ms/step | 15.9 samples/s +Step 5080/44000 | Loss: 3.3447 | LR: 4.88e-04 | 1260.2ms/step | 15.9 samples/s +Step 5090/44000 | Loss: 3.3172 | LR: 4.88e-04 | 1260.3ms/step | 15.9 samples/s +Step 5100/44000 | Loss: 3.3446 | LR: 4.88e-04 | 1259.5ms/step | 15.9 samples/s +Step 5110/44000 | Loss: 3.3629 | LR: 4.88e-04 | 1261.0ms/step | 15.9 samples/s +Step 5120/44000 | Loss: 3.3601 | LR: 4.88e-04 | 1261.3ms/step | 15.9 samples/s +Step 5130/44000 | Loss: 3.3416 | LR: 4.87e-04 | 1259.3ms/step | 15.9 samples/s +Step 5140/44000 | Loss: 3.3171 | LR: 4.87e-04 | 1258.7ms/step | 15.9 samples/s +Step 5150/44000 | Loss: 3.3606 | LR: 4.87e-04 | 1260.0ms/step | 15.9 samples/s +Step 5160/44000 | Loss: 3.3589 | LR: 4.87e-04 | 1259.8ms/step | 15.9 samples/s +Step 5170/44000 | Loss: 3.3483 | LR: 4.87e-04 | 1259.8ms/step | 15.9 samples/s +Step 5180/44000 | Loss: 3.3070 | LR: 4.87e-04 | 1260.5ms/step | 15.9 samples/s +Step 5190/44000 | Loss: 3.3334 | LR: 4.87e-04 | 1259.7ms/step | 15.9 samples/s +Step 5200/44000 | Loss: 3.3021 | LR: 4.87e-04 | 1261.7ms/step | 15.9 samples/s +Step 5210/44000 | Loss: 3.3374 | LR: 4.87e-04 | 1260.5ms/step | 15.9 samples/s +Step 5220/44000 | Loss: 3.3314 | LR: 4.87e-04 | 1260.2ms/step | 15.9 samples/s +Step 5230/44000 | Loss: 3.2845 | LR: 4.87e-04 | 1261.1ms/step | 15.9 samples/s +Step 5240/44000 | Loss: 3.3145 | LR: 4.87e-04 | 1260.1ms/step | 15.9 samples/s +Step 5250/44000 | Loss: 3.3148 | LR: 4.87e-04 | 1259.9ms/step | 15.9 samples/s +Validation at step 5250: Loss = 3.3351, Perplexity = 28.08 +Step 5260/44000 | Loss: 3.3374 | LR: 4.87e-04 | 3388.2ms/step | 5.9 samples/s +Step 5270/44000 | Loss: 3.3060 | LR: 4.87e-04 | 1259.4ms/step | 15.9 samples/s +Step 5280/44000 | Loss: 3.3341 | LR: 4.87e-04 | 1260.1ms/step | 15.9 samples/s +Step 5290/44000 | Loss: 3.3190 | LR: 4.87e-04 | 1259.3ms/step | 15.9 samples/s +Step 5300/44000 | Loss: 3.2712 | LR: 4.86e-04 | 1258.9ms/step | 15.9 samples/s +Step 5310/44000 | Loss: 3.3123 | LR: 4.86e-04 | 1260.5ms/step | 15.9 samples/s +Step 5320/44000 | Loss: 3.3246 | LR: 4.86e-04 | 1259.9ms/step | 15.9 samples/s +Step 5330/44000 | Loss: 3.3207 | LR: 4.86e-04 | 1259.5ms/step | 15.9 samples/s +Step 5340/44000 | Loss: 3.3328 | LR: 4.86e-04 | 1258.7ms/step | 15.9 samples/s +Step 5350/44000 | Loss: 3.2998 | LR: 4.86e-04 | 1259.1ms/step | 15.9 samples/s +Step 5360/44000 | Loss: 3.3231 | LR: 4.86e-04 | 1258.4ms/step | 15.9 samples/s +Step 5370/44000 | Loss: 3.3227 | LR: 4.86e-04 | 1259.4ms/step | 15.9 samples/s +Step 5380/44000 | Loss: 3.3095 | LR: 4.86e-04 | 1259.7ms/step | 15.9 samples/s +Step 5390/44000 | Loss: 3.3328 | LR: 4.86e-04 | 1258.7ms/step | 15.9 samples/s +Step 5400/44000 | Loss: 3.3377 | LR: 4.86e-04 | 1262.2ms/step | 15.8 samples/s +Step 5410/44000 | Loss: 3.3245 | LR: 4.86e-04 | 1259.8ms/step | 15.9 samples/s +Step 5420/44000 | Loss: 3.3202 | LR: 4.86e-04 | 1260.0ms/step | 15.9 samples/s +Step 5430/44000 | Loss: 3.3018 | LR: 4.86e-04 | 1260.7ms/step | 15.9 samples/s +Step 5440/44000 | Loss: 3.3147 | LR: 4.86e-04 | 1263.6ms/step | 15.8 samples/s +Step 5450/44000 | Loss: 3.3267 | LR: 4.86e-04 | 1262.1ms/step | 15.8 samples/s +Step 5460/44000 | Loss: 3.3428 | LR: 4.86e-04 | 1260.5ms/step | 15.9 samples/s +Step 5470/44000 | Loss: 3.3222 | LR: 4.85e-04 | 1259.3ms/step | 15.9 samples/s +Step 5480/44000 | Loss: 3.3037 | LR: 4.85e-04 | 1260.0ms/step | 15.9 samples/s +Step 5490/44000 | Loss: 3.2907 | LR: 4.85e-04 | 1260.3ms/step | 15.9 samples/s +Step 5500/44000 | Loss: 3.3156 | LR: 4.85e-04 | 1260.4ms/step | 15.9 samples/s +Validation at step 5500: Loss = 3.3195, Perplexity = 27.65 +Step 5510/44000 | Loss: 3.3106 | LR: 4.85e-04 | 3381.5ms/step | 5.9 samples/s +Step 5520/44000 | Loss: 3.3130 | LR: 4.85e-04 | 1259.7ms/step | 15.9 samples/s +Step 5530/44000 | Loss: 3.2823 | LR: 4.85e-04 | 1260.4ms/step | 15.9 samples/s +Step 5540/44000 | Loss: 3.3165 | LR: 4.85e-04 | 1260.2ms/step | 15.9 samples/s +Step 5550/44000 | Loss: 3.2987 | LR: 4.85e-04 | 1259.9ms/step | 15.9 samples/s +Step 5560/44000 | Loss: 3.3085 | LR: 4.85e-04 | 1261.4ms/step | 15.9 samples/s +Step 5570/44000 | Loss: 3.3011 | LR: 4.85e-04 | 1260.3ms/step | 15.9 samples/s +Step 5580/44000 | Loss: 3.2913 | LR: 4.85e-04 | 1260.5ms/step | 15.9 samples/s +Step 5590/44000 | Loss: 3.2840 | LR: 4.85e-04 | 1261.0ms/step | 15.9 samples/s +Step 5600/44000 | Loss: 3.2853 | LR: 4.85e-04 | 1260.4ms/step | 15.9 samples/s +Step 5610/44000 | Loss: 3.3169 | LR: 4.85e-04 | 1260.1ms/step | 15.9 samples/s +Step 5620/44000 | Loss: 3.2986 | LR: 4.85e-04 | 1260.4ms/step | 15.9 samples/s +Step 5630/44000 | Loss: 3.3180 | LR: 4.84e-04 | 1260.9ms/step | 15.9 samples/s +Step 5640/44000 | Loss: 3.2919 | LR: 4.84e-04 | 1261.8ms/step | 15.8 samples/s +Step 5650/44000 | Loss: 3.2877 | LR: 4.84e-04 | 1261.5ms/step | 15.9 samples/s +Step 5660/44000 | Loss: 3.2751 | LR: 4.84e-04 | 1261.5ms/step | 15.9 samples/s +Step 5670/44000 | Loss: 3.2933 | LR: 4.84e-04 | 1260.9ms/step | 15.9 samples/s +Step 5680/44000 | Loss: 3.2760 | LR: 4.84e-04 | 1261.1ms/step | 15.9 samples/s +Step 5690/44000 | Loss: 3.3236 | LR: 4.84e-04 | 1261.1ms/step | 15.9 samples/s +Step 5700/44000 | Loss: 3.3138 | LR: 4.84e-04 | 1263.1ms/step | 15.8 samples/s +Step 5710/44000 | Loss: 3.2625 | LR: 4.84e-04 | 1263.3ms/step | 15.8 samples/s +Step 5720/44000 | Loss: 3.2614 | LR: 4.84e-04 | 1257.9ms/step | 15.9 samples/s +Step 5730/44000 | Loss: 3.2809 | LR: 4.84e-04 | 1262.0ms/step | 15.8 samples/s +Step 5740/44000 | Loss: 3.2839 | LR: 4.84e-04 | 1261.8ms/step | 15.8 samples/s +Step 5750/44000 | Loss: 3.2873 | LR: 4.84e-04 | 1260.7ms/step | 15.9 samples/s +Validation at step 5750: Loss = 3.3068, Perplexity = 27.30 +Step 5760/44000 | Loss: 3.3114 | LR: 4.84e-04 | 3381.4ms/step | 5.9 samples/s +Step 5770/44000 | Loss: 3.3166 | LR: 4.84e-04 | 1260.6ms/step | 15.9 samples/s +Step 5780/44000 | Loss: 3.2939 | LR: 4.83e-04 | 1261.8ms/step | 15.9 samples/s +Step 5790/44000 | Loss: 3.2784 | LR: 4.83e-04 | 1260.5ms/step | 15.9 samples/s +Step 5800/44000 | Loss: 3.3035 | LR: 4.83e-04 | 1259.2ms/step | 15.9 samples/s +Step 5810/44000 | Loss: 3.3166 | LR: 4.83e-04 | 1259.7ms/step | 15.9 samples/s +Step 5820/44000 | Loss: 3.2989 | LR: 4.83e-04 | 1260.0ms/step | 15.9 samples/s +Step 5830/44000 | Loss: 3.2948 | LR: 4.83e-04 | 1258.5ms/step | 15.9 samples/s +Step 5840/44000 | Loss: 3.2885 | LR: 4.83e-04 | 1259.0ms/step | 15.9 samples/s +Step 5850/44000 | Loss: 3.2699 | LR: 4.83e-04 | 1258.6ms/step | 15.9 samples/s +Step 5860/44000 | Loss: 3.2987 | LR: 4.83e-04 | 1257.8ms/step | 15.9 samples/s +Step 5870/44000 | Loss: 3.3053 | LR: 4.83e-04 | 1258.4ms/step | 15.9 samples/s +Step 5880/44000 | Loss: 3.2841 | LR: 4.83e-04 | 1260.3ms/step | 15.9 samples/s +Step 5890/44000 | Loss: 3.2997 | LR: 4.83e-04 | 1259.3ms/step | 15.9 samples/s +Step 5900/44000 | Loss: 3.2876 | LR: 4.83e-04 | 1259.0ms/step | 15.9 samples/s +Step 5910/44000 | Loss: 3.2961 | LR: 4.83e-04 | 1259.9ms/step | 15.9 samples/s +Step 5920/44000 | Loss: 3.3051 | LR: 4.83e-04 | 1260.0ms/step | 15.9 samples/s +Step 5930/44000 | Loss: 3.2560 | LR: 4.83e-04 | 1259.8ms/step | 15.9 samples/s +Step 5940/44000 | Loss: 3.3061 | LR: 4.82e-04 | 1259.8ms/step | 15.9 samples/s +Step 5950/44000 | Loss: 3.2663 | LR: 4.82e-04 | 1259.9ms/step | 15.9 samples/s +Step 5960/44000 | Loss: 3.2589 | LR: 4.82e-04 | 1260.3ms/step | 15.9 samples/s +Step 5970/44000 | Loss: 3.2644 | LR: 4.82e-04 | 1259.9ms/step | 15.9 samples/s +Step 5980/44000 | Loss: 3.2602 | LR: 4.82e-04 | 1260.2ms/step | 15.9 samples/s +Step 5990/44000 | Loss: 3.2593 | LR: 4.82e-04 | 1259.9ms/step | 15.9 samples/s +Step 6000/44000 | Loss: 3.2860 | LR: 4.82e-04 | 1260.3ms/step | 15.9 samples/s +Validation at step 6000: Loss = 3.2945, Perplexity = 26.96 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-6000 +Step 6010/44000 | Loss: 3.3081 | LR: 4.82e-04 | 3673.8ms/step | 5.4 samples/s +Step 6020/44000 | Loss: 3.2697 | LR: 4.82e-04 | 1261.7ms/step | 15.9 samples/s +Step 6030/44000 | Loss: 3.2759 | LR: 4.82e-04 | 1263.0ms/step | 15.8 samples/s +Step 6040/44000 | Loss: 3.2776 | LR: 4.82e-04 | 1264.4ms/step | 15.8 samples/s +Step 6050/44000 | Loss: 3.2815 | LR: 4.82e-04 | 1260.8ms/step | 15.9 samples/s +Step 6060/44000 | Loss: 3.3051 | LR: 4.82e-04 | 1260.1ms/step | 15.9 samples/s +Step 6070/44000 | Loss: 3.2831 | LR: 4.82e-04 | 1259.6ms/step | 15.9 samples/s +Step 6080/44000 | Loss: 3.2784 | LR: 4.81e-04 | 1259.5ms/step | 15.9 samples/s +Step 6090/44000 | Loss: 3.3069 | LR: 4.81e-04 | 1260.1ms/step | 15.9 samples/s +Step 6100/44000 | Loss: 3.2593 | LR: 4.81e-04 | 1260.1ms/step | 15.9 samples/s +Step 6110/44000 | Loss: 3.2749 | LR: 4.81e-04 | 1260.2ms/step | 15.9 samples/s +Step 6120/44000 | Loss: 3.2552 | LR: 4.81e-04 | 1261.5ms/step | 15.9 samples/s +Step 6130/44000 | Loss: 3.2726 | LR: 4.81e-04 | 1264.4ms/step | 15.8 samples/s +Step 6140/44000 | Loss: 3.2587 | LR: 4.81e-04 | 1265.0ms/step | 15.8 samples/s +Step 6150/44000 | Loss: 3.2686 | LR: 4.81e-04 | 1264.9ms/step | 15.8 samples/s +Step 6160/44000 | Loss: 3.2656 | LR: 4.81e-04 | 1262.3ms/step | 15.8 samples/s +Step 6170/44000 | Loss: 3.2833 | LR: 4.81e-04 | 1263.1ms/step | 15.8 samples/s +Step 6180/44000 | Loss: 3.2788 | LR: 4.81e-04 | 1262.7ms/step | 15.8 samples/s +Step 6190/44000 | Loss: 3.2640 | LR: 4.81e-04 | 1260.3ms/step | 15.9 samples/s +Step 6200/44000 | Loss: 3.2781 | LR: 4.81e-04 | 1262.9ms/step | 15.8 samples/s +Step 6210/44000 | Loss: 3.2740 | LR: 4.81e-04 | 1261.1ms/step | 15.9 samples/s +Step 6220/44000 | Loss: 3.3041 | LR: 4.81e-04 | 1260.1ms/step | 15.9 samples/s +Step 6230/44000 | Loss: 3.2707 | LR: 4.80e-04 | 1260.9ms/step | 15.9 samples/s +Step 6240/44000 | Loss: 3.2903 | LR: 4.80e-04 | 1260.2ms/step | 15.9 samples/s +Step 6250/44000 | Loss: 3.2854 | LR: 4.80e-04 | 1258.5ms/step | 15.9 samples/s +Validation at step 6250: Loss = 3.2934, Perplexity = 26.93 +Step 6260/44000 | Loss: 3.2835 | LR: 4.80e-04 | 3379.7ms/step | 5.9 samples/s +Step 6270/44000 | Loss: 3.3059 | LR: 4.80e-04 | 1260.4ms/step | 15.9 samples/s +Step 6280/44000 | Loss: 3.2555 | LR: 4.80e-04 | 1264.7ms/step | 15.8 samples/s +Step 6290/44000 | Loss: 3.2856 | LR: 4.80e-04 | 1263.6ms/step | 15.8 samples/s +Step 6300/44000 | Loss: 3.2626 | LR: 4.80e-04 | 1260.7ms/step | 15.9 samples/s +Step 6310/44000 | Loss: 3.2684 | LR: 4.80e-04 | 1262.4ms/step | 15.8 samples/s +Step 6320/44000 | Loss: 3.2615 | LR: 4.80e-04 | 1260.5ms/step | 15.9 samples/s +Step 6330/44000 | Loss: 3.2681 | LR: 4.80e-04 | 1259.4ms/step | 15.9 samples/s +Step 6340/44000 | Loss: 3.2794 | LR: 4.80e-04 | 1260.5ms/step | 15.9 samples/s +Step 6350/44000 | Loss: 3.2380 | LR: 4.80e-04 | 1260.1ms/step | 15.9 samples/s +Step 6360/44000 | Loss: 3.2935 | LR: 4.80e-04 | 1260.1ms/step | 15.9 samples/s +Step 6370/44000 | Loss: 3.2632 | LR: 4.79e-04 | 1260.5ms/step | 15.9 samples/s +Step 6380/44000 | Loss: 3.2517 | LR: 4.79e-04 | 1259.3ms/step | 15.9 samples/s +Step 6390/44000 | Loss: 3.2452 | LR: 4.79e-04 | 1260.3ms/step | 15.9 samples/s +Step 6400/44000 | Loss: 3.2764 | LR: 4.79e-04 | 1262.3ms/step | 15.8 samples/s +Step 6410/44000 | Loss: 3.2455 | LR: 4.79e-04 | 1261.0ms/step | 15.9 samples/s +Step 6420/44000 | Loss: 3.2769 | LR: 4.79e-04 | 1260.9ms/step | 15.9 samples/s +Step 6430/44000 | Loss: 3.2400 | LR: 4.79e-04 | 1261.1ms/step | 15.9 samples/s +Step 6440/44000 | Loss: 3.2567 | LR: 4.79e-04 | 1260.4ms/step | 15.9 samples/s +Step 6450/44000 | Loss: 3.2526 | LR: 4.79e-04 | 1259.6ms/step | 15.9 samples/s +Step 6460/44000 | Loss: 3.2625 | LR: 4.79e-04 | 1259.9ms/step | 15.9 samples/s +Step 6470/44000 | Loss: 3.2421 | LR: 4.79e-04 | 1259.5ms/step | 15.9 samples/s +Step 6480/44000 | Loss: 3.2556 | LR: 4.79e-04 | 1259.7ms/step | 15.9 samples/s +Step 6490/44000 | Loss: 3.2478 | LR: 4.79e-04 | 1258.8ms/step | 15.9 samples/s +Step 6500/44000 | Loss: 3.2462 | LR: 4.79e-04 | 1258.9ms/step | 15.9 samples/s +Validation at step 6500: Loss = 3.2735, Perplexity = 26.40 +Step 6510/44000 | Loss: 3.2702 | LR: 4.78e-04 | 3379.4ms/step | 5.9 samples/s +Step 6520/44000 | Loss: 3.2785 | LR: 4.78e-04 | 1260.6ms/step | 15.9 samples/s +Step 6530/44000 | Loss: 3.2764 | LR: 4.78e-04 | 1261.0ms/step | 15.9 samples/s +Step 6540/44000 | Loss: 3.2720 | LR: 4.78e-04 | 1258.7ms/step | 15.9 samples/s +Step 6550/44000 | Loss: 3.2725 | LR: 4.78e-04 | 1260.2ms/step | 15.9 samples/s +Step 6560/44000 | Loss: 3.2527 | LR: 4.78e-04 | 1260.0ms/step | 15.9 samples/s +Step 6570/44000 | Loss: 3.2532 | LR: 4.78e-04 | 1260.2ms/step | 15.9 samples/s +Step 6580/44000 | Loss: 3.2930 | LR: 4.78e-04 | 1259.7ms/step | 15.9 samples/s +Step 6590/44000 | Loss: 3.2611 | LR: 4.78e-04 | 1260.0ms/step | 15.9 samples/s +Step 6600/44000 | Loss: 3.2492 | LR: 4.78e-04 | 1260.1ms/step | 15.9 samples/s +Step 6610/44000 | Loss: 3.2143 | LR: 4.78e-04 | 1260.0ms/step | 15.9 samples/s +Step 6620/44000 | Loss: 3.2471 | LR: 4.78e-04 | 1261.8ms/step | 15.9 samples/s +Step 6630/44000 | Loss: 3.2503 | LR: 4.78e-04 | 1262.3ms/step | 15.8 samples/s +Step 6640/44000 | Loss: 3.2400 | LR: 4.77e-04 | 1260.1ms/step | 15.9 samples/s +Step 6650/44000 | Loss: 3.2661 | LR: 4.77e-04 | 1259.8ms/step | 15.9 samples/s +Step 6660/44000 | Loss: 3.2913 | LR: 4.77e-04 | 1260.3ms/step | 15.9 samples/s +Step 6670/44000 | Loss: 3.2385 | LR: 4.77e-04 | 1260.1ms/step | 15.9 samples/s +Step 6680/44000 | Loss: 3.2620 | LR: 4.77e-04 | 1260.6ms/step | 15.9 samples/s +Step 6690/44000 | Loss: 3.2637 | LR: 4.77e-04 | 1261.2ms/step | 15.9 samples/s +Step 6700/44000 | Loss: 3.2639 | LR: 4.77e-04 | 1261.8ms/step | 15.9 samples/s +Step 6710/44000 | Loss: 3.2616 | LR: 4.77e-04 | 1260.5ms/step | 15.9 samples/s +Step 6720/44000 | Loss: 3.2282 | LR: 4.77e-04 | 1263.4ms/step | 15.8 samples/s +Step 6730/44000 | Loss: 3.2625 | LR: 4.77e-04 | 1262.1ms/step | 15.8 samples/s +Step 6740/44000 | Loss: 3.2389 | LR: 4.77e-04 | 1260.1ms/step | 15.9 samples/s +Step 6750/44000 | Loss: 3.2436 | LR: 4.77e-04 | 1261.2ms/step | 15.9 samples/s +Validation at step 6750: Loss = 3.2645, Perplexity = 26.17 +Step 6760/44000 | Loss: 3.2699 | LR: 4.77e-04 | 3384.7ms/step | 5.9 samples/s +Step 6770/44000 | Loss: 3.2661 | LR: 4.76e-04 | 1259.9ms/step | 15.9 samples/s +Step 6780/44000 | Loss: 3.2633 | LR: 4.76e-04 | 1260.5ms/step | 15.9 samples/s +Step 6790/44000 | Loss: 3.2553 | LR: 4.76e-04 | 1259.8ms/step | 15.9 samples/s +Step 6800/44000 | Loss: 3.2098 | LR: 4.76e-04 | 1259.7ms/step | 15.9 samples/s +Step 6810/44000 | Loss: 3.2699 | LR: 4.76e-04 | 1260.4ms/step | 15.9 samples/s +Step 6820/44000 | Loss: 3.2373 | LR: 4.76e-04 | 1261.5ms/step | 15.9 samples/s +Step 6830/44000 | Loss: 3.2523 | LR: 4.76e-04 | 1260.1ms/step | 15.9 samples/s +Step 6840/44000 | Loss: 3.2548 | LR: 4.76e-04 | 1260.4ms/step | 15.9 samples/s +Step 6850/44000 | Loss: 3.2572 | LR: 4.76e-04 | 1261.8ms/step | 15.9 samples/s +Step 6860/44000 | Loss: 3.2560 | LR: 4.76e-04 | 1259.9ms/step | 15.9 samples/s +Step 6870/44000 | Loss: 3.2316 | LR: 4.76e-04 | 1260.5ms/step | 15.9 samples/s +Step 6880/44000 | Loss: 3.2037 | LR: 4.76e-04 | 1259.9ms/step | 15.9 samples/s +Step 6890/44000 | Loss: 3.2606 | LR: 4.76e-04 | 1263.5ms/step | 15.8 samples/s +Step 6900/44000 | Loss: 3.2725 | LR: 4.75e-04 | 1263.3ms/step | 15.8 samples/s +Step 6910/44000 | Loss: 3.2359 | LR: 4.75e-04 | 1259.9ms/step | 15.9 samples/s +Step 6920/44000 | Loss: 3.2552 | LR: 4.75e-04 | 1260.2ms/step | 15.9 samples/s +Step 6930/44000 | Loss: 3.2368 | LR: 4.75e-04 | 1260.4ms/step | 15.9 samples/s +Step 6940/44000 | Loss: 3.2625 | LR: 4.75e-04 | 1260.2ms/step | 15.9 samples/s +Step 6950/44000 | Loss: 3.2613 | LR: 4.75e-04 | 1259.9ms/step | 15.9 samples/s +Step 6960/44000 | Loss: 3.2350 | LR: 4.75e-04 | 1259.9ms/step | 15.9 samples/s +Step 6970/44000 | Loss: 3.2573 | LR: 4.75e-04 | 1260.0ms/step | 15.9 samples/s +Step 6980/44000 | Loss: 3.2245 | LR: 4.75e-04 | 1260.2ms/step | 15.9 samples/s +Step 6990/44000 | Loss: 3.2309 | LR: 4.75e-04 | 1259.4ms/step | 15.9 samples/s +Step 7000/44000 | Loss: 3.2382 | LR: 4.75e-04 | 1260.2ms/step | 15.9 samples/s +Validation at step 7000: Loss = 3.2543, Perplexity = 25.90 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-7000 +Step 7010/44000 | Loss: 3.2301 | LR: 4.75e-04 | 3675.6ms/step | 5.4 samples/s +Step 7020/44000 | Loss: 3.2314 | LR: 4.75e-04 | 1252.3ms/step | 16.0 samples/s +Step 7030/44000 | Loss: 3.2534 | LR: 4.74e-04 | 1253.3ms/step | 16.0 samples/s +Step 7040/44000 | Loss: 3.2451 | LR: 4.74e-04 | 1253.7ms/step | 16.0 samples/s +Step 7050/44000 | Loss: 3.2710 | LR: 4.74e-04 | 1254.2ms/step | 15.9 samples/s +Step 7060/44000 | Loss: 3.2528 | LR: 4.74e-04 | 1254.5ms/step | 15.9 samples/s +Step 7070/44000 | Loss: 3.2394 | LR: 4.74e-04 | 1253.4ms/step | 16.0 samples/s +Step 7080/44000 | Loss: 3.2300 | LR: 4.74e-04 | 1254.5ms/step | 15.9 samples/s +Step 7090/44000 | Loss: 3.2092 | LR: 4.74e-04 | 1255.0ms/step | 15.9 samples/s +Step 7100/44000 | Loss: 3.2359 | LR: 4.74e-04 | 1253.5ms/step | 16.0 samples/s +Step 7110/44000 | Loss: 3.2106 | LR: 4.74e-04 | 1254.4ms/step | 15.9 samples/s +Step 7120/44000 | Loss: 3.2303 | LR: 4.74e-04 | 1253.2ms/step | 16.0 samples/s +Step 7130/44000 | Loss: 3.2438 | LR: 4.74e-04 | 1257.9ms/step | 15.9 samples/s +Step 7140/44000 | Loss: 3.2637 | LR: 4.74e-04 | 1253.9ms/step | 16.0 samples/s +Step 7150/44000 | Loss: 3.2439 | LR: 4.73e-04 | 1254.6ms/step | 15.9 samples/s +Step 7160/44000 | Loss: 3.2540 | LR: 4.73e-04 | 1254.0ms/step | 15.9 samples/s +Step 7170/44000 | Loss: 3.2552 | LR: 4.73e-04 | 1253.6ms/step | 16.0 samples/s +Step 7180/44000 | Loss: 3.2380 | LR: 4.73e-04 | 1254.9ms/step | 15.9 samples/s +Step 7190/44000 | Loss: 3.1999 | LR: 4.73e-04 | 1255.2ms/step | 15.9 samples/s +Step 7200/44000 | Loss: 3.2517 | LR: 4.73e-04 | 1253.9ms/step | 16.0 samples/s +Step 7210/44000 | Loss: 3.2722 | LR: 4.73e-04 | 1253.4ms/step | 16.0 samples/s +Step 7220/44000 | Loss: 3.2553 | LR: 4.73e-04 | 1253.1ms/step | 16.0 samples/s +Step 7230/44000 | Loss: 3.2523 | LR: 4.73e-04 | 1252.6ms/step | 16.0 samples/s +Step 7240/44000 | Loss: 3.2423 | LR: 4.73e-04 | 1253.8ms/step | 16.0 samples/s +Step 7250/44000 | Loss: 3.2470 | LR: 4.73e-04 | 1254.3ms/step | 15.9 samples/s +Validation at step 7250: Loss = 3.2440, Perplexity = 25.64 +Step 7260/44000 | Loss: 3.2264 | LR: 4.73e-04 | 3365.3ms/step | 5.9 samples/s +Step 7270/44000 | Loss: 3.2367 | LR: 4.72e-04 | 1256.9ms/step | 15.9 samples/s +Step 7280/44000 | Loss: 3.2171 | LR: 4.72e-04 | 1254.5ms/step | 15.9 samples/s +Step 7290/44000 | Loss: 3.2580 | LR: 4.72e-04 | 1253.1ms/step | 16.0 samples/s +Step 7300/44000 | Loss: 3.2410 | LR: 4.72e-04 | 1254.4ms/step | 15.9 samples/s +Step 7310/44000 | Loss: 3.2571 | LR: 4.72e-04 | 1253.5ms/step | 16.0 samples/s +Step 7320/44000 | Loss: 3.2581 | LR: 4.72e-04 | 1254.6ms/step | 15.9 samples/s +Step 7330/44000 | Loss: 3.2514 | LR: 4.72e-04 | 1253.4ms/step | 16.0 samples/s +Step 7340/44000 | Loss: 3.2600 | LR: 4.72e-04 | 1251.3ms/step | 16.0 samples/s +Step 7350/44000 | Loss: 3.2082 | LR: 4.72e-04 | 1255.7ms/step | 15.9 samples/s +Step 7360/44000 | Loss: 3.2156 | LR: 4.72e-04 | 1254.8ms/step | 15.9 samples/s +Step 7370/44000 | Loss: 3.2076 | LR: 4.72e-04 | 1252.2ms/step | 16.0 samples/s +Step 7380/44000 | Loss: 3.2356 | LR: 4.72e-04 | 1251.5ms/step | 16.0 samples/s +Step 7390/44000 | Loss: 3.2417 | LR: 4.71e-04 | 1255.4ms/step | 15.9 samples/s +Step 7400/44000 | Loss: 3.2334 | LR: 4.71e-04 | 1254.0ms/step | 15.9 samples/s +Step 7410/44000 | Loss: 3.2572 | LR: 4.71e-04 | 1253.5ms/step | 16.0 samples/s +Step 7420/44000 | Loss: 3.2595 | LR: 4.71e-04 | 1253.8ms/step | 16.0 samples/s +Step 7430/44000 | Loss: 3.2373 | LR: 4.71e-04 | 1253.6ms/step | 16.0 samples/s +Step 7440/44000 | Loss: 3.2407 | LR: 4.71e-04 | 1255.0ms/step | 15.9 samples/s +Step 7450/44000 | Loss: 3.2544 | LR: 4.71e-04 | 1253.9ms/step | 15.9 samples/s +Step 7460/44000 | Loss: 3.1984 | LR: 4.71e-04 | 1254.6ms/step | 15.9 samples/s +Step 7470/44000 | Loss: 3.2415 | LR: 4.71e-04 | 1254.1ms/step | 15.9 samples/s +Step 7480/44000 | Loss: 3.1953 | LR: 4.71e-04 | 1254.1ms/step | 15.9 samples/s +Step 7490/44000 | Loss: 3.2361 | LR: 4.71e-04 | 1253.4ms/step | 16.0 samples/s +Step 7500/44000 | Loss: 3.1997 | LR: 4.71e-04 | 1252.8ms/step | 16.0 samples/s +Validation at step 7500: Loss = 3.2364, Perplexity = 25.44 +Step 7510/44000 | Loss: 3.2117 | LR: 4.70e-04 | 3368.2ms/step | 5.9 samples/s +Step 7520/44000 | Loss: 3.2273 | LR: 4.70e-04 | 1253.8ms/step | 16.0 samples/s +Step 7530/44000 | Loss: 3.2566 | LR: 4.70e-04 | 1254.6ms/step | 15.9 samples/s +Step 7540/44000 | Loss: 3.2126 | LR: 4.70e-04 | 1255.6ms/step | 15.9 samples/s +Step 7550/44000 | Loss: 3.2171 | LR: 4.70e-04 | 1254.5ms/step | 15.9 samples/s +Step 7560/44000 | Loss: 3.2201 | LR: 4.70e-04 | 1255.4ms/step | 15.9 samples/s +Step 7570/44000 | Loss: 3.2506 | LR: 4.70e-04 | 1254.7ms/step | 15.9 samples/s +Step 7580/44000 | Loss: 3.2072 | LR: 4.70e-04 | 1254.2ms/step | 15.9 samples/s +Step 7590/44000 | Loss: 3.2507 | LR: 4.70e-04 | 1254.0ms/step | 15.9 samples/s +Step 7600/44000 | Loss: 3.2297 | LR: 4.70e-04 | 1253.9ms/step | 16.0 samples/s +Step 7610/44000 | Loss: 3.2492 | LR: 4.70e-04 | 1254.7ms/step | 15.9 samples/s +Step 7620/44000 | Loss: 3.2021 | LR: 4.70e-04 | 1254.3ms/step | 15.9 samples/s +Step 7630/44000 | Loss: 3.2563 | LR: 4.69e-04 | 1254.6ms/step | 15.9 samples/s +Step 7640/44000 | Loss: 3.2142 | LR: 4.69e-04 | 1255.0ms/step | 15.9 samples/s +Step 7650/44000 | Loss: 3.2261 | LR: 4.69e-04 | 1255.4ms/step | 15.9 samples/s +Step 7660/44000 | Loss: 3.2361 | LR: 4.69e-04 | 1253.9ms/step | 16.0 samples/s +Step 7670/44000 | Loss: 3.2173 | LR: 4.69e-04 | 1254.5ms/step | 15.9 samples/s +Step 7680/44000 | Loss: 3.2375 | LR: 4.69e-04 | 1254.1ms/step | 15.9 samples/s +Step 7690/44000 | Loss: 3.2006 | LR: 4.69e-04 | 1255.2ms/step | 15.9 samples/s +Step 7700/44000 | Loss: 3.2247 | LR: 4.69e-04 | 1254.4ms/step | 15.9 samples/s +Step 7710/44000 | Loss: 3.2472 | LR: 4.69e-04 | 1255.6ms/step | 15.9 samples/s +Step 7720/44000 | Loss: 3.2472 | LR: 4.69e-04 | 1253.9ms/step | 15.9 samples/s +Step 7730/44000 | Loss: 3.2416 | LR: 4.69e-04 | 1255.0ms/step | 15.9 samples/s +Step 7740/44000 | Loss: 3.2110 | LR: 4.68e-04 | 1255.3ms/step | 15.9 samples/s +Step 7750/44000 | Loss: 3.1894 | LR: 4.68e-04 | 1254.2ms/step | 15.9 samples/s +Validation at step 7750: Loss = 3.2276, Perplexity = 25.22 +Step 7760/44000 | Loss: 3.1997 | LR: 4.68e-04 | 3365.9ms/step | 5.9 samples/s +Step 7770/44000 | Loss: 3.2026 | LR: 4.68e-04 | 1254.5ms/step | 15.9 samples/s +Step 7780/44000 | Loss: 3.1999 | LR: 4.68e-04 | 1255.4ms/step | 15.9 samples/s +Step 7790/44000 | Loss: 3.2228 | LR: 4.68e-04 | 1255.3ms/step | 15.9 samples/s +Step 7800/44000 | Loss: 3.2125 | LR: 4.68e-04 | 1255.2ms/step | 15.9 samples/s +Step 7810/44000 | Loss: 3.2012 | LR: 4.68e-04 | 1255.7ms/step | 15.9 samples/s +Step 7820/44000 | Loss: 3.2167 | LR: 4.68e-04 | 1254.1ms/step | 15.9 samples/s +Step 7830/44000 | Loss: 3.2320 | LR: 4.68e-04 | 1254.0ms/step | 15.9 samples/s +Step 7840/44000 | Loss: 3.2113 | LR: 4.68e-04 | 1253.8ms/step | 16.0 samples/s +Step 7850/44000 | Loss: 3.1915 | LR: 4.67e-04 | 1254.0ms/step | 15.9 samples/s +Step 7860/44000 | Loss: 3.2095 | LR: 4.67e-04 | 1255.9ms/step | 15.9 samples/s +Step 7870/44000 | Loss: 3.2125 | LR: 4.67e-04 | 1254.0ms/step | 15.9 samples/s +Step 7880/44000 | Loss: 3.1724 | LR: 4.67e-04 | 1255.1ms/step | 15.9 samples/s +Step 7890/44000 | Loss: 3.1925 | LR: 4.67e-04 | 1255.3ms/step | 15.9 samples/s +Step 7900/44000 | Loss: 3.2401 | LR: 4.67e-04 | 1254.7ms/step | 15.9 samples/s +Step 7910/44000 | Loss: 3.1884 | LR: 4.67e-04 | 1255.1ms/step | 15.9 samples/s +Step 7920/44000 | Loss: 3.2241 | LR: 4.67e-04 | 1255.6ms/step | 15.9 samples/s +Step 7930/44000 | Loss: 3.2019 | LR: 4.67e-04 | 1254.3ms/step | 15.9 samples/s +Step 7940/44000 | Loss: 3.2185 | LR: 4.67e-04 | 1255.0ms/step | 15.9 samples/s +Step 7950/44000 | Loss: 3.2135 | LR: 4.67e-04 | 1255.0ms/step | 15.9 samples/s +Step 7960/44000 | Loss: 3.2080 | LR: 4.66e-04 | 1253.6ms/step | 16.0 samples/s +Step 7970/44000 | Loss: 3.2019 | LR: 4.66e-04 | 1253.9ms/step | 16.0 samples/s +Step 7980/44000 | Loss: 3.2273 | LR: 4.66e-04 | 1255.7ms/step | 15.9 samples/s +Step 7990/44000 | Loss: 3.2234 | LR: 4.66e-04 | 1255.6ms/step | 15.9 samples/s +Step 8000/44000 | Loss: 3.1956 | LR: 4.66e-04 | 1254.1ms/step | 15.9 samples/s +Validation at step 8000: Loss = 3.2196, Perplexity = 25.02 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-8000 +Step 8010/44000 | Loss: 3.1662 | LR: 4.66e-04 | 3657.3ms/step | 5.5 samples/s +Step 8020/44000 | Loss: 3.1888 | LR: 4.66e-04 | 1255.9ms/step | 15.9 samples/s +Step 8030/44000 | Loss: 3.1891 | LR: 4.66e-04 | 1256.7ms/step | 15.9 samples/s +Step 8040/44000 | Loss: 3.2127 | LR: 4.66e-04 | 1259.2ms/step | 15.9 samples/s +Step 8050/44000 | Loss: 3.1963 | LR: 4.66e-04 | 1258.6ms/step | 15.9 samples/s +Step 8060/44000 | Loss: 3.2294 | LR: 4.66e-04 | 1260.0ms/step | 15.9 samples/s +Step 8070/44000 | Loss: 3.1945 | LR: 4.65e-04 | 1260.1ms/step | 15.9 samples/s +Step 8080/44000 | Loss: 3.1856 | LR: 4.65e-04 | 1259.7ms/step | 15.9 samples/s +Step 8090/44000 | Loss: 3.1874 | LR: 4.65e-04 | 1260.0ms/step | 15.9 samples/s +Step 8100/44000 | Loss: 3.2123 | LR: 4.65e-04 | 1258.9ms/step | 15.9 samples/s +Step 8110/44000 | Loss: 3.2055 | LR: 4.65e-04 | 1259.1ms/step | 15.9 samples/s +Step 8120/44000 | Loss: 3.1971 | LR: 4.65e-04 | 1260.2ms/step | 15.9 samples/s +Step 8130/44000 | Loss: 3.1976 | LR: 4.65e-04 | 1259.6ms/step | 15.9 samples/s +Step 8140/44000 | Loss: 3.2315 | LR: 4.65e-04 | 1260.1ms/step | 15.9 samples/s +Step 8150/44000 | Loss: 3.1948 | LR: 4.65e-04 | 1259.7ms/step | 15.9 samples/s +Step 8160/44000 | Loss: 3.1874 | LR: 4.65e-04 | 1262.5ms/step | 15.8 samples/s +Step 8170/44000 | Loss: 3.2124 | LR: 4.65e-04 | 1259.4ms/step | 15.9 samples/s +Step 8180/44000 | Loss: 3.2007 | LR: 4.64e-04 | 1254.9ms/step | 15.9 samples/s +Step 8190/44000 | Loss: 3.1933 | LR: 4.64e-04 | 1255.5ms/step | 15.9 samples/s +Step 8200/44000 | Loss: 3.2189 | LR: 4.64e-04 | 1255.2ms/step | 15.9 samples/s +Step 8210/44000 | Loss: 3.2187 | LR: 4.64e-04 | 1254.9ms/step | 15.9 samples/s +Step 8220/44000 | Loss: 3.2245 | LR: 4.64e-04 | 1256.0ms/step | 15.9 samples/s +Step 8230/44000 | Loss: 3.1864 | LR: 4.64e-04 | 1255.4ms/step | 15.9 samples/s +Step 8240/44000 | Loss: 3.1992 | LR: 4.64e-04 | 1256.0ms/step | 15.9 samples/s +Step 8250/44000 | Loss: 3.1948 | LR: 4.64e-04 | 1255.0ms/step | 15.9 samples/s +Validation at step 8250: Loss = 3.2116, Perplexity = 24.82 +Step 8260/44000 | Loss: 3.1802 | LR: 4.64e-04 | 3365.2ms/step | 5.9 samples/s +Step 8270/44000 | Loss: 3.2237 | LR: 4.64e-04 | 1255.1ms/step | 15.9 samples/s +Step 8280/44000 | Loss: 3.2023 | LR: 4.64e-04 | 1255.4ms/step | 15.9 samples/s +Step 8290/44000 | Loss: 3.2059 | LR: 4.63e-04 | 1255.0ms/step | 15.9 samples/s +Step 8300/44000 | Loss: 3.1604 | LR: 4.63e-04 | 1254.5ms/step | 15.9 samples/s +Step 8310/44000 | Loss: 3.2127 | LR: 4.63e-04 | 1254.8ms/step | 15.9 samples/s +Step 8320/44000 | Loss: 3.1881 | LR: 4.63e-04 | 1255.1ms/step | 15.9 samples/s +Step 8330/44000 | Loss: 3.1937 | LR: 4.63e-04 | 1255.0ms/step | 15.9 samples/s +Step 8340/44000 | Loss: 3.2414 | LR: 4.63e-04 | 1255.0ms/step | 15.9 samples/s +Step 8350/44000 | Loss: 3.1890 | LR: 4.63e-04 | 1254.7ms/step | 15.9 samples/s +Step 8360/44000 | Loss: 3.2143 | LR: 4.63e-04 | 1254.8ms/step | 15.9 samples/s +Step 8370/44000 | Loss: 3.2007 | LR: 4.63e-04 | 1254.4ms/step | 15.9 samples/s +Step 8380/44000 | Loss: 3.2353 | LR: 4.63e-04 | 1256.3ms/step | 15.9 samples/s +Step 8390/44000 | Loss: 3.1715 | LR: 4.62e-04 | 1259.2ms/step | 15.9 samples/s +Step 8400/44000 | Loss: 3.1864 | LR: 4.62e-04 | 1259.2ms/step | 15.9 samples/s +Step 8410/44000 | Loss: 3.1851 | LR: 4.62e-04 | 1256.5ms/step | 15.9 samples/s +Step 8420/44000 | Loss: 3.2252 | LR: 4.62e-04 | 1254.5ms/step | 15.9 samples/s +Step 8430/44000 | Loss: 3.1882 | LR: 4.62e-04 | 1252.6ms/step | 16.0 samples/s +Step 8440/44000 | Loss: 3.2148 | LR: 4.62e-04 | 1253.8ms/step | 16.0 samples/s +Step 8450/44000 | Loss: 3.1662 | LR: 4.62e-04 | 1253.3ms/step | 16.0 samples/s +Step 8460/44000 | Loss: 3.2160 | LR: 4.62e-04 | 1252.9ms/step | 16.0 samples/s +Step 8470/44000 | Loss: 3.1620 | LR: 4.62e-04 | 1253.0ms/step | 16.0 samples/s +Step 8480/44000 | Loss: 3.1877 | LR: 4.62e-04 | 1253.9ms/step | 16.0 samples/s +Step 8490/44000 | Loss: 3.2103 | LR: 4.62e-04 | 1255.9ms/step | 15.9 samples/s +Step 8500/44000 | Loss: 3.2175 | LR: 4.61e-04 | 1256.5ms/step | 15.9 samples/s +Validation at step 8500: Loss = 3.2040, Perplexity = 24.63 +Step 8510/44000 | Loss: 3.2151 | LR: 4.61e-04 | 3370.9ms/step | 5.9 samples/s +Step 8520/44000 | Loss: 3.1873 | LR: 4.61e-04 | 1253.7ms/step | 16.0 samples/s +Step 8530/44000 | Loss: 3.2130 | LR: 4.61e-04 | 1258.9ms/step | 15.9 samples/s +Step 8540/44000 | Loss: 3.1712 | LR: 4.61e-04 | 1256.1ms/step | 15.9 samples/s +Step 8550/44000 | Loss: 3.1915 | LR: 4.61e-04 | 1255.0ms/step | 15.9 samples/s +Step 8560/44000 | Loss: 3.1988 | LR: 4.61e-04 | 1255.8ms/step | 15.9 samples/s +Step 8570/44000 | Loss: 3.1668 | LR: 4.61e-04 | 1255.4ms/step | 15.9 samples/s +Step 8580/44000 | Loss: 3.1967 | LR: 4.61e-04 | 1254.8ms/step | 15.9 samples/s +Step 8590/44000 | Loss: 3.1957 | LR: 4.61e-04 | 1255.4ms/step | 15.9 samples/s +Step 8600/44000 | Loss: 3.1850 | LR: 4.60e-04 | 1254.7ms/step | 15.9 samples/s +Step 8610/44000 | Loss: 3.1630 | LR: 4.60e-04 | 1254.7ms/step | 15.9 samples/s +Step 8620/44000 | Loss: 3.1942 | LR: 4.60e-04 | 1253.8ms/step | 16.0 samples/s +Step 8630/44000 | Loss: 3.1834 | LR: 4.60e-04 | 1254.7ms/step | 15.9 samples/s +Step 8640/44000 | Loss: 3.1909 | LR: 4.60e-04 | 1254.8ms/step | 15.9 samples/s +Step 8650/44000 | Loss: 3.1951 | LR: 4.60e-04 | 1254.5ms/step | 15.9 samples/s +Step 8660/44000 | Loss: 3.1572 | LR: 4.60e-04 | 1254.2ms/step | 15.9 samples/s +Step 8670/44000 | Loss: 3.1979 | LR: 4.60e-04 | 1255.2ms/step | 15.9 samples/s +Step 8680/44000 | Loss: 3.1969 | LR: 4.60e-04 | 1255.0ms/step | 15.9 samples/s +Step 8690/44000 | Loss: 3.1763 | LR: 4.60e-04 | 1253.4ms/step | 16.0 samples/s +Step 8700/44000 | Loss: 3.1541 | LR: 4.59e-04 | 1253.9ms/step | 15.9 samples/s +Step 8710/44000 | Loss: 3.1862 | LR: 4.59e-04 | 1253.3ms/step | 16.0 samples/s +Step 8720/44000 | Loss: 3.1943 | LR: 4.59e-04 | 1252.6ms/step | 16.0 samples/s +Step 8730/44000 | Loss: 3.1965 | LR: 4.59e-04 | 1252.3ms/step | 16.0 samples/s +Step 8740/44000 | Loss: 3.1855 | LR: 4.59e-04 | 1253.5ms/step | 16.0 samples/s +Step 8750/44000 | Loss: 3.1590 | LR: 4.59e-04 | 1253.1ms/step | 16.0 samples/s +Validation at step 8750: Loss = 3.1984, Perplexity = 24.49 +Step 8760/44000 | Loss: 3.1711 | LR: 4.59e-04 | 3361.4ms/step | 5.9 samples/s +Step 8770/44000 | Loss: 3.2125 | LR: 4.59e-04 | 1253.4ms/step | 16.0 samples/s +Step 8780/44000 | Loss: 3.1766 | LR: 4.59e-04 | 1253.0ms/step | 16.0 samples/s +Step 8790/44000 | Loss: 3.1647 | LR: 4.59e-04 | 1254.2ms/step | 15.9 samples/s +Step 8800/44000 | Loss: 3.1578 | LR: 4.58e-04 | 1255.0ms/step | 15.9 samples/s +Step 8810/44000 | Loss: 3.1799 | LR: 4.58e-04 | 1255.7ms/step | 15.9 samples/s +Step 8820/44000 | Loss: 3.1639 | LR: 4.58e-04 | 1253.3ms/step | 16.0 samples/s +Step 8830/44000 | Loss: 3.1696 | LR: 4.58e-04 | 1255.2ms/step | 15.9 samples/s +Step 8840/44000 | Loss: 3.1802 | LR: 4.58e-04 | 1255.6ms/step | 15.9 samples/s +Step 8850/44000 | Loss: 3.1818 | LR: 4.58e-04 | 1255.0ms/step | 15.9 samples/s +Step 8860/44000 | Loss: 3.1995 | LR: 4.58e-04 | 1255.1ms/step | 15.9 samples/s +Step 8870/44000 | Loss: 3.1821 | LR: 4.58e-04 | 1255.0ms/step | 15.9 samples/s +Step 8880/44000 | Loss: 3.1611 | LR: 4.58e-04 | 1254.9ms/step | 15.9 samples/s +Step 8890/44000 | Loss: 3.2070 | LR: 4.58e-04 | 1254.3ms/step | 15.9 samples/s +Step 8900/44000 | Loss: 3.1684 | LR: 4.57e-04 | 1254.0ms/step | 15.9 samples/s +Step 8910/44000 | Loss: 3.2039 | LR: 4.57e-04 | 1260.1ms/step | 15.9 samples/s +Step 8920/44000 | Loss: 3.1841 | LR: 4.57e-04 | 1257.5ms/step | 15.9 samples/s +Step 8930/44000 | Loss: 3.1811 | LR: 4.57e-04 | 1255.9ms/step | 15.9 samples/s +Step 8940/44000 | Loss: 3.1729 | LR: 4.57e-04 | 1255.2ms/step | 15.9 samples/s +Step 8950/44000 | Loss: 3.1806 | LR: 4.57e-04 | 1253.4ms/step | 16.0 samples/s +Step 8960/44000 | Loss: 3.1636 | LR: 4.57e-04 | 1254.2ms/step | 15.9 samples/s +Step 8970/44000 | Loss: 3.1852 | LR: 4.57e-04 | 1254.2ms/step | 15.9 samples/s +Step 8980/44000 | Loss: 3.1844 | LR: 4.57e-04 | 1254.6ms/step | 15.9 samples/s +Step 8990/44000 | Loss: 3.1699 | LR: 4.57e-04 | 1255.9ms/step | 15.9 samples/s +Step 9000/44000 | Loss: 3.1718 | LR: 4.56e-04 | 1254.0ms/step | 15.9 samples/s +Validation at step 9000: Loss = 3.1912, Perplexity = 24.32 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-9000 +Step 9010/44000 | Loss: 3.1707 | LR: 4.56e-04 | 3682.5ms/step | 5.4 samples/s +Step 9020/44000 | Loss: 3.1882 | LR: 4.56e-04 | 1256.8ms/step | 15.9 samples/s +Step 9030/44000 | Loss: 3.1626 | LR: 4.56e-04 | 1258.5ms/step | 15.9 samples/s +Step 9040/44000 | Loss: 3.1666 | LR: 4.56e-04 | 1259.6ms/step | 15.9 samples/s +Step 9050/44000 | Loss: 3.1678 | LR: 4.56e-04 | 1260.2ms/step | 15.9 samples/s +Step 9060/44000 | Loss: 3.2047 | LR: 4.56e-04 | 1259.6ms/step | 15.9 samples/s +Step 9070/44000 | Loss: 3.1997 | LR: 4.56e-04 | 1259.9ms/step | 15.9 samples/s +Step 9080/44000 | Loss: 3.2215 | LR: 4.56e-04 | 1260.6ms/step | 15.9 samples/s +Step 9090/44000 | Loss: 3.1504 | LR: 4.56e-04 | 1261.4ms/step | 15.9 samples/s +Step 9100/44000 | Loss: 3.1560 | LR: 4.55e-04 | 1260.7ms/step | 15.9 samples/s +Step 9110/44000 | Loss: 3.1523 | LR: 4.55e-04 | 1259.7ms/step | 15.9 samples/s +Step 9120/44000 | Loss: 3.1551 | LR: 4.55e-04 | 1261.2ms/step | 15.9 samples/s +Step 9130/44000 | Loss: 3.2011 | LR: 4.55e-04 | 1262.5ms/step | 15.8 samples/s +Step 9140/44000 | Loss: 3.1490 | LR: 4.55e-04 | 1263.2ms/step | 15.8 samples/s +Step 9150/44000 | Loss: 3.1769 | LR: 4.55e-04 | 1261.6ms/step | 15.9 samples/s +Step 9160/44000 | Loss: 3.1526 | LR: 4.55e-04 | 1261.9ms/step | 15.8 samples/s +Step 9170/44000 | Loss: 3.1332 | LR: 4.55e-04 | 1261.2ms/step | 15.9 samples/s +Step 9180/44000 | Loss: 3.1818 | LR: 4.55e-04 | 1260.2ms/step | 15.9 samples/s +Step 9190/44000 | Loss: 3.1577 | LR: 4.54e-04 | 1260.6ms/step | 15.9 samples/s +Step 9200/44000 | Loss: 3.1856 | LR: 4.54e-04 | 1265.0ms/step | 15.8 samples/s +Step 9210/44000 | Loss: 3.1798 | LR: 4.54e-04 | 1263.6ms/step | 15.8 samples/s +Step 9220/44000 | Loss: 3.1701 | LR: 4.54e-04 | 1261.8ms/step | 15.9 samples/s +Step 9230/44000 | Loss: 3.1697 | LR: 4.54e-04 | 1259.2ms/step | 15.9 samples/s +Step 9240/44000 | Loss: 3.2202 | LR: 4.54e-04 | 1254.3ms/step | 15.9 samples/s +Step 9250/44000 | Loss: 3.1742 | LR: 4.54e-04 | 1254.4ms/step | 15.9 samples/s +Validation at step 9250: Loss = 3.1844, Perplexity = 24.15 +Step 9260/44000 | Loss: 3.1804 | LR: 4.54e-04 | 3362.9ms/step | 5.9 samples/s +Step 9270/44000 | Loss: 3.1782 | LR: 4.54e-04 | 1254.3ms/step | 15.9 samples/s +Step 9280/44000 | Loss: 3.1769 | LR: 4.54e-04 | 1252.9ms/step | 16.0 samples/s +Step 9290/44000 | Loss: 3.1883 | LR: 4.53e-04 | 1251.7ms/step | 16.0 samples/s +Step 9300/44000 | Loss: 3.1489 | LR: 4.53e-04 | 1251.7ms/step | 16.0 samples/s +Step 9310/44000 | Loss: 3.1686 | LR: 4.53e-04 | 1251.3ms/step | 16.0 samples/s +Step 9320/44000 | Loss: 3.1519 | LR: 4.53e-04 | 1252.4ms/step | 16.0 samples/s +Step 9330/44000 | Loss: 3.1727 | LR: 4.53e-04 | 1254.6ms/step | 15.9 samples/s +Step 9340/44000 | Loss: 3.1559 | LR: 4.53e-04 | 1254.7ms/step | 15.9 samples/s +Step 9350/44000 | Loss: 3.1461 | LR: 4.53e-04 | 1254.7ms/step | 15.9 samples/s +Step 9360/44000 | Loss: 3.1731 | LR: 4.53e-04 | 1254.6ms/step | 15.9 samples/s +Step 9370/44000 | Loss: 3.1756 | LR: 4.53e-04 | 1254.3ms/step | 15.9 samples/s +Step 9380/44000 | Loss: 3.1719 | LR: 4.52e-04 | 1254.1ms/step | 15.9 samples/s +Step 9390/44000 | Loss: 3.1838 | LR: 4.52e-04 | 1254.6ms/step | 15.9 samples/s +Step 9400/44000 | Loss: 3.1607 | LR: 4.52e-04 | 1256.3ms/step | 15.9 samples/s +Step 9410/44000 | Loss: 3.1662 | LR: 4.52e-04 | 1255.4ms/step | 15.9 samples/s +Step 9420/44000 | Loss: 3.1762 | LR: 4.52e-04 | 1256.5ms/step | 15.9 samples/s +Step 9430/44000 | Loss: 3.1619 | LR: 4.52e-04 | 1253.5ms/step | 16.0 samples/s +Step 9440/44000 | Loss: 3.1409 | LR: 4.52e-04 | 1253.0ms/step | 16.0 samples/s +Step 9450/44000 | Loss: 3.1641 | LR: 4.52e-04 | 1254.6ms/step | 15.9 samples/s +Step 9460/44000 | Loss: 3.1770 | LR: 4.52e-04 | 1255.2ms/step | 15.9 samples/s +Step 9470/44000 | Loss: 3.1555 | LR: 4.52e-04 | 1253.0ms/step | 16.0 samples/s +Step 9480/44000 | Loss: 3.1534 | LR: 4.51e-04 | 1253.0ms/step | 16.0 samples/s +Step 9490/44000 | Loss: 3.1676 | LR: 4.51e-04 | 1252.7ms/step | 16.0 samples/s +Step 9500/44000 | Loss: 3.1698 | LR: 4.51e-04 | 1253.0ms/step | 16.0 samples/s +Validation at step 9500: Loss = 3.1781, Perplexity = 24.00 +Step 9510/44000 | Loss: 3.2008 | LR: 4.51e-04 | 3367.0ms/step | 5.9 samples/s +Step 9520/44000 | Loss: 3.1545 | LR: 4.51e-04 | 1252.9ms/step | 16.0 samples/s +Step 9530/44000 | Loss: 3.1925 | LR: 4.51e-04 | 1253.0ms/step | 16.0 samples/s +Step 9540/44000 | Loss: 3.1907 | LR: 4.51e-04 | 1253.4ms/step | 16.0 samples/s +Step 9550/44000 | Loss: 3.1777 | LR: 4.51e-04 | 1253.3ms/step | 16.0 samples/s +Step 9560/44000 | Loss: 3.1582 | LR: 4.51e-04 | 1253.5ms/step | 16.0 samples/s +Step 9570/44000 | Loss: 3.1544 | LR: 4.50e-04 | 1253.3ms/step | 16.0 samples/s +Step 9580/44000 | Loss: 3.1834 | LR: 4.50e-04 | 1253.5ms/step | 16.0 samples/s +Step 9590/44000 | Loss: 3.1486 | LR: 4.50e-04 | 1253.4ms/step | 16.0 samples/s +Step 9600/44000 | Loss: 3.1517 | LR: 4.50e-04 | 1253.8ms/step | 16.0 samples/s +Step 9610/44000 | Loss: 3.1521 | LR: 4.50e-04 | 1253.2ms/step | 16.0 samples/s +Step 9620/44000 | Loss: 3.1916 | LR: 4.50e-04 | 1252.5ms/step | 16.0 samples/s +Step 9630/44000 | Loss: 3.1686 | LR: 4.50e-04 | 1252.6ms/step | 16.0 samples/s +Step 9640/44000 | Loss: 3.1652 | LR: 4.50e-04 | 1253.0ms/step | 16.0 samples/s +Step 9650/44000 | Loss: 3.1691 | LR: 4.50e-04 | 1253.3ms/step | 16.0 samples/s +Step 9660/44000 | Loss: 3.1431 | LR: 4.49e-04 | 1252.4ms/step | 16.0 samples/s +Step 9670/44000 | Loss: 3.1650 | LR: 4.49e-04 | 1252.2ms/step | 16.0 samples/s +Step 9680/44000 | Loss: 3.1697 | LR: 4.49e-04 | 1252.6ms/step | 16.0 samples/s +Step 9690/44000 | Loss: 3.1688 | LR: 4.49e-04 | 1253.4ms/step | 16.0 samples/s +Step 9700/44000 | Loss: 3.1719 | LR: 4.49e-04 | 1253.1ms/step | 16.0 samples/s +Step 9710/44000 | Loss: 3.1697 | LR: 4.49e-04 | 1253.6ms/step | 16.0 samples/s +Step 9720/44000 | Loss: 3.1568 | LR: 4.49e-04 | 1253.2ms/step | 16.0 samples/s +Step 9730/44000 | Loss: 3.1723 | LR: 4.49e-04 | 1253.3ms/step | 16.0 samples/s +Step 9740/44000 | Loss: 3.1596 | LR: 4.49e-04 | 1253.5ms/step | 16.0 samples/s +Step 9750/44000 | Loss: 3.1548 | LR: 4.48e-04 | 1252.0ms/step | 16.0 samples/s +Validation at step 9750: Loss = 3.1728, Perplexity = 23.87 +Step 9760/44000 | Loss: 3.1316 | LR: 4.48e-04 | 3361.1ms/step | 6.0 samples/s +Step 9770/44000 | Loss: 3.1344 | LR: 4.48e-04 | 1252.1ms/step | 16.0 samples/s +Step 9780/44000 | Loss: 3.1599 | LR: 4.48e-04 | 1253.8ms/step | 16.0 samples/s +Step 9790/44000 | Loss: 3.1763 | LR: 4.48e-04 | 1253.1ms/step | 16.0 samples/s +Step 9800/44000 | Loss: 3.1591 | LR: 4.48e-04 | 1253.9ms/step | 16.0 samples/s +Step 9810/44000 | Loss: 3.1785 | LR: 4.48e-04 | 1253.1ms/step | 16.0 samples/s +Step 9820/44000 | Loss: 3.1777 | LR: 4.48e-04 | 1253.3ms/step | 16.0 samples/s +Step 9830/44000 | Loss: 3.2051 | LR: 4.48e-04 | 1253.6ms/step | 16.0 samples/s +Step 9840/44000 | Loss: 3.1509 | LR: 4.47e-04 | 1252.6ms/step | 16.0 samples/s +Step 9850/44000 | Loss: 3.1701 | LR: 4.47e-04 | 1254.1ms/step | 15.9 samples/s +Step 9860/44000 | Loss: 3.1324 | LR: 4.47e-04 | 1258.4ms/step | 15.9 samples/s +Step 9870/44000 | Loss: 3.1551 | LR: 4.47e-04 | 1257.5ms/step | 15.9 samples/s +Step 9880/44000 | Loss: 3.1577 | LR: 4.47e-04 | 1253.6ms/step | 16.0 samples/s +Step 9890/44000 | Loss: 3.1398 | LR: 4.47e-04 | 1254.7ms/step | 15.9 samples/s +Step 9900/44000 | Loss: 3.1643 | LR: 4.47e-04 | 1254.5ms/step | 15.9 samples/s +Step 9910/44000 | Loss: 3.1781 | LR: 4.47e-04 | 1255.3ms/step | 15.9 samples/s +Step 9920/44000 | Loss: 3.1436 | LR: 4.47e-04 | 1255.4ms/step | 15.9 samples/s +Step 9930/44000 | Loss: 3.1367 | LR: 4.46e-04 | 1254.0ms/step | 15.9 samples/s +Step 9940/44000 | Loss: 3.1604 | LR: 4.46e-04 | 1255.8ms/step | 15.9 samples/s +Step 9950/44000 | Loss: 3.1426 | LR: 4.46e-04 | 1255.0ms/step | 15.9 samples/s +Step 9960/44000 | Loss: 3.1568 | LR: 4.46e-04 | 1254.9ms/step | 15.9 samples/s +Step 9970/44000 | Loss: 3.2003 | LR: 4.46e-04 | 1254.6ms/step | 15.9 samples/s +Step 9980/44000 | Loss: 3.1501 | LR: 4.46e-04 | 1254.0ms/step | 15.9 samples/s +Step 9990/44000 | Loss: 3.1602 | LR: 4.46e-04 | 1255.0ms/step | 15.9 samples/s +Step 10000/44000 | Loss: 3.1556 | LR: 4.46e-04 | 1254.8ms/step | 15.9 samples/s +Validation at step 10000: Loss = 3.1667, Perplexity = 23.73 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-10000 +Step 10010/44000 | Loss: 3.1498 | LR: 4.46e-04 | 3663.7ms/step | 5.5 samples/s +Step 10020/44000 | Loss: 3.1786 | LR: 4.45e-04 | 1258.7ms/step | 15.9 samples/s +Step 10030/44000 | Loss: 3.1601 | LR: 4.45e-04 | 1257.8ms/step | 15.9 samples/s +Step 10040/44000 | Loss: 3.1275 | LR: 4.45e-04 | 1260.0ms/step | 15.9 samples/s +Step 10050/44000 | Loss: 3.1371 | LR: 4.45e-04 | 1259.8ms/step | 15.9 samples/s +Step 10060/44000 | Loss: 3.1367 | LR: 4.45e-04 | 1260.4ms/step | 15.9 samples/s +Step 10070/44000 | Loss: 3.1396 | LR: 4.45e-04 | 1260.0ms/step | 15.9 samples/s +Step 10080/44000 | Loss: 3.1494 | LR: 4.45e-04 | 1259.6ms/step | 15.9 samples/s +Step 10090/44000 | Loss: 3.1477 | LR: 4.45e-04 | 1255.6ms/step | 15.9 samples/s +Step 10100/44000 | Loss: 3.1651 | LR: 4.45e-04 | 1254.1ms/step | 15.9 samples/s +Step 10110/44000 | Loss: 3.1727 | LR: 4.44e-04 | 1254.9ms/step | 15.9 samples/s +Step 10120/44000 | Loss: 3.1954 | LR: 4.44e-04 | 1254.9ms/step | 15.9 samples/s +Step 10130/44000 | Loss: 3.1426 | LR: 4.44e-04 | 1259.6ms/step | 15.9 samples/s +Step 10140/44000 | Loss: 3.2011 | LR: 4.44e-04 | 1258.4ms/step | 15.9 samples/s +Step 10150/44000 | Loss: 3.1574 | LR: 4.44e-04 | 1257.8ms/step | 15.9 samples/s +Step 10160/44000 | Loss: 3.1593 | LR: 4.44e-04 | 1253.3ms/step | 16.0 samples/s +Step 10170/44000 | Loss: 3.1307 | LR: 4.44e-04 | 1253.0ms/step | 16.0 samples/s +Step 10180/44000 | Loss: 3.1658 | LR: 4.44e-04 | 1256.1ms/step | 15.9 samples/s +Step 10190/44000 | Loss: 3.1356 | LR: 4.43e-04 | 1259.7ms/step | 15.9 samples/s +Step 10200/44000 | Loss: 3.1386 | LR: 4.43e-04 | 1259.2ms/step | 15.9 samples/s +Step 10210/44000 | Loss: 3.1541 | LR: 4.43e-04 | 1257.1ms/step | 15.9 samples/s +Step 10220/44000 | Loss: 3.1397 | LR: 4.43e-04 | 1253.5ms/step | 16.0 samples/s +Step 10230/44000 | Loss: 3.1630 | LR: 4.43e-04 | 1254.4ms/step | 15.9 samples/s +Step 10240/44000 | Loss: 3.1403 | LR: 4.43e-04 | 1254.3ms/step | 15.9 samples/s +Step 10250/44000 | Loss: 3.1608 | LR: 4.43e-04 | 1254.6ms/step | 15.9 samples/s +Validation at step 10250: Loss = 3.1602, Perplexity = 23.57 +Step 10260/44000 | Loss: 3.1206 | LR: 4.43e-04 | 3363.4ms/step | 5.9 samples/s +Step 10270/44000 | Loss: 3.1091 | LR: 4.43e-04 | 1254.6ms/step | 15.9 samples/s +Step 10280/44000 | Loss: 3.1104 | LR: 4.42e-04 | 1255.0ms/step | 15.9 samples/s +Step 10290/44000 | Loss: 3.1042 | LR: 4.42e-04 | 1254.4ms/step | 15.9 samples/s +Step 10300/44000 | Loss: 3.1371 | LR: 4.42e-04 | 1254.5ms/step | 15.9 samples/s +Step 10310/44000 | Loss: 3.1623 | LR: 4.42e-04 | 1255.3ms/step | 15.9 samples/s +Step 10320/44000 | Loss: 3.1280 | LR: 4.42e-04 | 1255.7ms/step | 15.9 samples/s +Step 10330/44000 | Loss: 3.1694 | LR: 4.42e-04 | 1254.4ms/step | 15.9 samples/s +Step 10340/44000 | Loss: 3.1434 | LR: 4.42e-04 | 1255.2ms/step | 15.9 samples/s +Step 10350/44000 | Loss: 3.1568 | LR: 4.42e-04 | 1255.2ms/step | 15.9 samples/s +Step 10360/44000 | Loss: 3.1291 | LR: 4.42e-04 | 1254.0ms/step | 15.9 samples/s +Step 10370/44000 | Loss: 3.1567 | LR: 4.41e-04 | 1253.8ms/step | 16.0 samples/s +Step 10380/44000 | Loss: 3.1681 | LR: 4.41e-04 | 1254.2ms/step | 15.9 samples/s +Step 10390/44000 | Loss: 3.1379 | LR: 4.41e-04 | 1253.2ms/step | 16.0 samples/s +Step 10400/44000 | Loss: 3.1694 | LR: 4.41e-04 | 1254.2ms/step | 15.9 samples/s +Step 10410/44000 | Loss: 3.1751 | LR: 4.41e-04 | 1254.3ms/step | 15.9 samples/s +Step 10420/44000 | Loss: 3.1695 | LR: 4.41e-04 | 1255.5ms/step | 15.9 samples/s +Step 10430/44000 | Loss: 3.1598 | LR: 4.41e-04 | 1255.3ms/step | 15.9 samples/s +Step 10440/44000 | Loss: 3.1296 | LR: 4.41e-04 | 1254.6ms/step | 15.9 samples/s +Step 10450/44000 | Loss: 3.1421 | LR: 4.40e-04 | 1255.5ms/step | 15.9 samples/s +Step 10460/44000 | Loss: 3.1368 | LR: 4.40e-04 | 1255.9ms/step | 15.9 samples/s +Step 10470/44000 | Loss: 3.1661 | LR: 4.40e-04 | 1255.8ms/step | 15.9 samples/s +Step 10480/44000 | Loss: 3.1343 | LR: 4.40e-04 | 1254.9ms/step | 15.9 samples/s +Step 10490/44000 | Loss: 3.1159 | LR: 4.40e-04 | 1255.5ms/step | 15.9 samples/s +Step 10500/44000 | Loss: 3.1702 | LR: 4.40e-04 | 1254.7ms/step | 15.9 samples/s +Validation at step 10500: Loss = 3.1578, Perplexity = 23.52 +Step 10510/44000 | Loss: 3.1795 | LR: 4.40e-04 | 3377.1ms/step | 5.9 samples/s +Step 10520/44000 | Loss: 3.1188 | LR: 4.40e-04 | 1256.2ms/step | 15.9 samples/s +Step 10530/44000 | Loss: 3.1375 | LR: 4.40e-04 | 1255.1ms/step | 15.9 samples/s +Step 10540/44000 | Loss: 3.1471 | LR: 4.39e-04 | 1255.4ms/step | 15.9 samples/s +Step 10550/44000 | Loss: 3.1387 | LR: 4.39e-04 | 1255.0ms/step | 15.9 samples/s +Step 10560/44000 | Loss: 3.1254 | LR: 4.39e-04 | 1255.4ms/step | 15.9 samples/s +Step 10570/44000 | Loss: 3.1393 | LR: 4.39e-04 | 1255.2ms/step | 15.9 samples/s +Step 10580/44000 | Loss: 3.1570 | LR: 4.39e-04 | 1255.9ms/step | 15.9 samples/s +Step 10590/44000 | Loss: 3.1065 | LR: 4.39e-04 | 1255.0ms/step | 15.9 samples/s +Step 10600/44000 | Loss: 3.1285 | LR: 4.39e-04 | 1254.9ms/step | 15.9 samples/s +Step 10610/44000 | Loss: 3.1184 | LR: 4.39e-04 | 1254.7ms/step | 15.9 samples/s +Step 10620/44000 | Loss: 3.1646 | LR: 4.38e-04 | 1255.6ms/step | 15.9 samples/s +Step 10630/44000 | Loss: 3.1533 | LR: 4.38e-04 | 1254.4ms/step | 15.9 samples/s +Step 10640/44000 | Loss: 3.1315 | LR: 4.38e-04 | 1254.9ms/step | 15.9 samples/s +Step 10650/44000 | Loss: 3.1465 | LR: 4.38e-04 | 1255.3ms/step | 15.9 samples/s +Step 10660/44000 | Loss: 3.1344 | LR: 4.38e-04 | 1255.1ms/step | 15.9 samples/s +Step 10670/44000 | Loss: 3.1370 | LR: 4.38e-04 | 1259.4ms/step | 15.9 samples/s +Step 10680/44000 | Loss: 3.1542 | LR: 4.38e-04 | 1257.6ms/step | 15.9 samples/s +Step 10690/44000 | Loss: 3.1061 | LR: 4.38e-04 | 1258.8ms/step | 15.9 samples/s +Step 10700/44000 | Loss: 3.0789 | LR: 4.37e-04 | 1253.7ms/step | 16.0 samples/s +Step 10710/44000 | Loss: 3.1122 | LR: 4.37e-04 | 1253.5ms/step | 16.0 samples/s +Step 10720/44000 | Loss: 3.1008 | LR: 4.37e-04 | 1253.6ms/step | 16.0 samples/s +Step 10730/44000 | Loss: 3.1126 | LR: 4.37e-04 | 1253.5ms/step | 16.0 samples/s +Step 10740/44000 | Loss: 3.1249 | LR: 4.37e-04 | 1253.7ms/step | 16.0 samples/s +Step 10750/44000 | Loss: 3.1176 | LR: 4.37e-04 | 1253.6ms/step | 16.0 samples/s +Validation at step 10750: Loss = 3.1512, Perplexity = 23.36 +Step 10760/44000 | Loss: 3.1531 | LR: 4.37e-04 | 3367.1ms/step | 5.9 samples/s +Step 10770/44000 | Loss: 3.1544 | LR: 4.37e-04 | 1253.3ms/step | 16.0 samples/s +Step 10780/44000 | Loss: 3.1279 | LR: 4.37e-04 | 1253.4ms/step | 16.0 samples/s +Step 10790/44000 | Loss: 3.1369 | LR: 4.36e-04 | 1253.2ms/step | 16.0 samples/s +Step 10800/44000 | Loss: 3.1216 | LR: 4.36e-04 | 1253.0ms/step | 16.0 samples/s +Step 10810/44000 | Loss: 3.1399 | LR: 4.36e-04 | 1253.5ms/step | 16.0 samples/s +Step 10820/44000 | Loss: 3.1480 | LR: 4.36e-04 | 1252.6ms/step | 16.0 samples/s +Step 10830/44000 | Loss: 3.1301 | LR: 4.36e-04 | 1254.4ms/step | 15.9 samples/s +Step 10840/44000 | Loss: 3.1559 | LR: 4.36e-04 | 1253.8ms/step | 16.0 samples/s +Step 10850/44000 | Loss: 3.1491 | LR: 4.36e-04 | 1254.9ms/step | 15.9 samples/s +Step 10860/44000 | Loss: 3.1700 | LR: 4.36e-04 | 1256.0ms/step | 15.9 samples/s +Step 10870/44000 | Loss: 3.1326 | LR: 4.35e-04 | 1253.7ms/step | 16.0 samples/s +Step 10880/44000 | Loss: 3.1282 | LR: 4.35e-04 | 1254.1ms/step | 15.9 samples/s +Step 10890/44000 | Loss: 3.1355 | LR: 4.35e-04 | 1255.5ms/step | 15.9 samples/s +Step 10900/44000 | Loss: 3.1382 | LR: 4.35e-04 | 1254.9ms/step | 15.9 samples/s +Step 10910/44000 | Loss: 3.1153 | LR: 4.35e-04 | 1255.4ms/step | 15.9 samples/s +Step 10920/44000 | Loss: 3.1009 | LR: 4.35e-04 | 1259.3ms/step | 15.9 samples/s +Step 10930/44000 | Loss: 3.1683 | LR: 4.35e-04 | 1258.7ms/step | 15.9 samples/s +Step 10940/44000 | Loss: 3.1374 | LR: 4.35e-04 | 1257.4ms/step | 15.9 samples/s +Step 10950/44000 | Loss: 3.1172 | LR: 4.34e-04 | 1256.1ms/step | 15.9 samples/s +Step 10960/44000 | Loss: 3.1468 | LR: 4.34e-04 | 1252.7ms/step | 16.0 samples/s +Step 10970/44000 | Loss: 3.1315 | LR: 4.34e-04 | 1252.5ms/step | 16.0 samples/s +Step 10980/44000 | Loss: 3.1223 | LR: 4.34e-04 | 1255.7ms/step | 15.9 samples/s +Step 10990/44000 | Loss: 3.1364 | LR: 4.34e-04 | 1255.2ms/step | 15.9 samples/s +Step 11000/44000 | Loss: 3.1277 | LR: 4.34e-04 | 1255.3ms/step | 15.9 samples/s +Validation at step 11000: Loss = 3.1455, Perplexity = 23.23 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-11000 +Step 11010/44000 | Loss: 3.1448 | LR: 4.34e-04 | 3687.1ms/step | 5.4 samples/s +Step 11020/44000 | Loss: 3.1522 | LR: 4.34e-04 | 1256.1ms/step | 15.9 samples/s +Step 11030/44000 | Loss: 3.0981 | LR: 4.33e-04 | 1258.0ms/step | 15.9 samples/s +Step 11040/44000 | Loss: 3.1415 | LR: 4.33e-04 | 1254.7ms/step | 15.9 samples/s +Step 11050/44000 | Loss: 3.1219 | LR: 4.33e-04 | 1254.0ms/step | 15.9 samples/s +Step 11060/44000 | Loss: 3.1368 | LR: 4.33e-04 | 1253.6ms/step | 16.0 samples/s +Step 11070/44000 | Loss: 3.1294 | LR: 4.33e-04 | 1254.1ms/step | 15.9 samples/s +Step 11080/44000 | Loss: 3.0954 | LR: 4.33e-04 | 1252.9ms/step | 16.0 samples/s +Step 11090/44000 | Loss: 3.1542 | LR: 4.33e-04 | 1253.4ms/step | 16.0 samples/s +Step 11100/44000 | Loss: 3.1288 | LR: 4.33e-04 | 1253.1ms/step | 16.0 samples/s +Step 11110/44000 | Loss: 3.0937 | LR: 4.32e-04 | 1253.5ms/step | 16.0 samples/s +Step 11120/44000 | Loss: 3.1213 | LR: 4.32e-04 | 1254.1ms/step | 15.9 samples/s +Step 11130/44000 | Loss: 3.1185 | LR: 4.32e-04 | 1254.4ms/step | 15.9 samples/s +Step 11140/44000 | Loss: 3.1214 | LR: 4.32e-04 | 1254.1ms/step | 15.9 samples/s +Step 11150/44000 | Loss: 3.1414 | LR: 4.32e-04 | 1254.5ms/step | 15.9 samples/s +Step 11160/44000 | Loss: 3.1251 | LR: 4.32e-04 | 1254.8ms/step | 15.9 samples/s +Step 11170/44000 | Loss: 3.1206 | LR: 4.32e-04 | 1254.5ms/step | 15.9 samples/s +Step 11180/44000 | Loss: 3.1302 | LR: 4.32e-04 | 1253.1ms/step | 16.0 samples/s +Step 11190/44000 | Loss: 3.1285 | LR: 4.31e-04 | 1253.5ms/step | 16.0 samples/s +Step 11200/44000 | Loss: 3.1282 | LR: 4.31e-04 | 1254.0ms/step | 15.9 samples/s +Step 11210/44000 | Loss: 3.1314 | LR: 4.31e-04 | 1253.9ms/step | 16.0 samples/s +Step 11220/44000 | Loss: 3.1056 | LR: 4.31e-04 | 1254.7ms/step | 15.9 samples/s +Step 11230/44000 | Loss: 3.1296 | LR: 4.31e-04 | 1254.1ms/step | 15.9 samples/s +Step 11240/44000 | Loss: 3.1189 | LR: 4.31e-04 | 1254.7ms/step | 15.9 samples/s +Step 11250/44000 | Loss: 3.1256 | LR: 4.31e-04 | 1254.8ms/step | 15.9 samples/s +Validation at step 11250: Loss = 3.1402, Perplexity = 23.11 +Step 11260/44000 | Loss: 3.0998 | LR: 4.31e-04 | 3362.1ms/step | 5.9 samples/s +Step 11270/44000 | Loss: 3.1421 | LR: 4.30e-04 | 1254.4ms/step | 15.9 samples/s +Step 11280/44000 | Loss: 3.1173 | LR: 4.30e-04 | 1253.9ms/step | 15.9 samples/s +Step 11290/44000 | Loss: 3.1279 | LR: 4.30e-04 | 1254.6ms/step | 15.9 samples/s +Step 11300/44000 | Loss: 3.1456 | LR: 4.30e-04 | 1254.4ms/step | 15.9 samples/s +Step 11310/44000 | Loss: 3.1130 | LR: 4.30e-04 | 1253.0ms/step | 16.0 samples/s +Step 11320/44000 | Loss: 3.1254 | LR: 4.30e-04 | 1255.5ms/step | 15.9 samples/s +Step 11330/44000 | Loss: 3.1267 | LR: 4.30e-04 | 1255.9ms/step | 15.9 samples/s +Step 11340/44000 | Loss: 3.0973 | LR: 4.30e-04 | 1256.2ms/step | 15.9 samples/s +Step 11350/44000 | Loss: 3.1243 | LR: 4.29e-04 | 1254.5ms/step | 15.9 samples/s +Step 11360/44000 | Loss: 3.1073 | LR: 4.29e-04 | 1253.9ms/step | 16.0 samples/s +Step 11370/44000 | Loss: 3.1382 | LR: 4.29e-04 | 1254.4ms/step | 15.9 samples/s +Step 11380/44000 | Loss: 3.1373 | LR: 4.29e-04 | 1254.8ms/step | 15.9 samples/s +Step 11390/44000 | Loss: 3.1547 | LR: 4.29e-04 | 1254.0ms/step | 15.9 samples/s +Step 11400/44000 | Loss: 3.1184 | LR: 4.29e-04 | 1256.4ms/step | 15.9 samples/s +Step 11410/44000 | Loss: 3.0873 | LR: 4.29e-04 | 1255.5ms/step | 15.9 samples/s +Step 11420/44000 | Loss: 3.1359 | LR: 4.29e-04 | 1254.4ms/step | 15.9 samples/s +Step 11430/44000 | Loss: 3.1179 | LR: 4.28e-04 | 1254.6ms/step | 15.9 samples/s +Step 11440/44000 | Loss: 3.1425 | LR: 4.28e-04 | 1254.7ms/step | 15.9 samples/s +Step 11450/44000 | Loss: 3.1182 | LR: 4.28e-04 | 1255.2ms/step | 15.9 samples/s +Step 11460/44000 | Loss: 3.1528 | LR: 4.28e-04 | 1255.5ms/step | 15.9 samples/s +Step 11470/44000 | Loss: 3.1268 | LR: 4.28e-04 | 1254.0ms/step | 15.9 samples/s +Step 11480/44000 | Loss: 3.1168 | LR: 4.28e-04 | 1254.3ms/step | 15.9 samples/s +Step 11490/44000 | Loss: 3.1181 | LR: 4.28e-04 | 1253.3ms/step | 16.0 samples/s +Step 11500/44000 | Loss: 3.1200 | LR: 4.28e-04 | 1254.0ms/step | 15.9 samples/s +Validation at step 11500: Loss = 3.1350, Perplexity = 22.99 +Step 11510/44000 | Loss: 3.1343 | LR: 4.27e-04 | 3370.7ms/step | 5.9 samples/s +Step 11520/44000 | Loss: 3.0941 | LR: 4.27e-04 | 1253.6ms/step | 16.0 samples/s +Step 11530/44000 | Loss: 3.1236 | LR: 4.27e-04 | 1253.1ms/step | 16.0 samples/s +Step 11540/44000 | Loss: 3.1222 | LR: 4.27e-04 | 1253.1ms/step | 16.0 samples/s +Step 11550/44000 | Loss: 3.1049 | LR: 4.27e-04 | 1254.0ms/step | 15.9 samples/s +Step 11560/44000 | Loss: 3.1226 | LR: 4.27e-04 | 1255.0ms/step | 15.9 samples/s +Step 11570/44000 | Loss: 3.1236 | LR: 4.27e-04 | 1255.6ms/step | 15.9 samples/s +Step 11580/44000 | Loss: 3.1226 | LR: 4.27e-04 | 1256.4ms/step | 15.9 samples/s +Step 11590/44000 | Loss: 3.1317 | LR: 4.26e-04 | 1255.6ms/step | 15.9 samples/s +Step 11600/44000 | Loss: 3.1171 | LR: 4.26e-04 | 1254.6ms/step | 15.9 samples/s +Step 11610/44000 | Loss: 3.1248 | LR: 4.26e-04 | 1254.3ms/step | 15.9 samples/s +Step 11620/44000 | Loss: 3.1185 | LR: 4.26e-04 | 1254.5ms/step | 15.9 samples/s +Step 11630/44000 | Loss: 3.0983 | LR: 4.26e-04 | 1254.2ms/step | 15.9 samples/s +Step 11640/44000 | Loss: 3.1230 | LR: 4.26e-04 | 1254.1ms/step | 15.9 samples/s +Step 11650/44000 | Loss: 3.1240 | LR: 4.26e-04 | 1255.4ms/step | 15.9 samples/s +Step 11660/44000 | Loss: 3.0929 | LR: 4.26e-04 | 1255.3ms/step | 15.9 samples/s +Step 11670/44000 | Loss: 3.1166 | LR: 4.25e-04 | 1254.3ms/step | 15.9 samples/s +Step 11680/44000 | Loss: 3.0944 | LR: 4.25e-04 | 1254.1ms/step | 15.9 samples/s +Step 11690/44000 | Loss: 3.1494 | LR: 4.25e-04 | 1255.9ms/step | 15.9 samples/s +Step 11700/44000 | Loss: 3.0869 | LR: 4.25e-04 | 1255.5ms/step | 15.9 samples/s +Step 11710/44000 | Loss: 3.1377 | LR: 4.25e-04 | 1254.9ms/step | 15.9 samples/s +Step 11720/44000 | Loss: 3.1297 | LR: 4.25e-04 | 1255.4ms/step | 15.9 samples/s +Step 11730/44000 | Loss: 3.1279 | LR: 4.25e-04 | 1253.6ms/step | 16.0 samples/s +Step 11740/44000 | Loss: 3.1528 | LR: 4.24e-04 | 1254.8ms/step | 15.9 samples/s +Step 11750/44000 | Loss: 3.1150 | LR: 4.24e-04 | 1256.5ms/step | 15.9 samples/s +Validation at step 11750: Loss = 3.1310, Perplexity = 22.90 +Step 11760/44000 | Loss: 3.1496 | LR: 4.24e-04 | 3374.2ms/step | 5.9 samples/s +Step 11770/44000 | Loss: 3.1425 | LR: 4.24e-04 | 1254.3ms/step | 15.9 samples/s +Step 11780/44000 | Loss: 3.1483 | LR: 4.24e-04 | 1254.8ms/step | 15.9 samples/s +Step 11790/44000 | Loss: 3.1117 | LR: 4.24e-04 | 1253.4ms/step | 16.0 samples/s +Step 11800/44000 | Loss: 3.1051 | LR: 4.24e-04 | 1254.6ms/step | 15.9 samples/s +Step 11810/44000 | Loss: 3.0977 | LR: 4.24e-04 | 1252.9ms/step | 16.0 samples/s +Step 11820/44000 | Loss: 3.1251 | LR: 4.23e-04 | 1254.0ms/step | 15.9 samples/s +Step 11830/44000 | Loss: 3.1498 | LR: 4.23e-04 | 1253.3ms/step | 16.0 samples/s +Step 11840/44000 | Loss: 3.0897 | LR: 4.23e-04 | 1255.0ms/step | 15.9 samples/s +Step 11850/44000 | Loss: 3.1304 | LR: 4.23e-04 | 1255.2ms/step | 15.9 samples/s +Step 11860/44000 | Loss: 3.1051 | LR: 4.23e-04 | 1254.8ms/step | 15.9 samples/s +Step 11870/44000 | Loss: 3.1319 | LR: 4.23e-04 | 1253.7ms/step | 16.0 samples/s +Step 11880/44000 | Loss: 3.1154 | LR: 4.23e-04 | 1254.6ms/step | 15.9 samples/s +Step 11890/44000 | Loss: 3.0890 | LR: 4.23e-04 | 1254.2ms/step | 15.9 samples/s +Step 11900/44000 | Loss: 3.1475 | LR: 4.22e-04 | 1254.9ms/step | 15.9 samples/s +Step 11910/44000 | Loss: 3.1185 | LR: 4.22e-04 | 1254.6ms/step | 15.9 samples/s +Step 11920/44000 | Loss: 3.1164 | LR: 4.22e-04 | 1254.6ms/step | 15.9 samples/s +Step 11930/44000 | Loss: 3.1200 | LR: 4.22e-04 | 1255.0ms/step | 15.9 samples/s +Step 11940/44000 | Loss: 3.1053 | LR: 4.22e-04 | 1253.6ms/step | 16.0 samples/s +Step 11950/44000 | Loss: 3.0844 | LR: 4.22e-04 | 1254.7ms/step | 15.9 samples/s +Step 11960/44000 | Loss: 3.1052 | LR: 4.22e-04 | 1253.7ms/step | 16.0 samples/s +Step 11970/44000 | Loss: 3.1335 | LR: 4.21e-04 | 1252.7ms/step | 16.0 samples/s +Step 11980/44000 | Loss: 3.1078 | LR: 4.21e-04 | 1252.8ms/step | 16.0 samples/s +Step 11990/44000 | Loss: 3.1042 | LR: 4.21e-04 | 1254.0ms/step | 15.9 samples/s +Step 12000/44000 | Loss: 3.1214 | LR: 4.21e-04 | 1254.3ms/step | 15.9 samples/s +Validation at step 12000: Loss = 3.1257, Perplexity = 22.77 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-12000 +Step 12010/44000 | Loss: 3.1050 | LR: 4.21e-04 | 3664.4ms/step | 5.5 samples/s +Step 12020/44000 | Loss: 3.0868 | LR: 4.21e-04 | 1249.5ms/step | 16.0 samples/s +Step 12030/44000 | Loss: 3.1240 | LR: 4.21e-04 | 1252.1ms/step | 16.0 samples/s +Step 12040/44000 | Loss: 3.1263 | LR: 4.21e-04 | 1253.2ms/step | 16.0 samples/s +Step 12050/44000 | Loss: 3.1113 | LR: 4.20e-04 | 1254.4ms/step | 15.9 samples/s +Step 12060/44000 | Loss: 3.1046 | LR: 4.20e-04 | 1253.9ms/step | 16.0 samples/s +Step 12070/44000 | Loss: 3.1447 | LR: 4.20e-04 | 1252.6ms/step | 16.0 samples/s +Step 12080/44000 | Loss: 3.1170 | LR: 4.20e-04 | 1253.8ms/step | 16.0 samples/s +Step 12090/44000 | Loss: 3.1319 | LR: 4.20e-04 | 1255.7ms/step | 15.9 samples/s +Step 12100/44000 | Loss: 3.1237 | LR: 4.20e-04 | 1254.0ms/step | 15.9 samples/s +Step 12110/44000 | Loss: 3.1216 | LR: 4.20e-04 | 1254.9ms/step | 15.9 samples/s +Step 12120/44000 | Loss: 3.1201 | LR: 4.19e-04 | 1254.8ms/step | 15.9 samples/s +Step 12130/44000 | Loss: 3.1365 | LR: 4.19e-04 | 1254.2ms/step | 15.9 samples/s +Step 12140/44000 | Loss: 3.0870 | LR: 4.19e-04 | 1255.5ms/step | 15.9 samples/s +Step 12150/44000 | Loss: 3.1004 | LR: 4.19e-04 | 1255.1ms/step | 15.9 samples/s +Step 12160/44000 | Loss: 3.1340 | LR: 4.19e-04 | 1255.2ms/step | 15.9 samples/s +Step 12170/44000 | Loss: 3.1181 | LR: 4.19e-04 | 1254.0ms/step | 15.9 samples/s +Step 12180/44000 | Loss: 3.0963 | LR: 4.19e-04 | 1254.8ms/step | 15.9 samples/s +Step 12190/44000 | Loss: 3.1105 | LR: 4.19e-04 | 1255.8ms/step | 15.9 samples/s +Step 12200/44000 | Loss: 3.0783 | LR: 4.18e-04 | 1253.5ms/step | 16.0 samples/s +Step 12210/44000 | Loss: 3.1076 | LR: 4.18e-04 | 1255.1ms/step | 15.9 samples/s +Step 12220/44000 | Loss: 3.0838 | LR: 4.18e-04 | 1254.3ms/step | 15.9 samples/s +Step 12230/44000 | Loss: 3.0835 | LR: 4.18e-04 | 1253.3ms/step | 16.0 samples/s +Step 12240/44000 | Loss: 3.1377 | LR: 4.18e-04 | 1254.5ms/step | 15.9 samples/s +Step 12250/44000 | Loss: 3.1186 | LR: 4.18e-04 | 1254.7ms/step | 15.9 samples/s +Validation at step 12250: Loss = 3.1231, Perplexity = 22.72 +Step 12260/44000 | Loss: 3.0970 | LR: 4.18e-04 | 3374.5ms/step | 5.9 samples/s +Step 12270/44000 | Loss: 3.1226 | LR: 4.17e-04 | 1257.6ms/step | 15.9 samples/s +Step 12280/44000 | Loss: 3.1006 | LR: 4.17e-04 | 1258.1ms/step | 15.9 samples/s +Step 12290/44000 | Loss: 3.1177 | LR: 4.17e-04 | 1254.6ms/step | 15.9 samples/s +Step 12300/44000 | Loss: 3.1193 | LR: 4.17e-04 | 1255.0ms/step | 15.9 samples/s +Step 12310/44000 | Loss: 3.1237 | LR: 4.17e-04 | 1254.9ms/step | 15.9 samples/s +Step 12320/44000 | Loss: 3.1038 | LR: 4.17e-04 | 1255.9ms/step | 15.9 samples/s +Step 12330/44000 | Loss: 3.1330 | LR: 4.17e-04 | 1255.6ms/step | 15.9 samples/s +Step 12340/44000 | Loss: 3.1134 | LR: 4.17e-04 | 1254.6ms/step | 15.9 samples/s +Step 12350/44000 | Loss: 3.1290 | LR: 4.16e-04 | 1254.4ms/step | 15.9 samples/s +Step 12360/44000 | Loss: 3.1120 | LR: 4.16e-04 | 1255.2ms/step | 15.9 samples/s +Step 12370/44000 | Loss: 3.1069 | LR: 4.16e-04 | 1254.8ms/step | 15.9 samples/s +Step 12380/44000 | Loss: 3.0782 | LR: 4.16e-04 | 1256.1ms/step | 15.9 samples/s +Step 12390/44000 | Loss: 3.1129 | LR: 4.16e-04 | 1255.2ms/step | 15.9 samples/s +Step 12400/44000 | Loss: 3.0791 | LR: 4.16e-04 | 1254.2ms/step | 15.9 samples/s +Step 12410/44000 | Loss: 3.1018 | LR: 4.16e-04 | 1255.3ms/step | 15.9 samples/s +Step 12420/44000 | Loss: 3.1147 | LR: 4.15e-04 | 1254.2ms/step | 15.9 samples/s +Step 12430/44000 | Loss: 3.0956 | LR: 4.15e-04 | 1254.0ms/step | 15.9 samples/s +Step 12440/44000 | Loss: 3.1103 | LR: 4.15e-04 | 1254.4ms/step | 15.9 samples/s +Step 12450/44000 | Loss: 3.1057 | LR: 4.15e-04 | 1254.6ms/step | 15.9 samples/s +Step 12460/44000 | Loss: 3.1127 | LR: 4.15e-04 | 1253.5ms/step | 16.0 samples/s +Step 12470/44000 | Loss: 3.1048 | LR: 4.15e-04 | 1253.8ms/step | 16.0 samples/s +Step 12480/44000 | Loss: 3.0982 | LR: 4.15e-04 | 1254.2ms/step | 15.9 samples/s +Step 12490/44000 | Loss: 3.0794 | LR: 4.14e-04 | 1255.4ms/step | 15.9 samples/s +Step 12500/44000 | Loss: 3.0734 | LR: 4.14e-04 | 1254.5ms/step | 15.9 samples/s +Validation at step 12500: Loss = 3.1179, Perplexity = 22.60 +Step 12510/44000 | Loss: 3.1290 | LR: 4.14e-04 | 3370.0ms/step | 5.9 samples/s +Step 12520/44000 | Loss: 3.1118 | LR: 4.14e-04 | 1256.9ms/step | 15.9 samples/s +Step 12530/44000 | Loss: 3.1041 | LR: 4.14e-04 | 1253.6ms/step | 16.0 samples/s +Step 12540/44000 | Loss: 3.1052 | LR: 4.14e-04 | 1255.0ms/step | 15.9 samples/s +Step 12550/44000 | Loss: 3.1212 | LR: 4.14e-04 | 1257.0ms/step | 15.9 samples/s +Step 12560/44000 | Loss: 3.0844 | LR: 4.14e-04 | 1258.0ms/step | 15.9 samples/s +Step 12570/44000 | Loss: 3.0956 | LR: 4.13e-04 | 1257.4ms/step | 15.9 samples/s +Step 12580/44000 | Loss: 3.1405 | LR: 4.13e-04 | 1257.1ms/step | 15.9 samples/s +Step 12590/44000 | Loss: 3.0974 | LR: 4.13e-04 | 1255.2ms/step | 15.9 samples/s +Step 12600/44000 | Loss: 3.1035 | LR: 4.13e-04 | 1254.0ms/step | 15.9 samples/s +Step 12610/44000 | Loss: 3.1181 | LR: 4.13e-04 | 1253.5ms/step | 16.0 samples/s +Step 12620/44000 | Loss: 3.1498 | LR: 4.13e-04 | 1253.6ms/step | 16.0 samples/s +Step 12630/44000 | Loss: 3.1115 | LR: 4.13e-04 | 1252.5ms/step | 16.0 samples/s +Step 12640/44000 | Loss: 3.1023 | LR: 4.12e-04 | 1254.4ms/step | 15.9 samples/s +Step 12650/44000 | Loss: 3.1116 | LR: 4.12e-04 | 1254.8ms/step | 15.9 samples/s +Step 12660/44000 | Loss: 3.1001 | LR: 4.12e-04 | 1255.0ms/step | 15.9 samples/s +Step 12670/44000 | Loss: 3.1142 | LR: 4.12e-04 | 1255.7ms/step | 15.9 samples/s +Step 12680/44000 | Loss: 3.1167 | LR: 4.12e-04 | 1255.7ms/step | 15.9 samples/s +Step 12690/44000 | Loss: 3.1069 | LR: 4.12e-04 | 1256.9ms/step | 15.9 samples/s +Step 12700/44000 | Loss: 3.1008 | LR: 4.12e-04 | 1254.6ms/step | 15.9 samples/s +Step 12710/44000 | Loss: 3.0687 | LR: 4.11e-04 | 1255.3ms/step | 15.9 samples/s +Step 12720/44000 | Loss: 3.0651 | LR: 4.11e-04 | 1255.3ms/step | 15.9 samples/s +Step 12730/44000 | Loss: 3.0933 | LR: 4.11e-04 | 1254.5ms/step | 15.9 samples/s +Step 12740/44000 | Loss: 3.1102 | LR: 4.11e-04 | 1254.8ms/step | 15.9 samples/s +Step 12750/44000 | Loss: 3.0734 | LR: 4.11e-04 | 1256.5ms/step | 15.9 samples/s +Validation at step 12750: Loss = 3.1131, Perplexity = 22.49 +Step 12760/44000 | Loss: 3.0999 | LR: 4.11e-04 | 3368.9ms/step | 5.9 samples/s +Step 12770/44000 | Loss: 3.1084 | LR: 4.11e-04 | 1258.3ms/step | 15.9 samples/s +Step 12780/44000 | Loss: 3.0894 | LR: 4.10e-04 | 1259.3ms/step | 15.9 samples/s +Step 12790/44000 | Loss: 3.0944 | LR: 4.10e-04 | 1259.8ms/step | 15.9 samples/s +Step 12800/44000 | Loss: 3.1129 | LR: 4.10e-04 | 1258.2ms/step | 15.9 samples/s +Step 12810/44000 | Loss: 3.1140 | LR: 4.10e-04 | 1255.8ms/step | 15.9 samples/s +Step 12820/44000 | Loss: 3.0900 | LR: 4.10e-04 | 1254.8ms/step | 15.9 samples/s +Step 12830/44000 | Loss: 3.1008 | LR: 4.10e-04 | 1253.5ms/step | 16.0 samples/s +Step 12840/44000 | Loss: 3.0815 | LR: 4.10e-04 | 1254.6ms/step | 15.9 samples/s +Step 12850/44000 | Loss: 3.1013 | LR: 4.09e-04 | 1255.1ms/step | 15.9 samples/s +Step 12860/44000 | Loss: 3.0777 | LR: 4.09e-04 | 1255.6ms/step | 15.9 samples/s +Step 12870/44000 | Loss: 3.1067 | LR: 4.09e-04 | 1254.7ms/step | 15.9 samples/s +Step 12880/44000 | Loss: 3.0672 | LR: 4.09e-04 | 1255.7ms/step | 15.9 samples/s +Step 12890/44000 | Loss: 3.1217 | LR: 4.09e-04 | 1255.5ms/step | 15.9 samples/s +Step 12900/44000 | Loss: 3.0832 | LR: 4.09e-04 | 1257.9ms/step | 15.9 samples/s +Step 12910/44000 | Loss: 3.0996 | LR: 4.09e-04 | 1257.5ms/step | 15.9 samples/s +Step 12920/44000 | Loss: 3.1002 | LR: 4.09e-04 | 1255.8ms/step | 15.9 samples/s +Step 12930/44000 | Loss: 3.1008 | LR: 4.08e-04 | 1255.0ms/step | 15.9 samples/s +Step 12940/44000 | Loss: 3.1158 | LR: 4.08e-04 | 1255.7ms/step | 15.9 samples/s +Step 12950/44000 | Loss: 3.1004 | LR: 4.08e-04 | 1254.5ms/step | 15.9 samples/s +Step 12960/44000 | Loss: 3.1068 | LR: 4.08e-04 | 1254.0ms/step | 15.9 samples/s +Step 12970/44000 | Loss: 3.1147 | LR: 4.08e-04 | 1254.8ms/step | 15.9 samples/s +Step 12980/44000 | Loss: 3.1117 | LR: 4.08e-04 | 1254.3ms/step | 15.9 samples/s +Step 12990/44000 | Loss: 3.1031 | LR: 4.08e-04 | 1254.1ms/step | 15.9 samples/s +Step 13000/44000 | Loss: 3.0893 | LR: 4.07e-04 | 1256.0ms/step | 15.9 samples/s +Validation at step 13000: Loss = 3.1094, Perplexity = 22.41 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-13000 +Step 13010/44000 | Loss: 3.0968 | LR: 4.07e-04 | 3673.1ms/step | 5.4 samples/s +Step 13020/44000 | Loss: 3.0972 | LR: 4.07e-04 | 1258.3ms/step | 15.9 samples/s +Step 13030/44000 | Loss: 3.1023 | LR: 4.07e-04 | 1261.9ms/step | 15.8 samples/s +Step 13040/44000 | Loss: 3.0783 | LR: 4.07e-04 | 1263.8ms/step | 15.8 samples/s +Step 13050/44000 | Loss: 3.0635 | LR: 4.07e-04 | 1261.1ms/step | 15.9 samples/s +Step 13060/44000 | Loss: 3.1088 | LR: 4.07e-04 | 1259.8ms/step | 15.9 samples/s +Step 13070/44000 | Loss: 3.1012 | LR: 4.06e-04 | 1261.4ms/step | 15.9 samples/s +Step 13080/44000 | Loss: 3.1186 | LR: 4.06e-04 | 1260.6ms/step | 15.9 samples/s +Step 13090/44000 | Loss: 3.0862 | LR: 4.06e-04 | 1259.7ms/step | 15.9 samples/s +Step 13100/44000 | Loss: 3.0894 | LR: 4.06e-04 | 1260.0ms/step | 15.9 samples/s +Step 13110/44000 | Loss: 3.1024 | LR: 4.06e-04 | 1259.9ms/step | 15.9 samples/s +Step 13120/44000 | Loss: 3.1114 | LR: 4.06e-04 | 1260.0ms/step | 15.9 samples/s +Step 13130/44000 | Loss: 3.1117 | LR: 4.06e-04 | 1259.6ms/step | 15.9 samples/s +Step 13140/44000 | Loss: 3.1117 | LR: 4.05e-04 | 1260.3ms/step | 15.9 samples/s +Step 13150/44000 | Loss: 3.0957 | LR: 4.05e-04 | 1260.0ms/step | 15.9 samples/s +Step 13160/44000 | Loss: 3.0882 | LR: 4.05e-04 | 1259.7ms/step | 15.9 samples/s +Step 13170/44000 | Loss: 3.0923 | LR: 4.05e-04 | 1260.0ms/step | 15.9 samples/s +Step 13180/44000 | Loss: 3.1140 | LR: 4.05e-04 | 1260.2ms/step | 15.9 samples/s +Step 13190/44000 | Loss: 3.0897 | LR: 4.05e-04 | 1259.3ms/step | 15.9 samples/s +Step 13200/44000 | Loss: 3.1217 | LR: 4.05e-04 | 1260.7ms/step | 15.9 samples/s +Step 13210/44000 | Loss: 3.0769 | LR: 4.04e-04 | 1260.2ms/step | 15.9 samples/s +Step 13220/44000 | Loss: 3.0794 | LR: 4.04e-04 | 1261.0ms/step | 15.9 samples/s +Step 13230/44000 | Loss: 3.1089 | LR: 4.04e-04 | 1260.3ms/step | 15.9 samples/s +Step 13240/44000 | Loss: 3.0889 | LR: 4.04e-04 | 1260.2ms/step | 15.9 samples/s +Step 13250/44000 | Loss: 3.1070 | LR: 4.04e-04 | 1260.3ms/step | 15.9 samples/s +Validation at step 13250: Loss = 3.1056, Perplexity = 22.32 +Step 13260/44000 | Loss: 3.0989 | LR: 4.04e-04 | 3382.3ms/step | 5.9 samples/s +Step 13270/44000 | Loss: 3.0886 | LR: 4.04e-04 | 1261.7ms/step | 15.9 samples/s +Step 13280/44000 | Loss: 3.1143 | LR: 4.03e-04 | 1262.9ms/step | 15.8 samples/s +Step 13290/44000 | Loss: 3.1005 | LR: 4.03e-04 | 1264.3ms/step | 15.8 samples/s +Step 13300/44000 | Loss: 3.0609 | LR: 4.03e-04 | 1260.6ms/step | 15.9 samples/s +Step 13310/44000 | Loss: 3.0936 | LR: 4.03e-04 | 1259.7ms/step | 15.9 samples/s +Step 13320/44000 | Loss: 3.0743 | LR: 4.03e-04 | 1259.0ms/step | 15.9 samples/s +Step 13330/44000 | Loss: 3.0832 | LR: 4.03e-04 | 1258.8ms/step | 15.9 samples/s +Step 13340/44000 | Loss: 3.0912 | LR: 4.03e-04 | 1260.1ms/step | 15.9 samples/s +Step 13350/44000 | Loss: 3.0789 | LR: 4.02e-04 | 1260.6ms/step | 15.9 samples/s +Step 13360/44000 | Loss: 3.0919 | LR: 4.02e-04 | 1260.4ms/step | 15.9 samples/s +Step 13370/44000 | Loss: 3.1219 | LR: 4.02e-04 | 1261.5ms/step | 15.9 samples/s +Step 13380/44000 | Loss: 3.1151 | LR: 4.02e-04 | 1260.7ms/step | 15.9 samples/s +Step 13390/44000 | Loss: 3.0838 | LR: 4.02e-04 | 1259.3ms/step | 15.9 samples/s +Step 13400/44000 | Loss: 3.0839 | LR: 4.02e-04 | 1259.8ms/step | 15.9 samples/s +Step 13410/44000 | Loss: 3.0763 | LR: 4.02e-04 | 1259.7ms/step | 15.9 samples/s +Step 13420/44000 | Loss: 3.0462 | LR: 4.01e-04 | 1258.8ms/step | 15.9 samples/s +Step 13430/44000 | Loss: 3.1035 | LR: 4.01e-04 | 1259.5ms/step | 15.9 samples/s +Step 13440/44000 | Loss: 3.0936 | LR: 4.01e-04 | 1259.2ms/step | 15.9 samples/s +Step 13450/44000 | Loss: 3.1035 | LR: 4.01e-04 | 1259.3ms/step | 15.9 samples/s +Step 13460/44000 | Loss: 3.0805 | LR: 4.01e-04 | 1259.7ms/step | 15.9 samples/s +Step 13470/44000 | Loss: 3.0943 | LR: 4.01e-04 | 1259.7ms/step | 15.9 samples/s +Step 13480/44000 | Loss: 3.0684 | LR: 4.01e-04 | 1260.4ms/step | 15.9 samples/s +Step 13490/44000 | Loss: 3.0954 | LR: 4.00e-04 | 1259.4ms/step | 15.9 samples/s +Step 13500/44000 | Loss: 3.0961 | LR: 4.00e-04 | 1260.1ms/step | 15.9 samples/s +Validation at step 13500: Loss = 3.1013, Perplexity = 22.23 +Step 13510/44000 | Loss: 3.0833 | LR: 4.00e-04 | 3382.6ms/step | 5.9 samples/s +Step 13520/44000 | Loss: 3.0797 | LR: 4.00e-04 | 1259.7ms/step | 15.9 samples/s +Step 13530/44000 | Loss: 3.0771 | LR: 4.00e-04 | 1259.1ms/step | 15.9 samples/s +Step 13540/44000 | Loss: 3.0687 | LR: 4.00e-04 | 1260.2ms/step | 15.9 samples/s +Step 13550/44000 | Loss: 3.0863 | LR: 4.00e-04 | 1260.9ms/step | 15.9 samples/s +Step 13560/44000 | Loss: 3.0774 | LR: 3.99e-04 | 1261.3ms/step | 15.9 samples/s +Step 13570/44000 | Loss: 3.1141 | LR: 3.99e-04 | 1260.7ms/step | 15.9 samples/s +Step 13580/44000 | Loss: 3.0930 | LR: 3.99e-04 | 1260.1ms/step | 15.9 samples/s +Step 13590/44000 | Loss: 3.0707 | LR: 3.99e-04 | 1261.8ms/step | 15.9 samples/s +Step 13600/44000 | Loss: 3.0839 | LR: 3.99e-04 | 1263.3ms/step | 15.8 samples/s +Step 13610/44000 | Loss: 3.0737 | LR: 3.99e-04 | 1261.7ms/step | 15.9 samples/s +Step 13620/44000 | Loss: 3.1044 | LR: 3.98e-04 | 1261.2ms/step | 15.9 samples/s +Step 13630/44000 | Loss: 3.0961 | LR: 3.98e-04 | 1260.9ms/step | 15.9 samples/s +Step 13640/44000 | Loss: 3.0712 | LR: 3.98e-04 | 1260.8ms/step | 15.9 samples/s +Step 13650/44000 | Loss: 3.0892 | LR: 3.98e-04 | 1260.4ms/step | 15.9 samples/s +Step 13660/44000 | Loss: 3.0773 | LR: 3.98e-04 | 1260.5ms/step | 15.9 samples/s +Step 13670/44000 | Loss: 3.0630 | LR: 3.98e-04 | 1261.5ms/step | 15.9 samples/s +Step 13680/44000 | Loss: 3.0763 | LR: 3.98e-04 | 1261.4ms/step | 15.9 samples/s +Step 13690/44000 | Loss: 3.0931 | LR: 3.97e-04 | 1262.1ms/step | 15.8 samples/s +Step 13700/44000 | Loss: 3.0799 | LR: 3.97e-04 | 1262.0ms/step | 15.8 samples/s +Step 13710/44000 | Loss: 3.0896 | LR: 3.97e-04 | 1259.9ms/step | 15.9 samples/s +Step 13720/44000 | Loss: 3.0706 | LR: 3.97e-04 | 1258.7ms/step | 15.9 samples/s +Step 13730/44000 | Loss: 3.0890 | LR: 3.97e-04 | 1259.2ms/step | 15.9 samples/s +Step 13740/44000 | Loss: 3.0958 | LR: 3.97e-04 | 1260.4ms/step | 15.9 samples/s +Step 13750/44000 | Loss: 3.1264 | LR: 3.97e-04 | 1261.0ms/step | 15.9 samples/s +Validation at step 13750: Loss = 3.0979, Perplexity = 22.15 +Step 13760/44000 | Loss: 3.1162 | LR: 3.96e-04 | 3383.4ms/step | 5.9 samples/s +Step 13770/44000 | Loss: 3.0884 | LR: 3.96e-04 | 1261.4ms/step | 15.9 samples/s +Step 13780/44000 | Loss: 3.0818 | LR: 3.96e-04 | 1260.8ms/step | 15.9 samples/s +Step 13790/44000 | Loss: 3.1177 | LR: 3.96e-04 | 1261.2ms/step | 15.9 samples/s +Step 13800/44000 | Loss: 3.0749 | LR: 3.96e-04 | 1260.6ms/step | 15.9 samples/s +Step 13810/44000 | Loss: 3.0678 | LR: 3.96e-04 | 1261.7ms/step | 15.9 samples/s +Step 13820/44000 | Loss: 3.0831 | LR: 3.96e-04 | 1260.4ms/step | 15.9 samples/s +Step 13830/44000 | Loss: 3.0669 | LR: 3.95e-04 | 1261.8ms/step | 15.9 samples/s +Step 13840/44000 | Loss: 3.0582 | LR: 3.95e-04 | 1261.4ms/step | 15.9 samples/s +Step 13850/44000 | Loss: 3.0786 | LR: 3.95e-04 | 1259.7ms/step | 15.9 samples/s +Step 13860/44000 | Loss: 3.0853 | LR: 3.95e-04 | 1259.3ms/step | 15.9 samples/s +Step 13870/44000 | Loss: 3.0835 | LR: 3.95e-04 | 1258.9ms/step | 15.9 samples/s +Step 13880/44000 | Loss: 3.1021 | LR: 3.95e-04 | 1260.0ms/step | 15.9 samples/s +Step 13890/44000 | Loss: 3.0690 | LR: 3.95e-04 | 1259.7ms/step | 15.9 samples/s +Step 13900/44000 | Loss: 3.1193 | LR: 3.94e-04 | 1260.3ms/step | 15.9 samples/s +Step 13910/44000 | Loss: 3.0919 | LR: 3.94e-04 | 1259.9ms/step | 15.9 samples/s +Step 13920/44000 | Loss: 3.0716 | LR: 3.94e-04 | 1260.4ms/step | 15.9 samples/s +Step 13930/44000 | Loss: 3.0844 | LR: 3.94e-04 | 1259.9ms/step | 15.9 samples/s +Step 13940/44000 | Loss: 3.0642 | LR: 3.94e-04 | 1262.1ms/step | 15.8 samples/s +Step 13950/44000 | Loss: 3.0657 | LR: 3.94e-04 | 1261.1ms/step | 15.9 samples/s +Step 13960/44000 | Loss: 3.0855 | LR: 3.93e-04 | 1261.9ms/step | 15.8 samples/s +Step 13970/44000 | Loss: 3.0710 | LR: 3.93e-04 | 1264.8ms/step | 15.8 samples/s +Step 13980/44000 | Loss: 3.0700 | LR: 3.93e-04 | 1260.0ms/step | 15.9 samples/s +Step 13990/44000 | Loss: 3.0709 | LR: 3.93e-04 | 1261.9ms/step | 15.8 samples/s +Step 14000/44000 | Loss: 3.0897 | LR: 3.93e-04 | 1263.3ms/step | 15.8 samples/s +Validation at step 14000: Loss = 3.0931, Perplexity = 22.05 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-14000 +Step 14010/44000 | Loss: 3.0924 | LR: 3.93e-04 | 3675.7ms/step | 5.4 samples/s +Step 14020/44000 | Loss: 3.0666 | LR: 3.93e-04 | 1254.1ms/step | 15.9 samples/s +Step 14030/44000 | Loss: 3.0354 | LR: 3.92e-04 | 1254.8ms/step | 15.9 samples/s +Step 14040/44000 | Loss: 3.0524 | LR: 3.92e-04 | 1253.4ms/step | 16.0 samples/s +Step 14050/44000 | Loss: 3.0445 | LR: 3.92e-04 | 1254.4ms/step | 15.9 samples/s +Step 14060/44000 | Loss: 3.1013 | LR: 3.92e-04 | 1257.1ms/step | 15.9 samples/s +Step 14070/44000 | Loss: 3.0926 | LR: 3.92e-04 | 1257.2ms/step | 15.9 samples/s +Step 14080/44000 | Loss: 3.0832 | LR: 3.92e-04 | 1257.2ms/step | 15.9 samples/s +Step 14090/44000 | Loss: 3.0662 | LR: 3.92e-04 | 1257.3ms/step | 15.9 samples/s +Step 14100/44000 | Loss: 3.0948 | LR: 3.91e-04 | 1258.0ms/step | 15.9 samples/s +Step 14110/44000 | Loss: 3.0887 | LR: 3.91e-04 | 1256.9ms/step | 15.9 samples/s +Step 14120/44000 | Loss: 3.0811 | LR: 3.91e-04 | 1254.8ms/step | 15.9 samples/s +Step 14130/44000 | Loss: 3.1033 | LR: 3.91e-04 | 1253.2ms/step | 16.0 samples/s +Step 14140/44000 | Loss: 3.0903 | LR: 3.91e-04 | 1253.3ms/step | 16.0 samples/s +Step 14150/44000 | Loss: 3.0603 | LR: 3.91e-04 | 1252.9ms/step | 16.0 samples/s +Step 14160/44000 | Loss: 3.0724 | LR: 3.90e-04 | 1253.9ms/step | 15.9 samples/s +Step 14170/44000 | Loss: 3.0964 | LR: 3.90e-04 | 1254.0ms/step | 15.9 samples/s +Step 14180/44000 | Loss: 3.0844 | LR: 3.90e-04 | 1255.9ms/step | 15.9 samples/s +Step 14190/44000 | Loss: 3.0787 | LR: 3.90e-04 | 1254.8ms/step | 15.9 samples/s +Step 14200/44000 | Loss: 3.0892 | LR: 3.90e-04 | 1254.0ms/step | 15.9 samples/s +Step 14210/44000 | Loss: 3.0753 | LR: 3.90e-04 | 1253.9ms/step | 16.0 samples/s +Step 14220/44000 | Loss: 3.0748 | LR: 3.90e-04 | 1254.3ms/step | 15.9 samples/s +Step 14230/44000 | Loss: 3.0793 | LR: 3.89e-04 | 1251.6ms/step | 16.0 samples/s +Step 14240/44000 | Loss: 3.0602 | LR: 3.89e-04 | 1251.8ms/step | 16.0 samples/s +Step 14250/44000 | Loss: 3.0735 | LR: 3.89e-04 | 1251.4ms/step | 16.0 samples/s +Validation at step 14250: Loss = 3.0898, Perplexity = 21.97 +Step 14260/44000 | Loss: 3.1055 | LR: 3.89e-04 | 3359.7ms/step | 6.0 samples/s +Step 14270/44000 | Loss: 3.0975 | LR: 3.89e-04 | 1253.9ms/step | 16.0 samples/s +Step 14280/44000 | Loss: 3.0957 | LR: 3.89e-04 | 1254.3ms/step | 15.9 samples/s +Step 14290/44000 | Loss: 3.0824 | LR: 3.89e-04 | 1254.2ms/step | 15.9 samples/s +Step 14300/44000 | Loss: 3.0809 | LR: 3.88e-04 | 1253.8ms/step | 16.0 samples/s +Step 14310/44000 | Loss: 3.0802 | LR: 3.88e-04 | 1252.4ms/step | 16.0 samples/s +Step 14320/44000 | Loss: 3.0781 | LR: 3.88e-04 | 1254.5ms/step | 15.9 samples/s +Step 14330/44000 | Loss: 3.0926 | LR: 3.88e-04 | 1254.5ms/step | 15.9 samples/s +Step 14340/44000 | Loss: 3.0892 | LR: 3.88e-04 | 1253.3ms/step | 16.0 samples/s +Step 14350/44000 | Loss: 3.0732 | LR: 3.88e-04 | 1252.6ms/step | 16.0 samples/s +Step 14360/44000 | Loss: 3.0891 | LR: 3.87e-04 | 1253.8ms/step | 16.0 samples/s +Step 14370/44000 | Loss: 3.0872 | LR: 3.87e-04 | 1254.6ms/step | 15.9 samples/s +Step 14380/44000 | Loss: 3.0681 | LR: 3.87e-04 | 1254.4ms/step | 15.9 samples/s +Step 14390/44000 | Loss: 3.0729 | LR: 3.87e-04 | 1253.6ms/step | 16.0 samples/s +Step 14400/44000 | Loss: 3.0747 | LR: 3.87e-04 | 1254.3ms/step | 15.9 samples/s +Step 14410/44000 | Loss: 3.0553 | LR: 3.87e-04 | 1254.4ms/step | 15.9 samples/s +Step 14420/44000 | Loss: 3.0777 | LR: 3.87e-04 | 1254.1ms/step | 15.9 samples/s +Step 14430/44000 | Loss: 3.0453 | LR: 3.86e-04 | 1254.1ms/step | 15.9 samples/s +Step 14440/44000 | Loss: 3.0853 | LR: 3.86e-04 | 1253.5ms/step | 16.0 samples/s +Step 14450/44000 | Loss: 3.0788 | LR: 3.86e-04 | 1253.1ms/step | 16.0 samples/s +Step 14460/44000 | Loss: 3.0889 | LR: 3.86e-04 | 1252.9ms/step | 16.0 samples/s +Step 14470/44000 | Loss: 3.0858 | LR: 3.86e-04 | 1253.0ms/step | 16.0 samples/s +Step 14480/44000 | Loss: 3.0497 | LR: 3.86e-04 | 1253.2ms/step | 16.0 samples/s +Step 14490/44000 | Loss: 3.0642 | LR: 3.85e-04 | 1252.9ms/step | 16.0 samples/s +Step 14500/44000 | Loss: 3.0898 | LR: 3.85e-04 | 1255.6ms/step | 15.9 samples/s +Validation at step 14500: Loss = 3.0855, Perplexity = 21.88 +Step 14510/44000 | Loss: 3.0587 | LR: 3.85e-04 | 3379.3ms/step | 5.9 samples/s +Step 14520/44000 | Loss: 3.0925 | LR: 3.85e-04 | 1255.6ms/step | 15.9 samples/s +Step 14530/44000 | Loss: 3.0707 | LR: 3.85e-04 | 1253.3ms/step | 16.0 samples/s +Step 14540/44000 | Loss: 3.0792 | LR: 3.85e-04 | 1253.7ms/step | 16.0 samples/s +Step 14550/44000 | Loss: 3.0761 | LR: 3.85e-04 | 1254.5ms/step | 15.9 samples/s +Step 14560/44000 | Loss: 3.0870 | LR: 3.84e-04 | 1252.9ms/step | 16.0 samples/s +Step 14570/44000 | Loss: 3.0869 | LR: 3.84e-04 | 1253.4ms/step | 16.0 samples/s +Step 14580/44000 | Loss: 3.0743 | LR: 3.84e-04 | 1252.5ms/step | 16.0 samples/s +Step 14590/44000 | Loss: 3.0845 | LR: 3.84e-04 | 1252.5ms/step | 16.0 samples/s +Step 14600/44000 | Loss: 3.0775 | LR: 3.84e-04 | 1252.7ms/step | 16.0 samples/s +Step 14610/44000 | Loss: 3.0763 | LR: 3.84e-04 | 1253.2ms/step | 16.0 samples/s +Step 14620/44000 | Loss: 3.0893 | LR: 3.83e-04 | 1253.1ms/step | 16.0 samples/s +Step 14630/44000 | Loss: 3.0657 | LR: 3.83e-04 | 1252.3ms/step | 16.0 samples/s +Step 14640/44000 | Loss: 3.0642 | LR: 3.83e-04 | 1254.0ms/step | 15.9 samples/s +Step 14650/44000 | Loss: 3.0748 | LR: 3.83e-04 | 1251.7ms/step | 16.0 samples/s +Step 14660/44000 | Loss: 3.0882 | LR: 3.83e-04 | 1255.1ms/step | 15.9 samples/s +Step 14670/44000 | Loss: 3.0829 | LR: 3.83e-04 | 1254.7ms/step | 15.9 samples/s +Step 14680/44000 | Loss: 3.0487 | LR: 3.83e-04 | 1255.6ms/step | 15.9 samples/s +Step 14690/44000 | Loss: 3.0665 | LR: 3.82e-04 | 1254.6ms/step | 15.9 samples/s +Step 14700/44000 | Loss: 3.0838 | LR: 3.82e-04 | 1254.3ms/step | 15.9 samples/s +Step 14710/44000 | Loss: 3.0746 | LR: 3.82e-04 | 1254.6ms/step | 15.9 samples/s +Step 14720/44000 | Loss: 3.0652 | LR: 3.82e-04 | 1255.0ms/step | 15.9 samples/s +Step 14730/44000 | Loss: 3.0790 | LR: 3.82e-04 | 1254.5ms/step | 15.9 samples/s +Step 14740/44000 | Loss: 3.0684 | LR: 3.82e-04 | 1255.1ms/step | 15.9 samples/s +Step 14750/44000 | Loss: 3.0962 | LR: 3.81e-04 | 1255.0ms/step | 15.9 samples/s +Validation at step 14750: Loss = 3.0825, Perplexity = 21.81 +Step 14760/44000 | Loss: 3.0696 | LR: 3.81e-04 | 3378.2ms/step | 5.9 samples/s +Step 14770/44000 | Loss: 3.0817 | LR: 3.81e-04 | 1256.7ms/step | 15.9 samples/s +Step 14780/44000 | Loss: 3.0916 | LR: 3.81e-04 | 1253.1ms/step | 16.0 samples/s +Step 14790/44000 | Loss: 3.0755 | LR: 3.81e-04 | 1252.3ms/step | 16.0 samples/s +Step 14800/44000 | Loss: 3.0447 | LR: 3.81e-04 | 1253.5ms/step | 16.0 samples/s +Step 14810/44000 | Loss: 3.0633 | LR: 3.81e-04 | 1254.4ms/step | 15.9 samples/s +Step 14820/44000 | Loss: 3.0719 | LR: 3.80e-04 | 1256.0ms/step | 15.9 samples/s +Step 14830/44000 | Loss: 3.0784 | LR: 3.80e-04 | 1258.2ms/step | 15.9 samples/s +Step 14840/44000 | Loss: 3.0658 | LR: 3.80e-04 | 1257.5ms/step | 15.9 samples/s +Step 14850/44000 | Loss: 3.0754 | LR: 3.80e-04 | 1252.7ms/step | 16.0 samples/s +Step 14860/44000 | Loss: 3.0582 | LR: 3.80e-04 | 1254.4ms/step | 15.9 samples/s +Step 14870/44000 | Loss: 3.0606 | LR: 3.80e-04 | 1255.4ms/step | 15.9 samples/s +Step 14880/44000 | Loss: 3.0572 | LR: 3.79e-04 | 1254.9ms/step | 15.9 samples/s +Step 14890/44000 | Loss: 3.0565 | LR: 3.79e-04 | 1254.1ms/step | 15.9 samples/s +Step 14900/44000 | Loss: 3.0651 | LR: 3.79e-04 | 1252.3ms/step | 16.0 samples/s +Step 14910/44000 | Loss: 3.0863 | LR: 3.79e-04 | 1255.8ms/step | 15.9 samples/s +Step 14920/44000 | Loss: 3.0841 | LR: 3.79e-04 | 1256.4ms/step | 15.9 samples/s +Step 14930/44000 | Loss: 3.0887 | LR: 3.79e-04 | 1255.8ms/step | 15.9 samples/s +Step 14940/44000 | Loss: 3.0793 | LR: 3.79e-04 | 1255.9ms/step | 15.9 samples/s +Step 14950/44000 | Loss: 3.1058 | LR: 3.78e-04 | 1257.0ms/step | 15.9 samples/s +Step 14960/44000 | Loss: 3.0641 | LR: 3.78e-04 | 1256.6ms/step | 15.9 samples/s +Step 14970/44000 | Loss: 3.0684 | LR: 3.78e-04 | 1257.0ms/step | 15.9 samples/s +Step 14980/44000 | Loss: 3.0693 | LR: 3.78e-04 | 1257.1ms/step | 15.9 samples/s +Step 14990/44000 | Loss: 3.0554 | LR: 3.78e-04 | 1253.9ms/step | 16.0 samples/s +Step 15000/44000 | Loss: 3.0866 | LR: 3.78e-04 | 1254.5ms/step | 15.9 samples/s +Validation at step 15000: Loss = 3.0795, Perplexity = 21.75 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-15000 +Step 15010/44000 | Loss: 3.0443 | LR: 3.77e-04 | 3666.7ms/step | 5.5 samples/s +Step 15020/44000 | Loss: 3.0444 | LR: 3.77e-04 | 1250.3ms/step | 16.0 samples/s +Step 15030/44000 | Loss: 3.0535 | LR: 3.77e-04 | 1251.3ms/step | 16.0 samples/s +Step 15040/44000 | Loss: 3.0642 | LR: 3.77e-04 | 1252.0ms/step | 16.0 samples/s +Step 15050/44000 | Loss: 3.0747 | LR: 3.77e-04 | 1253.6ms/step | 16.0 samples/s +Step 15060/44000 | Loss: 3.0734 | LR: 3.77e-04 | 1252.0ms/step | 16.0 samples/s +Step 15070/44000 | Loss: 3.0504 | LR: 3.77e-04 | 1252.8ms/step | 16.0 samples/s +Step 15080/44000 | Loss: 3.0953 | LR: 3.76e-04 | 1252.6ms/step | 16.0 samples/s +Step 15090/44000 | Loss: 3.0630 | LR: 3.76e-04 | 1252.2ms/step | 16.0 samples/s +Step 15100/44000 | Loss: 3.0559 | LR: 3.76e-04 | 1253.3ms/step | 16.0 samples/s +Step 15110/44000 | Loss: 3.0678 | LR: 3.76e-04 | 1253.2ms/step | 16.0 samples/s +Step 15120/44000 | Loss: 3.0618 | LR: 3.76e-04 | 1253.8ms/step | 16.0 samples/s +Step 15130/44000 | Loss: 3.0619 | LR: 3.76e-04 | 1253.1ms/step | 16.0 samples/s +Step 15140/44000 | Loss: 3.0709 | LR: 3.75e-04 | 1252.9ms/step | 16.0 samples/s +Step 15150/44000 | Loss: 3.0787 | LR: 3.75e-04 | 1254.3ms/step | 15.9 samples/s +Step 15160/44000 | Loss: 3.0834 | LR: 3.75e-04 | 1253.8ms/step | 16.0 samples/s diff --git a/epfl_final/SparseAtt/wandb/run-20260707_034618-lgjoqt2r/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260707_034618-lgjoqt2r/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad4c690c3e14b0f13ae055d10340b2fe379c8b39 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_034618-lgjoqt2r/files/requirements.txt @@ -0,0 +1,141 @@ +pip==26.0.1 +nvidia-cusparselt-cu13==0.8.0 +mpmath==1.3.0 +cuda-toolkit==13.0.2 +zstandard==0.25.0 +xxhash==3.7.0 +urllib3==2.6.3 +typing_extensions==4.15.0 +triton==3.6.0 +tqdm==4.67.3 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+{"time":"2026-07-07T09:26:34.757913712Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":1513,"history_lines":1,"events_offset":2719,"events_lines":2,"console_offset":1591,"console_lines":1} +{"time":"2026-07-07T09:26:35.052802052Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"} diff --git a/epfl_final/SparseAtt/wandb/run-20260707_034618-lgjoqt2r/logs/debug.log b/epfl_final/SparseAtt/wandb/run-20260707_034618-lgjoqt2r/logs/debug.log new file mode 100644 index 0000000000000000000000000000000000000000..2e4ab4afe46e2cb2444ed3bf73f30b4877fbac5c --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_034618-lgjoqt2r/logs/debug.log @@ -0,0 +1,19 @@ +2026-07-07 03:46:18,657 INFO MainThread:1656 [wandb_setup.py:_flush():81] Current SDK version is 0.26.1 +2026-07-07 03:46:18,657 INFO MainThread:1656 [wandb_setup.py:_flush():81] Configure stats pid to 1656 +2026-07-07 03:46:18,657 INFO MainThread:1656 [wandb_setup.py:_flush():81] Loading settings from environment variables +2026-07-07 03:46:18,657 INFO MainThread:1656 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260707_034618-lgjoqt2r/logs/debug.log +2026-07-07 03:46:18,657 INFO MainThread:1656 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260707_034618-lgjoqt2r/logs/debug-internal.log +2026-07-07 03:46:18,657 INFO MainThread:1656 [wandb_init.py:init():850] calling init triggers +2026-07-07 03:46:18,657 INFO MainThread:1656 [wandb_init.py:init():855] wandb.init called with sweep_config: {} +config: {'model_path': '/mloscratch/homes/navasard/qwen3_06b_base', 'model_dtype': 'bfloat16', 'init_from_scratch': True, 'train_path': '/mloscratch/homes/navasard/data/fineweb_large/tokenized', 'val_path': None, 'max_seq_length': 8192, 'num_workers': 8, 'output_dir': 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'sparse_val_dense_compare': False, 'sparse_layer_indices': None, 'sparse_mask_cache_dir': '/mloscratch/homes/navasard/sparse/mask_cache_8k_fixed_s2', 'sparse_mask_seed': 2, 'dense_mode': False, 'dense_step_intervals': None, '_wandb': {}} +2026-07-07 03:46:18,657 INFO MainThread:1656 [wandb_init.py:init():898] starting backend +2026-07-07 03:46:18,891 INFO MainThread:1656 [wandb_init.py:init():913] sending inform_init request +2026-07-07 03:46:19,186 INFO MainThread:1656 [wandb_init.py:init():918] backend started and connected +2026-07-07 03:46:19,188 INFO MainThread:1656 [wandb_init.py:init():988] updated telemetry +2026-07-07 03:46:19,199 INFO MainThread:1656 [wandb_init.py:init():1011] communicating run to backend with 90.0 second timeout +2026-07-07 03:46:19,616 INFO MainThread:1656 [wandb_init.py:init():1056] starting run threads in backend +2026-07-07 03:46:19,750 INFO MainThread:1656 [wandb_run.py:_console_start():2554] atexit reg +2026-07-07 03:46:19,750 INFO MainThread:1656 [wandb_run.py:_redirect():2403] redirect: wrap_raw +2026-07-07 03:46:19,750 INFO MainThread:1656 [wandb_run.py:_redirect():2472] Wrapping output streams. +2026-07-07 03:46:19,751 INFO MainThread:1656 [wandb_run.py:_redirect():2495] Redirects installed. +2026-07-07 03:46:19,753 INFO MainThread:1656 [wandb_init.py:init():1094] run started, returning control to user process diff --git a/epfl_final/SparseAtt/wandb/run-20260707_034618-lgjoqt2r/run-lgjoqt2r.wandb b/epfl_final/SparseAtt/wandb/run-20260707_034618-lgjoqt2r/run-lgjoqt2r.wandb new file mode 100644 index 0000000000000000000000000000000000000000..32995d68894a63f6efe67b84df79f93ec79a919a --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_034618-lgjoqt2r/run-lgjoqt2r.wandb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a27dbeeb71ee6e9776514ea72d3e6b4b5bd5cb0ed1778408e0fe12740902ecdc +size 7602176 diff --git a/epfl_final/SparseAtt/wandb/run-20260707_034748-304r0ilz/files/output.log 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5.33e-05 | 1288.7ms/step | 15.5 samples/s +Step 90/44000 | Loss: 9.5796 | LR: 6.00e-05 | 1293.2ms/step | 15.5 samples/s +Step 100/44000 | Loss: 9.1291 | LR: 6.67e-05 | 1296.7ms/step | 15.4 samples/s +Step 110/44000 | Loss: 8.5968 | LR: 7.33e-05 | 1290.5ms/step | 15.5 samples/s +Step 120/44000 | Loss: 8.1444 | LR: 8.00e-05 | 1292.3ms/step | 15.5 samples/s +Step 130/44000 | Loss: 7.7642 | LR: 8.67e-05 | 1292.7ms/step | 15.5 samples/s +Step 140/44000 | Loss: 7.5290 | LR: 9.33e-05 | 1293.6ms/step | 15.5 samples/s +Step 150/44000 | Loss: 7.3401 | LR: 1.00e-04 | 1294.1ms/step | 15.5 samples/s +Step 160/44000 | Loss: 7.2283 | LR: 1.07e-04 | 1296.6ms/step | 15.4 samples/s +Step 170/44000 | Loss: 7.1243 | LR: 1.13e-04 | 1295.9ms/step | 15.4 samples/s +Step 180/44000 | Loss: 7.0381 | LR: 1.20e-04 | 1296.2ms/step | 15.4 samples/s +Step 190/44000 | Loss: 6.9408 | LR: 1.27e-04 | 1298.7ms/step | 15.4 samples/s +Step 200/44000 | Loss: 6.8702 | LR: 1.33e-04 | 1296.1ms/step | 15.4 samples/s +Step 210/44000 | Loss: 6.7930 | LR: 1.40e-04 | 1294.5ms/step | 15.5 samples/s +Step 220/44000 | Loss: 6.6917 | LR: 1.47e-04 | 1294.8ms/step | 15.4 samples/s +Step 230/44000 | Loss: 6.5857 | LR: 1.53e-04 | 1297.1ms/step | 15.4 samples/s +Step 240/44000 | Loss: 6.5270 | LR: 1.60e-04 | 1296.0ms/step | 15.4 samples/s +Step 250/44000 | Loss: 6.4370 | LR: 1.67e-04 | 1298.0ms/step | 15.4 samples/s +Validation at step 250: Loss = 6.4365, Perplexity = 624.25 +Step 260/44000 | Loss: 6.4098 | LR: 1.73e-04 | 5544.7ms/step | 3.6 samples/s +Step 270/44000 | Loss: 6.3389 | LR: 1.80e-04 | 1303.2ms/step | 15.3 samples/s +Step 280/44000 | Loss: 6.3059 | LR: 1.87e-04 | 1301.0ms/step | 15.4 samples/s +Step 290/44000 | Loss: 6.2811 | LR: 1.93e-04 | 1301.1ms/step | 15.4 samples/s +Step 300/44000 | Loss: 6.2144 | LR: 2.00e-04 | 1302.2ms/step | 15.4 samples/s +Step 310/44000 | Loss: 6.1960 | LR: 2.07e-04 | 1306.6ms/step | 15.3 samples/s +Step 320/44000 | Loss: 6.1440 | LR: 2.13e-04 | 1307.8ms/step | 15.3 samples/s +Step 330/44000 | Loss: 6.0828 | LR: 2.20e-04 | 1308.0ms/step | 15.3 samples/s +Step 340/44000 | Loss: 6.0613 | LR: 2.27e-04 | 1306.2ms/step | 15.3 samples/s +Step 350/44000 | Loss: 5.9932 | LR: 2.33e-04 | 1305.9ms/step | 15.3 samples/s +Step 360/44000 | Loss: 5.9614 | LR: 2.40e-04 | 1304.8ms/step | 15.3 samples/s +Step 370/44000 | Loss: 5.9250 | LR: 2.47e-04 | 1304.1ms/step | 15.3 samples/s +Step 380/44000 | Loss: 5.9120 | LR: 2.53e-04 | 1306.0ms/step | 15.3 samples/s +Step 390/44000 | Loss: 5.8224 | LR: 2.60e-04 | 1307.1ms/step | 15.3 samples/s +Step 400/44000 | Loss: 5.8325 | LR: 2.67e-04 | 1303.8ms/step | 15.3 samples/s +Step 410/44000 | Loss: 5.8053 | LR: 2.73e-04 | 1304.1ms/step | 15.3 samples/s +Step 420/44000 | Loss: 5.7894 | LR: 2.80e-04 | 1304.1ms/step | 15.3 samples/s +Step 430/44000 | Loss: 5.7271 | LR: 2.87e-04 | 1306.0ms/step | 15.3 samples/s +Step 440/44000 | Loss: 5.6996 | LR: 2.93e-04 | 1306.7ms/step | 15.3 samples/s +Step 450/44000 | Loss: 5.6667 | LR: 3.00e-04 | 1305.3ms/step | 15.3 samples/s +Step 460/44000 | Loss: 5.5967 | LR: 3.07e-04 | 1307.7ms/step | 15.3 samples/s +Step 470/44000 | Loss: 5.6054 | LR: 3.13e-04 | 1305.5ms/step | 15.3 samples/s +Step 480/44000 | Loss: 5.5594 | LR: 3.20e-04 | 1304.3ms/step | 15.3 samples/s +Step 490/44000 | Loss: 5.5160 | LR: 3.27e-04 | 1307.3ms/step | 15.3 samples/s +Step 500/44000 | Loss: 5.4972 | LR: 3.33e-04 | 1306.6ms/step | 15.3 samples/s +Validation at step 500: Loss = 5.4824, Perplexity = 240.42 +Step 510/44000 | Loss: 5.4572 | LR: 3.40e-04 | 3501.9ms/step | 5.7 samples/s +Step 520/44000 | Loss: 5.4170 | LR: 3.47e-04 | 1304.8ms/step | 15.3 samples/s +Step 530/44000 | Loss: 5.4355 | LR: 3.53e-04 | 1305.2ms/step | 15.3 samples/s +Step 540/44000 | Loss: 5.3553 | LR: 3.60e-04 | 1305.6ms/step | 15.3 samples/s +Step 550/44000 | Loss: 5.3275 | LR: 3.67e-04 | 1305.4ms/step | 15.3 samples/s +Step 560/44000 | Loss: 5.3049 | LR: 3.73e-04 | 1302.6ms/step | 15.4 samples/s +Step 570/44000 | Loss: 5.3021 | LR: 3.80e-04 | 1302.8ms/step | 15.4 samples/s +Step 580/44000 | Loss: 5.2617 | LR: 3.87e-04 | 1302.6ms/step | 15.4 samples/s +Step 590/44000 | Loss: 5.2056 | LR: 3.93e-04 | 1304.8ms/step | 15.3 samples/s +Step 600/44000 | Loss: 5.2028 | LR: 4.00e-04 | 1304.0ms/step | 15.3 samples/s +Step 610/44000 | Loss: 5.1860 | LR: 4.07e-04 | 1305.9ms/step | 15.3 samples/s +Step 620/44000 | Loss: 5.1536 | LR: 4.13e-04 | 1309.8ms/step | 15.3 samples/s +Step 630/44000 | Loss: 5.0757 | LR: 4.20e-04 | 1305.3ms/step | 15.3 samples/s +Step 640/44000 | Loss: 5.0697 | LR: 4.27e-04 | 1303.5ms/step | 15.3 samples/s +Step 650/44000 | Loss: 5.0483 | LR: 4.33e-04 | 1301.1ms/step | 15.4 samples/s +Step 660/44000 | Loss: 5.0160 | LR: 4.40e-04 | 1300.6ms/step | 15.4 samples/s +Step 670/44000 | Loss: 4.9921 | LR: 4.47e-04 | 1300.8ms/step | 15.4 samples/s +Step 680/44000 | Loss: 4.9728 | LR: 4.53e-04 | 1311.6ms/step | 15.2 samples/s +Step 690/44000 | Loss: 4.9404 | LR: 4.60e-04 | 1306.2ms/step | 15.3 samples/s +Step 700/44000 | Loss: 4.9172 | LR: 4.67e-04 | 1307.4ms/step | 15.3 samples/s +Step 710/44000 | Loss: 4.8757 | LR: 4.73e-04 | 1305.5ms/step | 15.3 samples/s +Step 720/44000 | Loss: 4.8385 | LR: 4.80e-04 | 1306.1ms/step | 15.3 samples/s +Step 730/44000 | Loss: 4.8223 | LR: 4.87e-04 | 1305.2ms/step | 15.3 samples/s +Step 740/44000 | Loss: 4.7715 | LR: 4.93e-04 | 1305.5ms/step | 15.3 samples/s +Step 750/44000 | Loss: 4.7880 | LR: 5.00e-04 | 1307.3ms/step | 15.3 samples/s +Validation at step 750: Loss = 4.7761, Perplexity = 118.64 +Step 760/44000 | Loss: 4.7626 | LR: 5.00e-04 | 3503.0ms/step | 5.7 samples/s +Step 770/44000 | Loss: 4.7241 | LR: 5.00e-04 | 1306.7ms/step | 15.3 samples/s +Step 780/44000 | Loss: 4.7173 | LR: 5.00e-04 | 1302.6ms/step | 15.4 samples/s +Step 790/44000 | Loss: 4.6890 | LR: 5.00e-04 | 1304.3ms/step | 15.3 samples/s +Step 800/44000 | Loss: 4.6464 | LR: 5.00e-04 | 1304.7ms/step | 15.3 samples/s +Step 810/44000 | Loss: 4.6499 | LR: 5.00e-04 | 1305.6ms/step | 15.3 samples/s +Step 820/44000 | Loss: 4.6164 | LR: 5.00e-04 | 1301.5ms/step | 15.4 samples/s +Step 830/44000 | Loss: 4.5952 | LR: 5.00e-04 | 1301.1ms/step | 15.4 samples/s +Step 840/44000 | Loss: 4.5631 | LR: 5.00e-04 | 1300.3ms/step | 15.4 samples/s +Step 850/44000 | Loss: 4.5635 | LR: 5.00e-04 | 1300.6ms/step | 15.4 samples/s +Step 860/44000 | Loss: 4.5845 | LR: 5.00e-04 | 1303.4ms/step | 15.3 samples/s +Step 870/44000 | Loss: 4.5055 | LR: 5.00e-04 | 1301.9ms/step | 15.4 samples/s +Step 880/44000 | Loss: 4.5109 | LR: 5.00e-04 | 1302.3ms/step | 15.4 samples/s +Step 890/44000 | Loss: 4.4857 | LR: 5.00e-04 | 1301.8ms/step | 15.4 samples/s +Step 900/44000 | Loss: 4.4629 | LR: 5.00e-04 | 1302.8ms/step | 15.4 samples/s +Step 910/44000 | Loss: 4.4368 | LR: 5.00e-04 | 1302.1ms/step | 15.4 samples/s +Step 920/44000 | Loss: 4.4401 | LR: 5.00e-04 | 1302.2ms/step | 15.4 samples/s +Step 930/44000 | Loss: 4.4125 | LR: 5.00e-04 | 1299.9ms/step | 15.4 samples/s +Step 940/44000 | Loss: 4.4005 | LR: 5.00e-04 | 1299.4ms/step | 15.4 samples/s +Step 950/44000 | Loss: 4.3923 | LR: 5.00e-04 | 1300.1ms/step | 15.4 samples/s +Step 960/44000 | Loss: 4.3524 | LR: 5.00e-04 | 1305.7ms/step | 15.3 samples/s +Step 970/44000 | Loss: 4.3809 | LR: 5.00e-04 | 1303.2ms/step | 15.3 samples/s +Step 980/44000 | Loss: 4.3615 | LR: 5.00e-04 | 1304.8ms/step | 15.3 samples/s +Step 990/44000 | Loss: 4.3383 | LR: 5.00e-04 | 1303.5ms/step | 15.3 samples/s +Step 1000/44000 | Loss: 4.3341 | LR: 5.00e-04 | 1305.0ms/step | 15.3 samples/s +Validation at step 1000: Loss = 4.3523, Perplexity = 77.66 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-1000 +Step 1010/44000 | Loss: 4.2992 | LR: 5.00e-04 | 3796.5ms/step | 5.3 samples/s +Step 1020/44000 | Loss: 4.3026 | LR: 5.00e-04 | 1303.6ms/step | 15.3 samples/s +Step 1030/44000 | Loss: 4.2519 | LR: 5.00e-04 | 1302.3ms/step | 15.4 samples/s +Step 1040/44000 | Loss: 4.2625 | LR: 5.00e-04 | 1304.7ms/step | 15.3 samples/s +Step 1050/44000 | Loss: 4.2617 | LR: 5.00e-04 | 1303.0ms/step | 15.3 samples/s +Step 1060/44000 | Loss: 4.2519 | LR: 5.00e-04 | 1302.0ms/step | 15.4 samples/s +Step 1070/44000 | Loss: 4.2348 | LR: 5.00e-04 | 1303.2ms/step | 15.3 samples/s +Step 1080/44000 | Loss: 4.2245 | LR: 5.00e-04 | 1301.5ms/step | 15.4 samples/s +Step 1090/44000 | Loss: 4.2434 | LR: 5.00e-04 | 1300.6ms/step | 15.4 samples/s +Step 1100/44000 | Loss: 4.2196 | LR: 5.00e-04 | 1300.3ms/step | 15.4 samples/s +Step 1110/44000 | Loss: 4.2025 | LR: 5.00e-04 | 1301.5ms/step | 15.4 samples/s +Step 1120/44000 | Loss: 4.1843 | LR: 5.00e-04 | 1300.7ms/step | 15.4 samples/s +Step 1130/44000 | Loss: 4.1542 | LR: 5.00e-04 | 1300.2ms/step | 15.4 samples/s +Step 1140/44000 | Loss: 4.1795 | LR: 5.00e-04 | 1301.7ms/step | 15.4 samples/s +Step 1150/44000 | Loss: 4.1302 | LR: 5.00e-04 | 1299.4ms/step | 15.4 samples/s +Step 1160/44000 | Loss: 4.1348 | LR: 5.00e-04 | 1299.9ms/step | 15.4 samples/s +Step 1170/44000 | Loss: 4.1389 | LR: 5.00e-04 | 1299.7ms/step | 15.4 samples/s +Step 1180/44000 | Loss: 4.1184 | LR: 5.00e-04 | 1298.7ms/step | 15.4 samples/s +Step 1190/44000 | Loss: 4.1388 | LR: 5.00e-04 | 1302.7ms/step | 15.4 samples/s +Step 1200/44000 | Loss: 4.1388 | LR: 5.00e-04 | 1304.5ms/step | 15.3 samples/s +Step 1210/44000 | Loss: 4.1427 | LR: 5.00e-04 | 1305.3ms/step | 15.3 samples/s +Step 1220/44000 | Loss: 4.0960 | LR: 5.00e-04 | 1305.6ms/step | 15.3 samples/s +Step 1230/44000 | Loss: 4.0841 | LR: 5.00e-04 | 1302.3ms/step | 15.4 samples/s +Step 1240/44000 | Loss: 4.0851 | LR: 5.00e-04 | 1304.0ms/step | 15.3 samples/s +Step 1250/44000 | Loss: 4.0926 | LR: 5.00e-04 | 1304.5ms/step | 15.3 samples/s +Validation at step 1250: Loss = 4.0873, Perplexity = 59.58 +Step 1260/44000 | Loss: 4.0612 | LR: 5.00e-04 | 3495.1ms/step | 5.7 samples/s +Step 1270/44000 | Loss: 4.0596 | LR: 5.00e-04 | 1301.5ms/step | 15.4 samples/s +Step 1280/44000 | Loss: 4.0679 | LR: 5.00e-04 | 1302.0ms/step | 15.4 samples/s +Step 1290/44000 | Loss: 4.0178 | LR: 5.00e-04 | 1303.7ms/step | 15.3 samples/s +Step 1300/44000 | Loss: 4.0686 | LR: 5.00e-04 | 1302.6ms/step | 15.4 samples/s +Step 1310/44000 | Loss: 4.0080 | LR: 5.00e-04 | 1304.3ms/step | 15.3 samples/s +Step 1320/44000 | Loss: 4.0348 | LR: 5.00e-04 | 1302.1ms/step | 15.4 samples/s +Step 1330/44000 | Loss: 4.0399 | LR: 5.00e-04 | 1304.1ms/step | 15.3 samples/s +Step 1340/44000 | Loss: 4.0010 | LR: 5.00e-04 | 1304.2ms/step | 15.3 samples/s +Step 1350/44000 | Loss: 4.0022 | LR: 5.00e-04 | 1303.8ms/step | 15.3 samples/s +Step 1360/44000 | Loss: 3.9970 | LR: 5.00e-04 | 1303.1ms/step | 15.3 samples/s +Step 1370/44000 | Loss: 3.9738 | LR: 5.00e-04 | 1299.9ms/step | 15.4 samples/s +Step 1380/44000 | Loss: 3.9861 | LR: 5.00e-04 | 1301.8ms/step | 15.4 samples/s +Step 1390/44000 | Loss: 3.9894 | LR: 5.00e-04 | 1300.4ms/step | 15.4 samples/s +Step 1400/44000 | Loss: 3.9836 | LR: 5.00e-04 | 1299.8ms/step | 15.4 samples/s +Step 1410/44000 | Loss: 3.9765 | LR: 5.00e-04 | 1299.5ms/step | 15.4 samples/s +Step 1420/44000 | Loss: 3.9671 | LR: 5.00e-04 | 1308.2ms/step | 15.3 samples/s +Step 1430/44000 | Loss: 3.9829 | LR: 5.00e-04 | 1312.2ms/step | 15.2 samples/s +Step 1440/44000 | Loss: 3.9790 | LR: 5.00e-04 | 1308.7ms/step | 15.3 samples/s +Step 1450/44000 | Loss: 3.9631 | LR: 5.00e-04 | 1308.4ms/step | 15.3 samples/s +Step 1460/44000 | Loss: 3.9595 | LR: 5.00e-04 | 1311.9ms/step | 15.2 samples/s +Step 1470/44000 | Loss: 3.9698 | LR: 5.00e-04 | 1313.0ms/step | 15.2 samples/s +Step 1480/44000 | Loss: 3.9652 | LR: 5.00e-04 | 1303.7ms/step | 15.3 samples/s +Step 1490/44000 | Loss: 3.9621 | LR: 5.00e-04 | 1309.7ms/step | 15.3 samples/s +Step 1500/44000 | Loss: 3.9361 | LR: 5.00e-04 | 1304.1ms/step | 15.3 samples/s +Validation at step 1500: Loss = 3.9347, Perplexity = 51.15 +Step 1510/44000 | Loss: 3.9502 | LR: 5.00e-04 | 3493.3ms/step | 5.7 samples/s +Step 1520/44000 | Loss: 3.9492 | LR: 5.00e-04 | 1307.8ms/step | 15.3 samples/s +Step 1530/44000 | Loss: 3.9173 | LR: 5.00e-04 | 1305.9ms/step | 15.3 samples/s +Step 1540/44000 | Loss: 3.9269 | LR: 5.00e-04 | 1299.9ms/step | 15.4 samples/s +Step 1550/44000 | Loss: 3.8909 | LR: 5.00e-04 | 1301.0ms/step | 15.4 samples/s +Step 1560/44000 | Loss: 3.8813 | LR: 5.00e-04 | 1299.9ms/step | 15.4 samples/s +Step 1570/44000 | Loss: 3.8770 | LR: 5.00e-04 | 1301.6ms/step | 15.4 samples/s +Step 1580/44000 | Loss: 3.8985 | LR: 5.00e-04 | 1299.6ms/step | 15.4 samples/s +Step 1590/44000 | Loss: 3.8710 | LR: 5.00e-04 | 1301.0ms/step | 15.4 samples/s +Step 1600/44000 | Loss: 3.8777 | LR: 5.00e-04 | 1301.0ms/step | 15.4 samples/s +Step 1610/44000 | Loss: 3.8562 | LR: 5.00e-04 | 1299.8ms/step | 15.4 samples/s +Step 1620/44000 | Loss: 3.8420 | LR: 5.00e-04 | 1301.2ms/step | 15.4 samples/s +Step 1630/44000 | Loss: 3.8559 | LR: 4.99e-04 | 1305.0ms/step | 15.3 samples/s +Step 1640/44000 | Loss: 3.8600 | LR: 4.99e-04 | 1302.1ms/step | 15.4 samples/s +Step 1650/44000 | Loss: 3.8347 | LR: 4.99e-04 | 1301.5ms/step | 15.4 samples/s +Step 1660/44000 | Loss: 3.8391 | LR: 4.99e-04 | 1301.9ms/step | 15.4 samples/s +Step 1670/44000 | Loss: 3.8325 | LR: 4.99e-04 | 1303.9ms/step | 15.3 samples/s +Step 1680/44000 | Loss: 3.8370 | LR: 4.99e-04 | 1303.3ms/step | 15.3 samples/s +Step 1690/44000 | Loss: 3.8230 | LR: 4.99e-04 | 1301.4ms/step | 15.4 samples/s +Step 1700/44000 | Loss: 3.8620 | LR: 4.99e-04 | 1301.8ms/step | 15.4 samples/s +Step 1710/44000 | Loss: 3.8084 | LR: 4.99e-04 | 1301.1ms/step | 15.4 samples/s +Step 1720/44000 | Loss: 3.8206 | LR: 4.99e-04 | 1300.8ms/step | 15.4 samples/s +Step 1730/44000 | Loss: 3.8222 | LR: 4.99e-04 | 1306.9ms/step | 15.3 samples/s +Step 1740/44000 | Loss: 3.7861 | LR: 4.99e-04 | 1309.7ms/step | 15.3 samples/s +Step 1750/44000 | Loss: 3.8061 | LR: 4.99e-04 | 1309.3ms/step | 15.3 samples/s +Validation at step 1750: Loss = 3.8231, Perplexity = 45.74 +Step 1760/44000 | Loss: 3.7921 | LR: 4.99e-04 | 3505.5ms/step | 5.7 samples/s +Step 1770/44000 | Loss: 3.7879 | LR: 4.99e-04 | 1299.8ms/step | 15.4 samples/s +Step 1780/44000 | Loss: 3.8250 | LR: 4.99e-04 | 1298.6ms/step | 15.4 samples/s +Step 1790/44000 | Loss: 3.7882 | LR: 4.99e-04 | 1299.9ms/step | 15.4 samples/s +Step 1800/44000 | Loss: 3.7880 | LR: 4.99e-04 | 1300.9ms/step | 15.4 samples/s +Step 1810/44000 | Loss: 3.8032 | LR: 4.99e-04 | 1300.0ms/step | 15.4 samples/s +Step 1820/44000 | Loss: 3.7935 | LR: 4.99e-04 | 1299.6ms/step | 15.4 samples/s +Step 1830/44000 | Loss: 3.7805 | LR: 4.99e-04 | 1302.2ms/step | 15.4 samples/s +Step 1840/44000 | Loss: 3.7675 | LR: 4.99e-04 | 1297.9ms/step | 15.4 samples/s +Step 1850/44000 | Loss: 3.7939 | LR: 4.99e-04 | 1301.1ms/step | 15.4 samples/s +Step 1860/44000 | Loss: 3.7784 | LR: 4.99e-04 | 1302.5ms/step | 15.4 samples/s +Step 1870/44000 | Loss: 3.7820 | LR: 4.99e-04 | 1301.6ms/step | 15.4 samples/s +Step 1880/44000 | Loss: 3.7820 | LR: 4.99e-04 | 1300.9ms/step | 15.4 samples/s +Step 1890/44000 | Loss: 3.7743 | LR: 4.99e-04 | 1299.7ms/step | 15.4 samples/s +Step 1900/44000 | Loss: 3.7810 | LR: 4.99e-04 | 1301.9ms/step | 15.4 samples/s +Step 1910/44000 | Loss: 3.7546 | LR: 4.99e-04 | 1300.0ms/step | 15.4 samples/s +Step 1920/44000 | Loss: 3.7746 | LR: 4.99e-04 | 1298.1ms/step | 15.4 samples/s +Step 1930/44000 | Loss: 3.7647 | LR: 4.99e-04 | 1302.1ms/step | 15.4 samples/s +Step 1940/44000 | Loss: 3.7615 | LR: 4.99e-04 | 1309.6ms/step | 15.3 samples/s +Step 1950/44000 | Loss: 3.7595 | LR: 4.99e-04 | 1309.3ms/step | 15.3 samples/s +Step 1960/44000 | Loss: 3.7440 | LR: 4.99e-04 | 1303.3ms/step | 15.3 samples/s +Step 1970/44000 | Loss: 3.7497 | LR: 4.99e-04 | 1301.6ms/step | 15.4 samples/s +Step 1980/44000 | Loss: 3.7259 | LR: 4.99e-04 | 1301.1ms/step | 15.4 samples/s +Step 1990/44000 | Loss: 3.7090 | LR: 4.99e-04 | 1301.8ms/step | 15.4 samples/s +Step 2000/44000 | Loss: 3.7207 | LR: 4.99e-04 | 1302.8ms/step | 15.4 samples/s +Validation at step 2000: Loss = 3.7390, Perplexity = 42.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-2000 +Step 2010/44000 | Loss: 3.6986 | LR: 4.99e-04 | 3798.4ms/step | 5.3 samples/s +Step 2020/44000 | Loss: 3.7567 | LR: 4.99e-04 | 1299.5ms/step | 15.4 samples/s +Step 2030/44000 | Loss: 3.7322 | LR: 4.99e-04 | 1302.0ms/step | 15.4 samples/s +Step 2040/44000 | Loss: 3.7175 | LR: 4.99e-04 | 1305.0ms/step | 15.3 samples/s +Step 2050/44000 | Loss: 3.7083 | LR: 4.99e-04 | 1311.3ms/step | 15.3 samples/s +Step 2060/44000 | Loss: 3.6795 | LR: 4.99e-04 | 1307.5ms/step | 15.3 samples/s +Step 2070/44000 | Loss: 3.6994 | LR: 4.99e-04 | 1303.7ms/step | 15.3 samples/s +Step 2080/44000 | Loss: 3.6699 | LR: 4.99e-04 | 1301.4ms/step | 15.4 samples/s +Step 2090/44000 | Loss: 3.7091 | LR: 4.99e-04 | 1305.0ms/step | 15.3 samples/s +Step 2100/44000 | Loss: 3.6997 | LR: 4.99e-04 | 1298.1ms/step | 15.4 samples/s +Step 2110/44000 | Loss: 3.7174 | LR: 4.99e-04 | 1297.8ms/step | 15.4 samples/s +Step 2120/44000 | Loss: 3.7044 | LR: 4.99e-04 | 1298.0ms/step | 15.4 samples/s +Step 2130/44000 | Loss: 3.7129 | LR: 4.99e-04 | 1298.5ms/step | 15.4 samples/s +Step 2140/44000 | Loss: 3.6638 | LR: 4.99e-04 | 1298.3ms/step | 15.4 samples/s +Step 2150/44000 | Loss: 3.6773 | LR: 4.99e-04 | 1298.5ms/step | 15.4 samples/s +Step 2160/44000 | Loss: 3.6851 | LR: 4.99e-04 | 1298.6ms/step | 15.4 samples/s +Step 2170/44000 | Loss: 3.6856 | LR: 4.99e-04 | 1297.0ms/step | 15.4 samples/s +Step 2180/44000 | Loss: 3.6707 | LR: 4.99e-04 | 1298.4ms/step | 15.4 samples/s +Step 2190/44000 | Loss: 3.6805 | LR: 4.99e-04 | 1299.0ms/step | 15.4 samples/s +Step 2200/44000 | Loss: 3.6548 | LR: 4.99e-04 | 1300.9ms/step | 15.4 samples/s +Step 2210/44000 | Loss: 3.6573 | LR: 4.99e-04 | 1298.9ms/step | 15.4 samples/s +Step 2220/44000 | Loss: 3.6379 | LR: 4.99e-04 | 1300.0ms/step | 15.4 samples/s +Step 2230/44000 | Loss: 3.6800 | LR: 4.99e-04 | 1300.8ms/step | 15.4 samples/s +Step 2240/44000 | Loss: 3.6600 | LR: 4.99e-04 | 1300.3ms/step | 15.4 samples/s +Step 2250/44000 | Loss: 3.6617 | LR: 4.99e-04 | 1300.5ms/step | 15.4 samples/s +Validation at step 2250: Loss = 3.6727, Perplexity = 39.36 +Step 2260/44000 | Loss: 3.6584 | LR: 4.98e-04 | 3486.0ms/step | 5.7 samples/s +Step 2270/44000 | Loss: 3.6418 | LR: 4.98e-04 | 1301.5ms/step | 15.4 samples/s +Step 2280/44000 | Loss: 3.6702 | LR: 4.98e-04 | 1302.0ms/step | 15.4 samples/s +Step 2290/44000 | Loss: 3.6616 | LR: 4.98e-04 | 1301.8ms/step | 15.4 samples/s +Step 2300/44000 | Loss: 3.6391 | LR: 4.98e-04 | 1301.8ms/step | 15.4 samples/s +Step 2310/44000 | Loss: 3.6544 | LR: 4.98e-04 | 1304.0ms/step | 15.3 samples/s +Step 2320/44000 | Loss: 3.6417 | LR: 4.98e-04 | 1302.6ms/step | 15.4 samples/s +Step 2330/44000 | Loss: 3.6450 | LR: 4.98e-04 | 1305.6ms/step | 15.3 samples/s +Step 2340/44000 | Loss: 3.6210 | LR: 4.98e-04 | 1303.8ms/step | 15.3 samples/s +Step 2350/44000 | Loss: 3.6311 | LR: 4.98e-04 | 1304.1ms/step | 15.3 samples/s +Step 2360/44000 | Loss: 3.6147 | LR: 4.98e-04 | 1302.3ms/step | 15.4 samples/s +Step 2370/44000 | Loss: 3.6559 | LR: 4.98e-04 | 1303.1ms/step | 15.3 samples/s +Step 2380/44000 | Loss: 3.6332 | LR: 4.98e-04 | 1302.9ms/step | 15.4 samples/s +Step 2390/44000 | Loss: 3.5959 | LR: 4.98e-04 | 1299.5ms/step | 15.4 samples/s +Step 2400/44000 | Loss: 3.6098 | LR: 4.98e-04 | 1298.2ms/step | 15.4 samples/s +Step 2410/44000 | Loss: 3.6532 | LR: 4.98e-04 | 1298.1ms/step | 15.4 samples/s +Step 2420/44000 | Loss: 3.6605 | LR: 4.98e-04 | 1301.1ms/step | 15.4 samples/s +Step 2430/44000 | Loss: 3.6240 | LR: 4.98e-04 | 1301.4ms/step | 15.4 samples/s +Step 2440/44000 | Loss: 3.6022 | LR: 4.98e-04 | 1301.2ms/step | 15.4 samples/s +Step 2450/44000 | Loss: 3.6284 | LR: 4.98e-04 | 1302.0ms/step | 15.4 samples/s +Step 2460/44000 | Loss: 3.6235 | LR: 4.98e-04 | 1303.0ms/step | 15.3 samples/s +Step 2470/44000 | Loss: 3.6022 | LR: 4.98e-04 | 1303.6ms/step | 15.3 samples/s +Step 2480/44000 | Loss: 3.6327 | LR: 4.98e-04 | 1301.4ms/step | 15.4 samples/s +Step 2490/44000 | Loss: 3.5885 | LR: 4.98e-04 | 1299.8ms/step | 15.4 samples/s +Step 2500/44000 | Loss: 3.6047 | LR: 4.98e-04 | 1300.1ms/step | 15.4 samples/s +Validation at step 2500: Loss = 3.6213, Perplexity = 37.39 +Step 2510/44000 | Loss: 3.5889 | LR: 4.98e-04 | 3476.5ms/step | 5.8 samples/s +Step 2520/44000 | Loss: 3.6069 | LR: 4.98e-04 | 1301.3ms/step | 15.4 samples/s +Step 2530/44000 | Loss: 3.6066 | LR: 4.98e-04 | 1300.5ms/step | 15.4 samples/s +Step 2540/44000 | Loss: 3.6182 | LR: 4.98e-04 | 1299.2ms/step | 15.4 samples/s +Step 2550/44000 | Loss: 3.6072 | LR: 4.98e-04 | 1297.3ms/step | 15.4 samples/s +Step 2560/44000 | Loss: 3.6190 | LR: 4.98e-04 | 1297.2ms/step | 15.4 samples/s +Step 2570/44000 | Loss: 3.5925 | LR: 4.98e-04 | 1297.3ms/step | 15.4 samples/s +Step 2580/44000 | Loss: 3.6284 | LR: 4.98e-04 | 1295.1ms/step | 15.4 samples/s +Step 2590/44000 | Loss: 3.5843 | LR: 4.98e-04 | 1295.4ms/step | 15.4 samples/s +Step 2600/44000 | Loss: 3.5903 | LR: 4.98e-04 | 1299.5ms/step | 15.4 samples/s +Step 2610/44000 | Loss: 3.5858 | LR: 4.98e-04 | 1299.4ms/step | 15.4 samples/s +Step 2620/44000 | Loss: 3.5885 | LR: 4.98e-04 | 1299.5ms/step | 15.4 samples/s +Step 2630/44000 | Loss: 3.5801 | LR: 4.98e-04 | 1301.3ms/step | 15.4 samples/s +Step 2640/44000 | Loss: 3.5927 | LR: 4.98e-04 | 1301.1ms/step | 15.4 samples/s +Step 2650/44000 | Loss: 3.6111 | LR: 4.98e-04 | 1301.7ms/step | 15.4 samples/s +Step 2660/44000 | Loss: 3.5795 | LR: 4.98e-04 | 1304.5ms/step | 15.3 samples/s +Step 2670/44000 | Loss: 3.5705 | LR: 4.98e-04 | 1301.4ms/step | 15.4 samples/s +Step 2680/44000 | Loss: 3.5912 | LR: 4.98e-04 | 1299.5ms/step | 15.4 samples/s +Step 2690/44000 | Loss: 3.5801 | LR: 4.98e-04 | 1299.3ms/step | 15.4 samples/s +Step 2700/44000 | Loss: 3.6137 | LR: 4.97e-04 | 1298.5ms/step | 15.4 samples/s +Step 2710/44000 | Loss: 3.5794 | LR: 4.97e-04 | 1298.4ms/step | 15.4 samples/s +Step 2720/44000 | Loss: 3.5767 | LR: 4.97e-04 | 1298.3ms/step | 15.4 samples/s +Step 2730/44000 | Loss: 3.5742 | LR: 4.97e-04 | 1299.1ms/step | 15.4 samples/s +Step 2740/44000 | Loss: 3.5737 | LR: 4.97e-04 | 1301.0ms/step | 15.4 samples/s +Step 2750/44000 | Loss: 3.5625 | LR: 4.97e-04 | 1305.3ms/step | 15.3 samples/s +Validation at step 2750: Loss = 3.5776, Perplexity = 35.79 +Step 2760/44000 | Loss: 3.5352 | LR: 4.97e-04 | 3493.0ms/step | 5.7 samples/s +Step 2770/44000 | Loss: 3.5616 | LR: 4.97e-04 | 1303.8ms/step | 15.3 samples/s +Step 2780/44000 | Loss: 3.5375 | LR: 4.97e-04 | 1302.5ms/step | 15.4 samples/s +Step 2790/44000 | Loss: 3.5645 | LR: 4.97e-04 | 1301.5ms/step | 15.4 samples/s +Step 2800/44000 | Loss: 3.5564 | LR: 4.97e-04 | 1301.6ms/step | 15.4 samples/s +Step 2810/44000 | Loss: 3.5408 | LR: 4.97e-04 | 1301.9ms/step | 15.4 samples/s +Step 2820/44000 | Loss: 3.5510 | LR: 4.97e-04 | 1302.5ms/step | 15.4 samples/s +Step 2830/44000 | Loss: 3.5272 | LR: 4.97e-04 | 1301.9ms/step | 15.4 samples/s +Step 2840/44000 | Loss: 3.5366 | LR: 4.97e-04 | 1302.3ms/step | 15.4 samples/s +Step 2850/44000 | Loss: 3.5437 | LR: 4.97e-04 | 1301.4ms/step | 15.4 samples/s +Step 2860/44000 | Loss: 3.5401 | LR: 4.97e-04 | 1302.8ms/step | 15.4 samples/s +Step 2870/44000 | Loss: 3.5493 | LR: 4.97e-04 | 1302.7ms/step | 15.4 samples/s +Step 2880/44000 | Loss: 3.5114 | LR: 4.97e-04 | 1303.5ms/step | 15.3 samples/s +Step 2890/44000 | Loss: 3.5564 | LR: 4.97e-04 | 1303.1ms/step | 15.3 samples/s +Step 2900/44000 | Loss: 3.5539 | LR: 4.97e-04 | 1304.4ms/step | 15.3 samples/s +Step 2910/44000 | Loss: 3.5259 | LR: 4.97e-04 | 1300.8ms/step | 15.4 samples/s +Step 2920/44000 | Loss: 3.5139 | LR: 4.97e-04 | 1302.3ms/step | 15.4 samples/s +Step 2930/44000 | Loss: 3.5096 | LR: 4.97e-04 | 1301.7ms/step | 15.4 samples/s +Step 2940/44000 | Loss: 3.5324 | LR: 4.97e-04 | 1302.2ms/step | 15.4 samples/s +Step 2950/44000 | Loss: 3.5316 | LR: 4.97e-04 | 1300.6ms/step | 15.4 samples/s +Step 2960/44000 | Loss: 3.5487 | LR: 4.97e-04 | 1299.5ms/step | 15.4 samples/s +Step 2970/44000 | Loss: 3.5300 | LR: 4.97e-04 | 1300.1ms/step | 15.4 samples/s +Step 2980/44000 | Loss: 3.5309 | LR: 4.97e-04 | 1300.3ms/step | 15.4 samples/s +Step 2990/44000 | Loss: 3.5213 | LR: 4.97e-04 | 1299.8ms/step | 15.4 samples/s +Step 3000/44000 | Loss: 3.5516 | LR: 4.97e-04 | 1299.9ms/step | 15.4 samples/s +Validation at step 3000: Loss = 3.5383, Perplexity = 34.41 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-3000 +Step 3010/44000 | Loss: 3.5302 | LR: 4.97e-04 | 3778.5ms/step | 5.3 samples/s +Step 3020/44000 | Loss: 3.5098 | LR: 4.97e-04 | 1297.1ms/step | 15.4 samples/s +Step 3030/44000 | Loss: 3.5294 | LR: 4.97e-04 | 1300.0ms/step | 15.4 samples/s +Step 3040/44000 | Loss: 3.4909 | LR: 4.97e-04 | 1298.7ms/step | 15.4 samples/s +Step 3050/44000 | Loss: 3.5167 | LR: 4.97e-04 | 1299.0ms/step | 15.4 samples/s +Step 3060/44000 | Loss: 3.4880 | LR: 4.96e-04 | 1298.8ms/step | 15.4 samples/s +Step 3070/44000 | Loss: 3.5340 | LR: 4.96e-04 | 1297.5ms/step | 15.4 samples/s +Step 3080/44000 | Loss: 3.5547 | LR: 4.96e-04 | 1296.9ms/step | 15.4 samples/s +Step 3090/44000 | Loss: 3.5431 | LR: 4.96e-04 | 1299.3ms/step | 15.4 samples/s +Step 3100/44000 | Loss: 3.5031 | LR: 4.96e-04 | 1297.9ms/step | 15.4 samples/s +Step 3110/44000 | Loss: 3.5054 | LR: 4.96e-04 | 1300.8ms/step | 15.4 samples/s +Step 3120/44000 | Loss: 3.5247 | LR: 4.96e-04 | 1301.5ms/step | 15.4 samples/s +Step 3130/44000 | Loss: 3.4931 | LR: 4.96e-04 | 1300.4ms/step | 15.4 samples/s +Step 3140/44000 | Loss: 3.5109 | LR: 4.96e-04 | 1300.4ms/step | 15.4 samples/s +Step 3150/44000 | Loss: 3.5112 | LR: 4.96e-04 | 1299.9ms/step | 15.4 samples/s +Step 3160/44000 | Loss: 3.5316 | LR: 4.96e-04 | 1300.3ms/step | 15.4 samples/s +Step 3170/44000 | Loss: 3.4703 | LR: 4.96e-04 | 1299.0ms/step | 15.4 samples/s +Step 3180/44000 | Loss: 3.5102 | LR: 4.96e-04 | 1297.9ms/step | 15.4 samples/s +Step 3190/44000 | Loss: 3.4988 | LR: 4.96e-04 | 1298.4ms/step | 15.4 samples/s +Step 3200/44000 | Loss: 3.5242 | LR: 4.96e-04 | 1297.9ms/step | 15.4 samples/s +Step 3210/44000 | Loss: 3.4976 | LR: 4.96e-04 | 1303.1ms/step | 15.3 samples/s +Step 3220/44000 | Loss: 3.4995 | LR: 4.96e-04 | 1300.4ms/step | 15.4 samples/s +Step 3230/44000 | Loss: 3.4976 | LR: 4.96e-04 | 1301.3ms/step | 15.4 samples/s +Step 3240/44000 | Loss: 3.4960 | LR: 4.96e-04 | 1301.3ms/step | 15.4 samples/s +Step 3250/44000 | Loss: 3.4976 | LR: 4.96e-04 | 1306.1ms/step | 15.3 samples/s +Validation at step 3250: Loss = 3.5042, Perplexity = 33.26 +Step 3260/44000 | Loss: 3.5165 | LR: 4.96e-04 | 3479.9ms/step | 5.7 samples/s +Step 3270/44000 | Loss: 3.4817 | LR: 4.96e-04 | 1302.1ms/step | 15.4 samples/s +Step 3280/44000 | Loss: 3.4703 | LR: 4.96e-04 | 1299.1ms/step | 15.4 samples/s +Step 3290/44000 | Loss: 3.4901 | LR: 4.96e-04 | 1299.2ms/step | 15.4 samples/s +Step 3300/44000 | Loss: 3.5185 | LR: 4.96e-04 | 1298.4ms/step | 15.4 samples/s +Step 3310/44000 | Loss: 3.4926 | LR: 4.96e-04 | 1297.0ms/step | 15.4 samples/s +Step 3320/44000 | Loss: 3.5154 | LR: 4.96e-04 | 1301.7ms/step | 15.4 samples/s +Step 3330/44000 | Loss: 3.5156 | LR: 4.96e-04 | 1303.6ms/step | 15.3 samples/s +Step 3340/44000 | Loss: 3.4758 | LR: 4.96e-04 | 1302.0ms/step | 15.4 samples/s +Step 3350/44000 | Loss: 3.4878 | LR: 4.96e-04 | 1303.0ms/step | 15.3 samples/s +Step 3360/44000 | Loss: 3.4699 | LR: 4.96e-04 | 1300.7ms/step | 15.4 samples/s +Step 3370/44000 | Loss: 3.4436 | LR: 4.95e-04 | 1300.1ms/step | 15.4 samples/s +Step 3380/44000 | Loss: 3.4912 | LR: 4.95e-04 | 1297.2ms/step | 15.4 samples/s +Step 3390/44000 | Loss: 3.4703 | LR: 4.95e-04 | 1300.5ms/step | 15.4 samples/s +Step 3400/44000 | Loss: 3.5017 | LR: 4.95e-04 | 1301.2ms/step | 15.4 samples/s +Step 3410/44000 | Loss: 3.4775 | LR: 4.95e-04 | 1300.3ms/step | 15.4 samples/s +Step 3420/44000 | Loss: 3.4864 | LR: 4.95e-04 | 1301.3ms/step | 15.4 samples/s +Step 3430/44000 | Loss: 3.4779 | LR: 4.95e-04 | 1300.6ms/step | 15.4 samples/s +Step 3440/44000 | Loss: 3.4699 | LR: 4.95e-04 | 1301.3ms/step | 15.4 samples/s +Step 3450/44000 | Loss: 3.4549 | LR: 4.95e-04 | 1300.6ms/step | 15.4 samples/s +Step 3460/44000 | Loss: 3.4917 | LR: 4.95e-04 | 1299.9ms/step | 15.4 samples/s +Step 3470/44000 | Loss: 3.4649 | LR: 4.95e-04 | 1300.2ms/step | 15.4 samples/s +Step 3480/44000 | Loss: 3.5280 | LR: 4.95e-04 | 1300.1ms/step | 15.4 samples/s +Step 3490/44000 | Loss: 3.4460 | LR: 4.95e-04 | 1299.8ms/step | 15.4 samples/s +Step 3500/44000 | Loss: 3.4499 | LR: 4.95e-04 | 1300.3ms/step | 15.4 samples/s +Validation at step 3500: Loss = 3.4776, Perplexity = 32.38 +Step 3510/44000 | Loss: 3.4827 | LR: 4.95e-04 | 3480.1ms/step | 5.7 samples/s +Step 3520/44000 | Loss: 3.4691 | LR: 4.95e-04 | 1298.6ms/step | 15.4 samples/s +Step 3530/44000 | Loss: 3.4676 | LR: 4.95e-04 | 1298.7ms/step | 15.4 samples/s +Step 3540/44000 | Loss: 3.4738 | LR: 4.95e-04 | 1300.2ms/step | 15.4 samples/s +Step 3550/44000 | Loss: 3.4495 | LR: 4.95e-04 | 1302.2ms/step | 15.4 samples/s +Step 3560/44000 | Loss: 3.4373 | LR: 4.95e-04 | 1299.9ms/step | 15.4 samples/s +Step 3570/44000 | Loss: 3.4637 | LR: 4.95e-04 | 1302.4ms/step | 15.4 samples/s +Step 3580/44000 | Loss: 3.4417 | LR: 4.95e-04 | 1301.7ms/step | 15.4 samples/s +Step 3590/44000 | Loss: 3.4552 | LR: 4.95e-04 | 1300.6ms/step | 15.4 samples/s +Step 3600/44000 | Loss: 3.4433 | LR: 4.95e-04 | 1302.4ms/step | 15.4 samples/s +Step 3610/44000 | Loss: 3.4550 | LR: 4.95e-04 | 1301.0ms/step | 15.4 samples/s +Step 3620/44000 | Loss: 3.4538 | LR: 4.95e-04 | 1301.6ms/step | 15.4 samples/s +Step 3630/44000 | Loss: 3.4443 | LR: 4.95e-04 | 1300.2ms/step | 15.4 samples/s +Step 3640/44000 | Loss: 3.4562 | LR: 4.95e-04 | 1301.1ms/step | 15.4 samples/s +Step 3650/44000 | Loss: 3.4459 | LR: 4.94e-04 | 1299.9ms/step | 15.4 samples/s +Step 3660/44000 | Loss: 3.4416 | LR: 4.94e-04 | 1296.3ms/step | 15.4 samples/s +Step 3670/44000 | Loss: 3.4376 | LR: 4.94e-04 | 1296.9ms/step | 15.4 samples/s +Step 3680/44000 | Loss: 3.4492 | LR: 4.94e-04 | 1297.6ms/step | 15.4 samples/s +Step 3690/44000 | Loss: 3.4434 | LR: 4.94e-04 | 1298.4ms/step | 15.4 samples/s +Step 3700/44000 | Loss: 3.4568 | LR: 4.94e-04 | 1297.1ms/step | 15.4 samples/s +Step 3710/44000 | Loss: 3.4523 | LR: 4.94e-04 | 1300.6ms/step | 15.4 samples/s +Step 3720/44000 | Loss: 3.4052 | LR: 4.94e-04 | 1303.9ms/step | 15.3 samples/s +Step 3730/44000 | Loss: 3.4543 | LR: 4.94e-04 | 1303.5ms/step | 15.3 samples/s +Step 3740/44000 | Loss: 3.4493 | LR: 4.94e-04 | 1301.0ms/step | 15.4 samples/s +Step 3750/44000 | Loss: 3.4563 | LR: 4.94e-04 | 1303.9ms/step | 15.3 samples/s +Validation at step 3750: Loss = 3.4498, Perplexity = 31.50 +Step 3760/44000 | Loss: 3.4354 | LR: 4.94e-04 | 3494.8ms/step | 5.7 samples/s +Step 3770/44000 | Loss: 3.4307 | LR: 4.94e-04 | 1303.0ms/step | 15.3 samples/s +Step 3780/44000 | Loss: 3.4248 | LR: 4.94e-04 | 1301.8ms/step | 15.4 samples/s +Step 3790/44000 | Loss: 3.4462 | LR: 4.94e-04 | 1300.0ms/step | 15.4 samples/s +Step 3800/44000 | Loss: 3.4278 | LR: 4.94e-04 | 1298.1ms/step | 15.4 samples/s +Step 3810/44000 | Loss: 3.4343 | LR: 4.94e-04 | 1299.6ms/step | 15.4 samples/s +Step 3820/44000 | Loss: 3.4416 | LR: 4.94e-04 | 1301.0ms/step | 15.4 samples/s +Step 3830/44000 | Loss: 3.4317 | LR: 4.94e-04 | 1300.0ms/step | 15.4 samples/s +Step 3840/44000 | Loss: 3.4188 | LR: 4.94e-04 | 1302.5ms/step | 15.4 samples/s +Step 3850/44000 | Loss: 3.4269 | LR: 4.94e-04 | 1301.5ms/step | 15.4 samples/s +Step 3860/44000 | Loss: 3.4266 | LR: 4.94e-04 | 1299.5ms/step | 15.4 samples/s +Step 3870/44000 | Loss: 3.4323 | LR: 4.94e-04 | 1301.0ms/step | 15.4 samples/s +Step 3880/44000 | Loss: 3.4010 | LR: 4.94e-04 | 1300.1ms/step | 15.4 samples/s +Step 3890/44000 | Loss: 3.4581 | LR: 4.94e-04 | 1300.9ms/step | 15.4 samples/s +Step 3900/44000 | Loss: 3.4153 | LR: 4.93e-04 | 1301.2ms/step | 15.4 samples/s +Step 3910/44000 | Loss: 3.4067 | LR: 4.93e-04 | 1299.5ms/step | 15.4 samples/s +Step 3920/44000 | Loss: 3.4112 | LR: 4.93e-04 | 1301.3ms/step | 15.4 samples/s +Step 3930/44000 | Loss: 3.4208 | LR: 4.93e-04 | 1300.2ms/step | 15.4 samples/s +Step 3940/44000 | Loss: 3.4222 | LR: 4.93e-04 | 1300.0ms/step | 15.4 samples/s +Step 3950/44000 | Loss: 3.4472 | LR: 4.93e-04 | 1302.4ms/step | 15.4 samples/s +Step 3960/44000 | Loss: 3.4377 | LR: 4.93e-04 | 1295.4ms/step | 15.4 samples/s +Step 3970/44000 | Loss: 3.3927 | LR: 4.93e-04 | 1297.9ms/step | 15.4 samples/s +Step 3980/44000 | Loss: 3.4031 | LR: 4.93e-04 | 1298.6ms/step | 15.4 samples/s +Step 3990/44000 | Loss: 3.4310 | LR: 4.93e-04 | 1298.5ms/step | 15.4 samples/s +Step 4000/44000 | Loss: 3.4124 | LR: 4.93e-04 | 1300.0ms/step | 15.4 samples/s +Validation at step 4000: Loss = 3.4268, Perplexity = 30.78 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-4000 +Step 4010/44000 | Loss: 3.4641 | LR: 4.93e-04 | 3772.5ms/step | 5.3 samples/s +Step 4020/44000 | Loss: 3.4237 | LR: 4.93e-04 | 1304.0ms/step | 15.3 samples/s +Step 4030/44000 | Loss: 3.4008 | LR: 4.93e-04 | 1301.6ms/step | 15.4 samples/s +Step 4040/44000 | Loss: 3.4152 | LR: 4.93e-04 | 1305.9ms/step | 15.3 samples/s +Step 4050/44000 | Loss: 3.4496 | LR: 4.93e-04 | 1301.2ms/step | 15.4 samples/s +Step 4060/44000 | Loss: 3.3966 | LR: 4.93e-04 | 1303.2ms/step | 15.3 samples/s +Step 4070/44000 | Loss: 3.4185 | LR: 4.93e-04 | 1306.2ms/step | 15.3 samples/s +Step 4080/44000 | Loss: 3.4368 | LR: 4.93e-04 | 1303.1ms/step | 15.3 samples/s +Step 4090/44000 | Loss: 3.3870 | LR: 4.93e-04 | 1301.1ms/step | 15.4 samples/s +Step 4100/44000 | Loss: 3.4191 | LR: 4.93e-04 | 1299.6ms/step | 15.4 samples/s +Step 4110/44000 | Loss: 3.3893 | LR: 4.93e-04 | 1299.7ms/step | 15.4 samples/s +Step 4120/44000 | Loss: 3.4169 | LR: 4.93e-04 | 1296.3ms/step | 15.4 samples/s +Step 4130/44000 | Loss: 3.4176 | LR: 4.93e-04 | 1295.1ms/step | 15.4 samples/s +Step 4140/44000 | Loss: 3.3995 | LR: 4.92e-04 | 1298.1ms/step | 15.4 samples/s +Step 4150/44000 | Loss: 3.4439 | LR: 4.92e-04 | 1301.5ms/step | 15.4 samples/s +Step 4160/44000 | Loss: 3.4230 | LR: 4.92e-04 | 1302.6ms/step | 15.4 samples/s +Step 4170/44000 | Loss: 3.4078 | LR: 4.92e-04 | 1302.2ms/step | 15.4 samples/s +Step 4180/44000 | Loss: 3.3884 | LR: 4.92e-04 | 1301.2ms/step | 15.4 samples/s +Step 4190/44000 | Loss: 3.4005 | LR: 4.92e-04 | 1300.7ms/step | 15.4 samples/s +Step 4200/44000 | Loss: 3.3942 | LR: 4.92e-04 | 1301.1ms/step | 15.4 samples/s +Step 4210/44000 | Loss: 3.4248 | LR: 4.92e-04 | 1299.7ms/step | 15.4 samples/s +Step 4220/44000 | Loss: 3.3888 | LR: 4.92e-04 | 1300.4ms/step | 15.4 samples/s +Step 4230/44000 | Loss: 3.4160 | LR: 4.92e-04 | 1302.1ms/step | 15.4 samples/s +Step 4240/44000 | Loss: 3.4723 | LR: 4.92e-04 | 1301.5ms/step | 15.4 samples/s +Step 4250/44000 | Loss: 3.4404 | LR: 4.92e-04 | 1300.9ms/step | 15.4 samples/s +Validation at step 4250: Loss = 3.4088, Perplexity = 30.23 +Step 4260/44000 | Loss: 3.4134 | LR: 4.92e-04 | 3482.1ms/step | 5.7 samples/s +Step 4270/44000 | Loss: 3.3465 | LR: 4.92e-04 | 1301.7ms/step | 15.4 samples/s +Step 4280/44000 | Loss: 3.3710 | LR: 4.92e-04 | 1303.3ms/step | 15.3 samples/s +Step 4290/44000 | Loss: 3.4035 | LR: 4.92e-04 | 1300.9ms/step | 15.4 samples/s +Step 4300/44000 | Loss: 3.3957 | LR: 4.92e-04 | 1300.2ms/step | 15.4 samples/s +Step 4310/44000 | Loss: 3.3974 | LR: 4.92e-04 | 1301.5ms/step | 15.4 samples/s +Step 4320/44000 | Loss: 3.4022 | LR: 4.92e-04 | 1299.6ms/step | 15.4 samples/s +Step 4330/44000 | Loss: 3.3899 | LR: 4.92e-04 | 1308.0ms/step | 15.3 samples/s +Step 4340/44000 | Loss: 3.4033 | LR: 4.92e-04 | 1309.6ms/step | 15.3 samples/s +Step 4350/44000 | Loss: 3.4120 | LR: 4.92e-04 | 1304.2ms/step | 15.3 samples/s +Step 4360/44000 | Loss: 3.3611 | LR: 4.91e-04 | 1299.2ms/step | 15.4 samples/s +Step 4370/44000 | Loss: 3.3789 | LR: 4.91e-04 | 1309.1ms/step | 15.3 samples/s +Step 4380/44000 | Loss: 3.4250 | LR: 4.91e-04 | 1313.4ms/step | 15.2 samples/s +Step 4390/44000 | Loss: 3.4130 | LR: 4.91e-04 | 1309.7ms/step | 15.3 samples/s +Step 4400/44000 | Loss: 3.4109 | LR: 4.91e-04 | 1304.7ms/step | 15.3 samples/s +Step 4410/44000 | Loss: 3.3828 | LR: 4.91e-04 | 1313.8ms/step | 15.2 samples/s +Step 4420/44000 | Loss: 3.3908 | LR: 4.91e-04 | 1302.4ms/step | 15.4 samples/s +Step 4430/44000 | Loss: 3.3914 | LR: 4.91e-04 | 1301.9ms/step | 15.4 samples/s +Step 4440/44000 | Loss: 3.4020 | LR: 4.91e-04 | 1301.7ms/step | 15.4 samples/s +Step 4450/44000 | Loss: 3.3925 | LR: 4.91e-04 | 1305.6ms/step | 15.3 samples/s +Step 4460/44000 | Loss: 3.3914 | LR: 4.91e-04 | 1302.9ms/step | 15.4 samples/s +Step 4470/44000 | Loss: 3.3554 | LR: 4.91e-04 | 1303.2ms/step | 15.3 samples/s +Step 4480/44000 | Loss: 3.3897 | LR: 4.91e-04 | 1303.5ms/step | 15.3 samples/s +Step 4490/44000 | Loss: 3.3954 | LR: 4.91e-04 | 1303.2ms/step | 15.3 samples/s +Step 4500/44000 | Loss: 3.3878 | LR: 4.91e-04 | 1301.6ms/step | 15.4 samples/s +Validation at step 4500: Loss = 3.3894, Perplexity = 29.65 +Step 4510/44000 | Loss: 3.3777 | LR: 4.91e-04 | 3483.5ms/step | 5.7 samples/s +Step 4520/44000 | Loss: 3.3992 | LR: 4.91e-04 | 1300.6ms/step | 15.4 samples/s +Step 4530/44000 | Loss: 3.3990 | LR: 4.91e-04 | 1300.8ms/step | 15.4 samples/s +Step 4540/44000 | Loss: 3.3595 | LR: 4.91e-04 | 1301.3ms/step | 15.4 samples/s +Step 4550/44000 | Loss: 3.3536 | LR: 4.91e-04 | 1302.1ms/step | 15.4 samples/s +Step 4560/44000 | Loss: 3.3604 | LR: 4.90e-04 | 1301.5ms/step | 15.4 samples/s +Step 4570/44000 | Loss: 3.3796 | LR: 4.90e-04 | 1300.9ms/step | 15.4 samples/s +Step 4580/44000 | Loss: 3.3375 | LR: 4.90e-04 | 1300.8ms/step | 15.4 samples/s +Step 4590/44000 | Loss: 3.3395 | LR: 4.90e-04 | 1301.8ms/step | 15.4 samples/s +Step 4600/44000 | Loss: 3.3598 | LR: 4.90e-04 | 1302.3ms/step | 15.4 samples/s +Step 4610/44000 | Loss: 3.3698 | LR: 4.90e-04 | 1301.3ms/step | 15.4 samples/s +Step 4620/44000 | Loss: 3.3587 | LR: 4.90e-04 | 1300.9ms/step | 15.4 samples/s +Step 4630/44000 | Loss: 3.3690 | LR: 4.90e-04 | 1302.8ms/step | 15.4 samples/s +Step 4640/44000 | Loss: 3.3794 | LR: 4.90e-04 | 1303.2ms/step | 15.3 samples/s +Step 4650/44000 | Loss: 3.3690 | LR: 4.90e-04 | 1304.1ms/step | 15.3 samples/s +Step 4660/44000 | Loss: 3.3469 | LR: 4.90e-04 | 1301.3ms/step | 15.4 samples/s +Step 4670/44000 | Loss: 3.3403 | LR: 4.90e-04 | 1302.4ms/step | 15.4 samples/s +Step 4680/44000 | Loss: 3.3627 | LR: 4.90e-04 | 1300.6ms/step | 15.4 samples/s +Step 4690/44000 | Loss: 3.3575 | LR: 4.90e-04 | 1301.1ms/step | 15.4 samples/s +Step 4700/44000 | Loss: 3.3919 | LR: 4.90e-04 | 1301.4ms/step | 15.4 samples/s +Step 4710/44000 | Loss: 3.3673 | LR: 4.90e-04 | 1300.5ms/step | 15.4 samples/s +Step 4720/44000 | Loss: 3.3459 | LR: 4.90e-04 | 1300.0ms/step | 15.4 samples/s +Step 4730/44000 | Loss: 3.3650 | LR: 4.90e-04 | 1300.7ms/step | 15.4 samples/s +Step 4740/44000 | Loss: 3.3555 | LR: 4.90e-04 | 1301.2ms/step | 15.4 samples/s +Step 4750/44000 | Loss: 3.3667 | LR: 4.90e-04 | 1300.7ms/step | 15.4 samples/s +Validation at step 4750: Loss = 3.3708, Perplexity = 29.10 +Step 4760/44000 | Loss: 3.3447 | LR: 4.89e-04 | 3484.7ms/step | 5.7 samples/s +Step 4770/44000 | Loss: 3.3681 | LR: 4.89e-04 | 1297.5ms/step | 15.4 samples/s +Step 4780/44000 | Loss: 3.3656 | LR: 4.89e-04 | 1300.3ms/step | 15.4 samples/s +Step 4790/44000 | Loss: 3.3393 | LR: 4.89e-04 | 1302.0ms/step | 15.4 samples/s +Step 4800/44000 | Loss: 3.3638 | LR: 4.89e-04 | 1301.2ms/step | 15.4 samples/s +Step 4810/44000 | Loss: 3.3615 | LR: 4.89e-04 | 1304.9ms/step | 15.3 samples/s +Step 4820/44000 | Loss: 3.3634 | LR: 4.89e-04 | 1307.5ms/step | 15.3 samples/s +Step 4830/44000 | Loss: 3.3510 | LR: 4.89e-04 | 1309.0ms/step | 15.3 samples/s +Step 4840/44000 | Loss: 3.3637 | LR: 4.89e-04 | 1307.5ms/step | 15.3 samples/s +Step 4850/44000 | Loss: 3.3651 | LR: 4.89e-04 | 1302.1ms/step | 15.4 samples/s +Step 4860/44000 | Loss: 3.3722 | LR: 4.89e-04 | 1302.4ms/step | 15.4 samples/s +Step 4870/44000 | Loss: 3.3365 | LR: 4.89e-04 | 1302.0ms/step | 15.4 samples/s +Step 4880/44000 | Loss: 3.3357 | LR: 4.89e-04 | 1300.9ms/step | 15.4 samples/s +Step 4890/44000 | Loss: 3.3269 | LR: 4.89e-04 | 1299.7ms/step | 15.4 samples/s +Step 4900/44000 | Loss: 3.3109 | LR: 4.89e-04 | 1299.2ms/step | 15.4 samples/s +Step 4910/44000 | Loss: 3.3472 | LR: 4.89e-04 | 1302.2ms/step | 15.4 samples/s +Step 4920/44000 | Loss: 3.3473 | LR: 4.89e-04 | 1299.1ms/step | 15.4 samples/s +Step 4930/44000 | Loss: 3.3313 | LR: 4.89e-04 | 1300.9ms/step | 15.4 samples/s +Step 4940/44000 | Loss: 3.3407 | LR: 4.89e-04 | 1297.8ms/step | 15.4 samples/s +Step 4950/44000 | Loss: 3.3435 | LR: 4.88e-04 | 1301.2ms/step | 15.4 samples/s +Step 4960/44000 | Loss: 3.3329 | LR: 4.88e-04 | 1299.6ms/step | 15.4 samples/s +Step 4970/44000 | Loss: 3.3241 | LR: 4.88e-04 | 1300.5ms/step | 15.4 samples/s +Step 4980/44000 | Loss: 3.3211 | LR: 4.88e-04 | 1300.3ms/step | 15.4 samples/s +Step 4990/44000 | Loss: 3.3480 | LR: 4.88e-04 | 1301.1ms/step | 15.4 samples/s +Step 5000/44000 | Loss: 3.3455 | LR: 4.88e-04 | 1301.9ms/step | 15.4 samples/s +Validation at step 5000: Loss = 3.3540, Perplexity = 28.62 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-5000 +Step 5010/44000 | Loss: 3.3525 | LR: 4.88e-04 | 3773.8ms/step | 5.3 samples/s +Step 5020/44000 | Loss: 3.3325 | LR: 4.88e-04 | 1294.8ms/step | 15.4 samples/s +Step 5030/44000 | Loss: 3.3390 | LR: 4.88e-04 | 1296.4ms/step | 15.4 samples/s +Step 5040/44000 | Loss: 3.3497 | LR: 4.88e-04 | 1297.4ms/step | 15.4 samples/s +Step 5050/44000 | Loss: 3.3251 | LR: 4.88e-04 | 1297.4ms/step | 15.4 samples/s +Step 5060/44000 | Loss: 3.3552 | LR: 4.88e-04 | 1305.7ms/step | 15.3 samples/s +Step 5070/44000 | Loss: 3.3586 | LR: 4.88e-04 | 1309.2ms/step | 15.3 samples/s +Step 5080/44000 | Loss: 3.3500 | LR: 4.88e-04 | 1299.1ms/step | 15.4 samples/s +Step 5090/44000 | Loss: 3.3221 | LR: 4.88e-04 | 1300.8ms/step | 15.4 samples/s +Step 5100/44000 | Loss: 3.3491 | LR: 4.88e-04 | 1299.9ms/step | 15.4 samples/s +Step 5110/44000 | Loss: 3.3670 | LR: 4.88e-04 | 1298.7ms/step | 15.4 samples/s +Step 5120/44000 | Loss: 3.3669 | LR: 4.88e-04 | 1300.7ms/step | 15.4 samples/s +Step 5130/44000 | Loss: 3.3472 | LR: 4.87e-04 | 1300.9ms/step | 15.4 samples/s +Step 5140/44000 | Loss: 3.3223 | LR: 4.87e-04 | 1299.5ms/step | 15.4 samples/s +Step 5150/44000 | Loss: 3.3659 | LR: 4.87e-04 | 1297.5ms/step | 15.4 samples/s +Step 5160/44000 | Loss: 3.3646 | LR: 4.87e-04 | 1298.3ms/step | 15.4 samples/s +Step 5170/44000 | Loss: 3.3541 | LR: 4.87e-04 | 1299.9ms/step | 15.4 samples/s +Step 5180/44000 | Loss: 3.3107 | LR: 4.87e-04 | 1301.1ms/step | 15.4 samples/s +Step 5190/44000 | Loss: 3.3398 | LR: 4.87e-04 | 1308.5ms/step | 15.3 samples/s +Step 5200/44000 | Loss: 3.3060 | LR: 4.87e-04 | 1331.5ms/step | 15.0 samples/s +Step 5210/44000 | Loss: 3.3430 | LR: 4.87e-04 | 1307.6ms/step | 15.3 samples/s +Step 5220/44000 | Loss: 3.3357 | LR: 4.87e-04 | 1309.8ms/step | 15.3 samples/s +Step 5230/44000 | Loss: 3.2899 | LR: 4.87e-04 | 1302.0ms/step | 15.4 samples/s +Step 5240/44000 | Loss: 3.3195 | LR: 4.87e-04 | 1300.9ms/step | 15.4 samples/s +Step 5250/44000 | Loss: 3.3191 | LR: 4.87e-04 | 1312.0ms/step | 15.2 samples/s +Validation at step 5250: Loss = 3.3396, Perplexity = 28.21 +Step 5260/44000 | Loss: 3.3428 | LR: 4.87e-04 | 3507.9ms/step | 5.7 samples/s +Step 5270/44000 | Loss: 3.3083 | LR: 4.87e-04 | 1301.4ms/step | 15.4 samples/s +Step 5280/44000 | Loss: 3.3376 | LR: 4.87e-04 | 1301.5ms/step | 15.4 samples/s +Step 5290/44000 | Loss: 3.3225 | LR: 4.87e-04 | 1301.7ms/step | 15.4 samples/s +Step 5300/44000 | Loss: 3.2764 | LR: 4.86e-04 | 1302.5ms/step | 15.4 samples/s +Step 5310/44000 | Loss: 3.3170 | LR: 4.86e-04 | 1301.1ms/step | 15.4 samples/s +Step 5320/44000 | Loss: 3.3291 | LR: 4.86e-04 | 1300.3ms/step | 15.4 samples/s +Step 5330/44000 | Loss: 3.3249 | LR: 4.86e-04 | 1306.2ms/step | 15.3 samples/s +Step 5340/44000 | Loss: 3.3380 | LR: 4.86e-04 | 1303.9ms/step | 15.3 samples/s +Step 5350/44000 | Loss: 3.3054 | LR: 4.86e-04 | 1298.7ms/step | 15.4 samples/s +Step 5360/44000 | Loss: 3.3274 | LR: 4.86e-04 | 1297.3ms/step | 15.4 samples/s +Step 5370/44000 | Loss: 3.3265 | LR: 4.86e-04 | 1297.0ms/step | 15.4 samples/s +Step 5380/44000 | Loss: 3.3142 | LR: 4.86e-04 | 1297.2ms/step | 15.4 samples/s +Step 5390/44000 | Loss: 3.3365 | LR: 4.86e-04 | 1298.9ms/step | 15.4 samples/s +Step 5400/44000 | Loss: 3.3430 | LR: 4.86e-04 | 1296.8ms/step | 15.4 samples/s +Step 5410/44000 | Loss: 3.3286 | LR: 4.86e-04 | 1297.9ms/step | 15.4 samples/s +Step 5420/44000 | Loss: 3.3251 | LR: 4.86e-04 | 1296.5ms/step | 15.4 samples/s +Step 5430/44000 | Loss: 3.3071 | LR: 4.86e-04 | 1295.9ms/step | 15.4 samples/s +Step 5440/44000 | Loss: 3.3186 | LR: 4.86e-04 | 1298.0ms/step | 15.4 samples/s +Step 5450/44000 | Loss: 3.3308 | LR: 4.86e-04 | 1295.9ms/step | 15.4 samples/s +Step 5460/44000 | Loss: 3.3472 | LR: 4.86e-04 | 1296.6ms/step | 15.4 samples/s +Step 5470/44000 | Loss: 3.3274 | LR: 4.85e-04 | 1295.4ms/step | 15.4 samples/s +Step 5480/44000 | Loss: 3.3078 | LR: 4.85e-04 | 1297.5ms/step | 15.4 samples/s +Step 5490/44000 | Loss: 3.2967 | LR: 4.85e-04 | 1297.5ms/step | 15.4 samples/s +Step 5500/44000 | Loss: 3.3194 | LR: 4.85e-04 | 1296.9ms/step | 15.4 samples/s +Validation at step 5500: Loss = 3.3245, Perplexity = 27.79 +Step 5510/44000 | Loss: 3.3153 | LR: 4.85e-04 | 3487.7ms/step | 5.7 samples/s +Step 5520/44000 | Loss: 3.3172 | LR: 4.85e-04 | 1298.7ms/step | 15.4 samples/s +Step 5530/44000 | Loss: 3.2869 | LR: 4.85e-04 | 1299.3ms/step | 15.4 samples/s +Step 5540/44000 | Loss: 3.3225 | LR: 4.85e-04 | 1301.9ms/step | 15.4 samples/s +Step 5550/44000 | Loss: 3.3040 | LR: 4.85e-04 | 1302.9ms/step | 15.4 samples/s +Step 5560/44000 | Loss: 3.3122 | LR: 4.85e-04 | 1301.4ms/step | 15.4 samples/s +Step 5570/44000 | Loss: 3.3069 | LR: 4.85e-04 | 1298.7ms/step | 15.4 samples/s +Step 5580/44000 | Loss: 3.2953 | LR: 4.85e-04 | 1299.1ms/step | 15.4 samples/s +Step 5590/44000 | Loss: 3.2891 | LR: 4.85e-04 | 1300.4ms/step | 15.4 samples/s +Step 5600/44000 | Loss: 3.2915 | LR: 4.85e-04 | 1302.7ms/step | 15.4 samples/s +Step 5610/44000 | Loss: 3.3211 | LR: 4.85e-04 | 1308.2ms/step | 15.3 samples/s +Step 5620/44000 | Loss: 3.3024 | LR: 4.85e-04 | 1303.8ms/step | 15.3 samples/s +Step 5630/44000 | Loss: 3.3227 | LR: 4.84e-04 | 1303.3ms/step | 15.3 samples/s +Step 5640/44000 | Loss: 3.2964 | LR: 4.84e-04 | 1303.5ms/step | 15.3 samples/s +Step 5650/44000 | Loss: 3.2923 | LR: 4.84e-04 | 1302.2ms/step | 15.4 samples/s +Step 5660/44000 | Loss: 3.2800 | LR: 4.84e-04 | 1300.4ms/step | 15.4 samples/s +Step 5670/44000 | Loss: 3.2992 | LR: 4.84e-04 | 1300.3ms/step | 15.4 samples/s +Step 5680/44000 | Loss: 3.2815 | LR: 4.84e-04 | 1303.1ms/step | 15.3 samples/s +Step 5690/44000 | Loss: 3.3290 | LR: 4.84e-04 | 1302.4ms/step | 15.4 samples/s +Step 5700/44000 | Loss: 3.3177 | LR: 4.84e-04 | 1301.3ms/step | 15.4 samples/s +Step 5710/44000 | Loss: 3.2663 | LR: 4.84e-04 | 1298.8ms/step | 15.4 samples/s +Step 5720/44000 | Loss: 3.2665 | LR: 4.84e-04 | 1299.5ms/step | 15.4 samples/s +Step 5730/44000 | Loss: 3.2853 | LR: 4.84e-04 | 1299.5ms/step | 15.4 samples/s +Step 5740/44000 | Loss: 3.2893 | LR: 4.84e-04 | 1301.3ms/step | 15.4 samples/s +Step 5750/44000 | Loss: 3.2922 | LR: 4.84e-04 | 1301.6ms/step | 15.4 samples/s +Validation at step 5750: Loss = 3.3120, Perplexity = 27.44 +Step 5760/44000 | Loss: 3.3163 | LR: 4.84e-04 | 3483.9ms/step | 5.7 samples/s +Step 5770/44000 | Loss: 3.3207 | LR: 4.84e-04 | 1300.6ms/step | 15.4 samples/s +Step 5780/44000 | Loss: 3.2992 | LR: 4.83e-04 | 1298.3ms/step | 15.4 samples/s +Step 5790/44000 | Loss: 3.2820 | LR: 4.83e-04 | 1305.1ms/step | 15.3 samples/s +Step 5800/44000 | Loss: 3.3078 | LR: 4.83e-04 | 1307.4ms/step | 15.3 samples/s +Step 5810/44000 | Loss: 3.3207 | LR: 4.83e-04 | 1307.1ms/step | 15.3 samples/s +Step 5820/44000 | Loss: 3.3037 | LR: 4.83e-04 | 1307.1ms/step | 15.3 samples/s +Step 5830/44000 | Loss: 3.2999 | LR: 4.83e-04 | 1308.7ms/step | 15.3 samples/s +Step 5840/44000 | Loss: 3.2933 | LR: 4.83e-04 | 1306.5ms/step | 15.3 samples/s +Step 5850/44000 | Loss: 3.2743 | LR: 4.83e-04 | 1303.6ms/step | 15.3 samples/s +Step 5860/44000 | Loss: 3.3036 | LR: 4.83e-04 | 1300.9ms/step | 15.4 samples/s +Step 5870/44000 | Loss: 3.3102 | LR: 4.83e-04 | 1297.3ms/step | 15.4 samples/s +Step 5880/44000 | Loss: 3.2881 | LR: 4.83e-04 | 1295.6ms/step | 15.4 samples/s +Step 5890/44000 | Loss: 3.3051 | LR: 4.83e-04 | 1295.6ms/step | 15.4 samples/s +Step 5900/44000 | Loss: 3.2936 | LR: 4.83e-04 | 1296.7ms/step | 15.4 samples/s +Step 5910/44000 | Loss: 3.3002 | LR: 4.83e-04 | 1297.9ms/step | 15.4 samples/s +Step 5920/44000 | Loss: 3.3088 | LR: 4.83e-04 | 1298.4ms/step | 15.4 samples/s +Step 5930/44000 | Loss: 3.2606 | LR: 4.83e-04 | 1298.0ms/step | 15.4 samples/s +Step 5940/44000 | Loss: 3.3102 | LR: 4.82e-04 | 1297.8ms/step | 15.4 samples/s +Step 5950/44000 | Loss: 3.2722 | LR: 4.82e-04 | 1297.1ms/step | 15.4 samples/s +Step 5960/44000 | Loss: 3.2625 | LR: 4.82e-04 | 1302.2ms/step | 15.4 samples/s +Step 5970/44000 | Loss: 3.2692 | LR: 4.82e-04 | 1300.5ms/step | 15.4 samples/s +Step 5980/44000 | Loss: 3.2644 | LR: 4.82e-04 | 1302.5ms/step | 15.4 samples/s +Step 5990/44000 | Loss: 3.2641 | LR: 4.82e-04 | 1301.3ms/step | 15.4 samples/s +Step 6000/44000 | Loss: 3.2907 | LR: 4.82e-04 | 1300.4ms/step | 15.4 samples/s +Validation at step 6000: Loss = 3.2999, Perplexity = 27.11 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-6000 +Step 6010/44000 | Loss: 3.3117 | LR: 4.82e-04 | 3793.7ms/step | 5.3 samples/s +Step 6020/44000 | Loss: 3.2751 | LR: 4.82e-04 | 1302.9ms/step | 15.4 samples/s +Step 6030/44000 | Loss: 3.2789 | LR: 4.82e-04 | 1305.9ms/step | 15.3 samples/s +Step 6040/44000 | Loss: 3.2820 | LR: 4.82e-04 | 1302.7ms/step | 15.4 samples/s +Step 6050/44000 | Loss: 3.2862 | LR: 4.82e-04 | 1302.2ms/step | 15.4 samples/s +Step 6060/44000 | Loss: 3.3085 | LR: 4.82e-04 | 1300.7ms/step | 15.4 samples/s +Step 6070/44000 | Loss: 3.2887 | LR: 4.82e-04 | 1298.8ms/step | 15.4 samples/s +Step 6080/44000 | Loss: 3.2808 | LR: 4.81e-04 | 1303.8ms/step | 15.3 samples/s +Step 6090/44000 | Loss: 3.3093 | LR: 4.81e-04 | 1303.2ms/step | 15.3 samples/s +Step 6100/44000 | Loss: 3.2636 | LR: 4.81e-04 | 1302.1ms/step | 15.4 samples/s +Step 6110/44000 | Loss: 3.2779 | LR: 4.81e-04 | 1299.3ms/step | 15.4 samples/s +Step 6120/44000 | Loss: 3.2593 | LR: 4.81e-04 | 1299.8ms/step | 15.4 samples/s +Step 6130/44000 | Loss: 3.2770 | LR: 4.81e-04 | 1300.8ms/step | 15.4 samples/s +Step 6140/44000 | Loss: 3.2636 | LR: 4.81e-04 | 1300.5ms/step | 15.4 samples/s +Step 6150/44000 | Loss: 3.2717 | LR: 4.81e-04 | 1300.7ms/step | 15.4 samples/s +Step 6160/44000 | Loss: 3.2690 | LR: 4.81e-04 | 1298.0ms/step | 15.4 samples/s +Step 6170/44000 | Loss: 3.2861 | LR: 4.81e-04 | 1299.2ms/step | 15.4 samples/s +Step 6180/44000 | Loss: 3.2830 | LR: 4.81e-04 | 1298.9ms/step | 15.4 samples/s +Step 6190/44000 | Loss: 3.2663 | LR: 4.81e-04 | 1300.0ms/step | 15.4 samples/s +Step 6200/44000 | Loss: 3.2822 | LR: 4.81e-04 | 1298.5ms/step | 15.4 samples/s +Step 6210/44000 | Loss: 3.2784 | LR: 4.81e-04 | 1300.8ms/step | 15.4 samples/s +Step 6220/44000 | Loss: 3.3153 | LR: 4.81e-04 | 1301.7ms/step | 15.4 samples/s +Step 6230/44000 | Loss: 3.2771 | LR: 4.80e-04 | 1299.6ms/step | 15.4 samples/s +Step 6240/44000 | Loss: 3.2967 | LR: 4.80e-04 | 1297.2ms/step | 15.4 samples/s +Step 6250/44000 | Loss: 3.2925 | LR: 4.80e-04 | 1297.6ms/step | 15.4 samples/s +Validation at step 6250: Loss = 3.2972, Perplexity = 27.04 +Step 6260/44000 | Loss: 3.2864 | LR: 4.80e-04 | 3481.5ms/step | 5.7 samples/s +Step 6270/44000 | Loss: 3.3111 | LR: 4.80e-04 | 1302.3ms/step | 15.4 samples/s +Step 6280/44000 | Loss: 3.2615 | LR: 4.80e-04 | 1301.5ms/step | 15.4 samples/s +Step 6290/44000 | Loss: 3.2915 | LR: 4.80e-04 | 1301.2ms/step | 15.4 samples/s +Step 6300/44000 | Loss: 3.2679 | LR: 4.80e-04 | 1301.6ms/step | 15.4 samples/s +Step 6310/44000 | Loss: 3.2704 | LR: 4.80e-04 | 1308.0ms/step | 15.3 samples/s +Step 6320/44000 | Loss: 3.2663 | LR: 4.80e-04 | 1313.1ms/step | 15.2 samples/s +Step 6330/44000 | Loss: 3.2730 | LR: 4.80e-04 | 1304.7ms/step | 15.3 samples/s +Step 6340/44000 | Loss: 3.2834 | LR: 4.80e-04 | 1302.9ms/step | 15.4 samples/s +Step 6350/44000 | Loss: 3.2438 | LR: 4.80e-04 | 1303.1ms/step | 15.3 samples/s +Step 6360/44000 | Loss: 3.3000 | LR: 4.80e-04 | 1303.1ms/step | 15.3 samples/s +Step 6370/44000 | Loss: 3.2687 | LR: 4.79e-04 | 1301.8ms/step | 15.4 samples/s +Step 6380/44000 | Loss: 3.2558 | LR: 4.79e-04 | 1302.6ms/step | 15.4 samples/s +Step 6390/44000 | Loss: 3.2494 | LR: 4.79e-04 | 1302.2ms/step | 15.4 samples/s +Step 6400/44000 | Loss: 3.2798 | LR: 4.79e-04 | 1301.4ms/step | 15.4 samples/s +Step 6410/44000 | Loss: 3.2505 | LR: 4.79e-04 | 1300.0ms/step | 15.4 samples/s +Step 6420/44000 | Loss: 3.2819 | LR: 4.79e-04 | 1299.5ms/step | 15.4 samples/s +Step 6430/44000 | Loss: 3.2434 | LR: 4.79e-04 | 1300.2ms/step | 15.4 samples/s +Step 6440/44000 | Loss: 3.2602 | LR: 4.79e-04 | 1299.9ms/step | 15.4 samples/s +Step 6450/44000 | Loss: 3.2570 | LR: 4.79e-04 | 1300.1ms/step | 15.4 samples/s +Step 6460/44000 | Loss: 3.2687 | LR: 4.79e-04 | 1300.0ms/step | 15.4 samples/s +Step 6470/44000 | Loss: 3.2459 | LR: 4.79e-04 | 1301.1ms/step | 15.4 samples/s +Step 6480/44000 | Loss: 3.2604 | LR: 4.79e-04 | 1301.9ms/step | 15.4 samples/s +Step 6490/44000 | Loss: 3.2535 | LR: 4.79e-04 | 1302.2ms/step | 15.4 samples/s +Step 6500/44000 | Loss: 3.2514 | LR: 4.79e-04 | 1302.8ms/step | 15.4 samples/s +Validation at step 6500: Loss = 3.2787, Perplexity = 26.54 +Step 6510/44000 | Loss: 3.2765 | LR: 4.78e-04 | 3480.2ms/step | 5.7 samples/s +Step 6520/44000 | Loss: 3.2832 | LR: 4.78e-04 | 1298.9ms/step | 15.4 samples/s +Step 6530/44000 | Loss: 3.2801 | LR: 4.78e-04 | 1300.1ms/step | 15.4 samples/s +Step 6540/44000 | Loss: 3.2763 | LR: 4.78e-04 | 1300.4ms/step | 15.4 samples/s +Step 6550/44000 | Loss: 3.2767 | LR: 4.78e-04 | 1300.4ms/step | 15.4 samples/s +Step 6560/44000 | Loss: 3.2561 | LR: 4.78e-04 | 1299.8ms/step | 15.4 samples/s +Step 6570/44000 | Loss: 3.2599 | LR: 4.78e-04 | 1296.2ms/step | 15.4 samples/s +Step 6580/44000 | Loss: 3.2997 | LR: 4.78e-04 | 1299.6ms/step | 15.4 samples/s +Step 6590/44000 | Loss: 3.2645 | LR: 4.78e-04 | 1300.2ms/step | 15.4 samples/s +Step 6600/44000 | Loss: 3.2539 | LR: 4.78e-04 | 1300.2ms/step | 15.4 samples/s +Step 6610/44000 | Loss: 3.2204 | LR: 4.78e-04 | 1300.0ms/step | 15.4 samples/s +Step 6620/44000 | Loss: 3.2516 | LR: 4.78e-04 | 1300.0ms/step | 15.4 samples/s +Step 6630/44000 | Loss: 3.2555 | LR: 4.78e-04 | 1299.4ms/step | 15.4 samples/s +Step 6640/44000 | Loss: 3.2454 | LR: 4.77e-04 | 1300.5ms/step | 15.4 samples/s +Step 6650/44000 | Loss: 3.2713 | LR: 4.77e-04 | 1300.0ms/step | 15.4 samples/s +Step 6660/44000 | Loss: 3.2968 | LR: 4.77e-04 | 1299.7ms/step | 15.4 samples/s +Step 6670/44000 | Loss: 3.2437 | LR: 4.77e-04 | 1299.7ms/step | 15.4 samples/s +Step 6680/44000 | Loss: 3.2672 | LR: 4.77e-04 | 1297.8ms/step | 15.4 samples/s +Step 6690/44000 | Loss: 3.2691 | LR: 4.77e-04 | 1297.1ms/step | 15.4 samples/s +Step 6700/44000 | Loss: 3.2700 | LR: 4.77e-04 | 1300.4ms/step | 15.4 samples/s +Step 6710/44000 | Loss: 3.2668 | LR: 4.77e-04 | 1308.4ms/step | 15.3 samples/s +Step 6720/44000 | Loss: 3.2318 | LR: 4.77e-04 | 1307.7ms/step | 15.3 samples/s +Step 6730/44000 | Loss: 3.2644 | LR: 4.77e-04 | 1302.1ms/step | 15.4 samples/s +Step 6740/44000 | Loss: 3.2415 | LR: 4.77e-04 | 1301.1ms/step | 15.4 samples/s +Step 6750/44000 | Loss: 3.2483 | LR: 4.77e-04 | 1299.8ms/step | 15.4 samples/s +Validation at step 6750: Loss = 3.2685, Perplexity = 26.27 +Step 6760/44000 | Loss: 3.2730 | LR: 4.77e-04 | 3492.2ms/step | 5.7 samples/s +Step 6770/44000 | Loss: 3.2717 | LR: 4.76e-04 | 1300.6ms/step | 15.4 samples/s +Step 6780/44000 | Loss: 3.2667 | LR: 4.76e-04 | 1301.6ms/step | 15.4 samples/s +Step 6790/44000 | Loss: 3.2598 | LR: 4.76e-04 | 1301.4ms/step | 15.4 samples/s +Step 6800/44000 | Loss: 3.2140 | LR: 4.76e-04 | 1305.1ms/step | 15.3 samples/s +Step 6810/44000 | Loss: 3.2757 | LR: 4.76e-04 | 1303.3ms/step | 15.3 samples/s +Step 6820/44000 | Loss: 3.2422 | LR: 4.76e-04 | 1306.0ms/step | 15.3 samples/s +Step 6830/44000 | Loss: 3.2568 | LR: 4.76e-04 | 1309.0ms/step | 15.3 samples/s +Step 6840/44000 | Loss: 3.2607 | LR: 4.76e-04 | 1306.0ms/step | 15.3 samples/s +Step 6850/44000 | Loss: 3.2626 | LR: 4.76e-04 | 1302.5ms/step | 15.4 samples/s +Step 6860/44000 | Loss: 3.2606 | LR: 4.76e-04 | 1302.0ms/step | 15.4 samples/s +Step 6870/44000 | Loss: 3.2369 | LR: 4.76e-04 | 1300.7ms/step | 15.4 samples/s +Step 6880/44000 | Loss: 3.2110 | LR: 4.76e-04 | 1300.6ms/step | 15.4 samples/s +Step 6890/44000 | Loss: 3.2672 | LR: 4.76e-04 | 1299.9ms/step | 15.4 samples/s +Step 6900/44000 | Loss: 3.2784 | LR: 4.75e-04 | 1301.2ms/step | 15.4 samples/s +Step 6910/44000 | Loss: 3.2408 | LR: 4.75e-04 | 1301.9ms/step | 15.4 samples/s +Step 6920/44000 | Loss: 3.2592 | LR: 4.75e-04 | 1300.0ms/step | 15.4 samples/s +Step 6930/44000 | Loss: 3.2415 | LR: 4.75e-04 | 1299.4ms/step | 15.4 samples/s +Step 6940/44000 | Loss: 3.2673 | LR: 4.75e-04 | 1298.5ms/step | 15.4 samples/s +Step 6950/44000 | Loss: 3.2667 | LR: 4.75e-04 | 1299.8ms/step | 15.4 samples/s +Step 6960/44000 | Loss: 3.2388 | LR: 4.75e-04 | 1300.4ms/step | 15.4 samples/s +Step 6970/44000 | Loss: 3.2631 | LR: 4.75e-04 | 1300.1ms/step | 15.4 samples/s +Step 6980/44000 | Loss: 3.2294 | LR: 4.75e-04 | 1301.3ms/step | 15.4 samples/s +Step 6990/44000 | Loss: 3.2356 | LR: 4.75e-04 | 1300.3ms/step | 15.4 samples/s +Step 7000/44000 | Loss: 3.2428 | LR: 4.75e-04 | 1298.4ms/step | 15.4 samples/s +Validation at step 7000: Loss = 3.2589, Perplexity = 26.02 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-7000 +Step 7010/44000 | Loss: 3.2340 | LR: 4.75e-04 | 3791.1ms/step | 5.3 samples/s +Step 7020/44000 | Loss: 3.2363 | LR: 4.75e-04 | 1298.0ms/step | 15.4 samples/s +Step 7030/44000 | Loss: 3.2592 | LR: 4.74e-04 | 1301.9ms/step | 15.4 samples/s +Step 7040/44000 | Loss: 3.2500 | LR: 4.74e-04 | 1305.4ms/step | 15.3 samples/s +Step 7050/44000 | Loss: 3.2754 | LR: 4.74e-04 | 1301.4ms/step | 15.4 samples/s +Step 7060/44000 | Loss: 3.2563 | LR: 4.74e-04 | 1297.7ms/step | 15.4 samples/s +Step 7070/44000 | Loss: 3.2441 | LR: 4.74e-04 | 1297.5ms/step | 15.4 samples/s +Step 7080/44000 | Loss: 3.2359 | LR: 4.74e-04 | 1298.9ms/step | 15.4 samples/s +Step 7090/44000 | Loss: 3.2151 | LR: 4.74e-04 | 1299.7ms/step | 15.4 samples/s +Step 7100/44000 | Loss: 3.2414 | LR: 4.74e-04 | 1300.5ms/step | 15.4 samples/s +Step 7110/44000 | Loss: 3.2158 | LR: 4.74e-04 | 1300.6ms/step | 15.4 samples/s +Step 7120/44000 | Loss: 3.2351 | LR: 4.74e-04 | 1300.3ms/step | 15.4 samples/s +Step 7130/44000 | Loss: 3.2474 | LR: 4.74e-04 | 1301.2ms/step | 15.4 samples/s +Step 7140/44000 | Loss: 3.2675 | LR: 4.74e-04 | 1301.4ms/step | 15.4 samples/s +Step 7150/44000 | Loss: 3.2483 | LR: 4.73e-04 | 1300.6ms/step | 15.4 samples/s +Step 7160/44000 | Loss: 3.2585 | LR: 4.73e-04 | 1301.0ms/step | 15.4 samples/s +Step 7170/44000 | Loss: 3.2598 | LR: 4.73e-04 | 1299.7ms/step | 15.4 samples/s +Step 7180/44000 | Loss: 3.2431 | LR: 4.73e-04 | 1301.0ms/step | 15.4 samples/s +Step 7190/44000 | Loss: 3.2042 | LR: 4.73e-04 | 1300.2ms/step | 15.4 samples/s +Step 7200/44000 | Loss: 3.2577 | LR: 4.73e-04 | 1301.1ms/step | 15.4 samples/s +Step 7210/44000 | Loss: 3.2776 | LR: 4.73e-04 | 1301.7ms/step | 15.4 samples/s +Step 7220/44000 | Loss: 3.2597 | LR: 4.73e-04 | 1302.3ms/step | 15.4 samples/s +Step 7230/44000 | Loss: 3.2575 | LR: 4.73e-04 | 1302.9ms/step | 15.4 samples/s +Step 7240/44000 | Loss: 3.2469 | LR: 4.73e-04 | 1300.2ms/step | 15.4 samples/s +Step 7250/44000 | Loss: 3.2507 | LR: 4.73e-04 | 1300.0ms/step | 15.4 samples/s +Validation at step 7250: Loss = 3.2493, Perplexity = 25.77 +Step 7260/44000 | Loss: 3.2318 | LR: 4.73e-04 | 3491.0ms/step | 5.7 samples/s +Step 7270/44000 | Loss: 3.2416 | LR: 4.72e-04 | 1299.8ms/step | 15.4 samples/s +Step 7280/44000 | Loss: 3.2224 | LR: 4.72e-04 | 1298.0ms/step | 15.4 samples/s +Step 7290/44000 | Loss: 3.2640 | LR: 4.72e-04 | 1298.7ms/step | 15.4 samples/s +Step 7300/44000 | Loss: 3.2448 | LR: 4.72e-04 | 1299.1ms/step | 15.4 samples/s +Step 7310/44000 | Loss: 3.2615 | LR: 4.72e-04 | 1299.4ms/step | 15.4 samples/s +Step 7320/44000 | Loss: 3.2628 | LR: 4.72e-04 | 1298.8ms/step | 15.4 samples/s +Step 7330/44000 | Loss: 3.2554 | LR: 4.72e-04 | 1299.1ms/step | 15.4 samples/s +Step 7340/44000 | Loss: 3.2644 | LR: 4.72e-04 | 1298.0ms/step | 15.4 samples/s +Step 7350/44000 | Loss: 3.2131 | LR: 4.72e-04 | 1298.0ms/step | 15.4 samples/s +Step 7360/44000 | Loss: 3.2209 | LR: 4.72e-04 | 1298.6ms/step | 15.4 samples/s +Step 7370/44000 | Loss: 3.2124 | LR: 4.72e-04 | 1297.7ms/step | 15.4 samples/s +Step 7380/44000 | Loss: 3.2428 | LR: 4.72e-04 | 1298.7ms/step | 15.4 samples/s +Step 7390/44000 | Loss: 3.2471 | LR: 4.71e-04 | 1299.5ms/step | 15.4 samples/s +Step 7400/44000 | Loss: 3.2376 | LR: 4.71e-04 | 1300.6ms/step | 15.4 samples/s +Step 7410/44000 | Loss: 3.2601 | LR: 4.71e-04 | 1298.4ms/step | 15.4 samples/s +Step 7420/44000 | Loss: 3.2648 | LR: 4.71e-04 | 1298.0ms/step | 15.4 samples/s +Step 7430/44000 | Loss: 3.2428 | LR: 4.71e-04 | 1296.8ms/step | 15.4 samples/s +Step 7440/44000 | Loss: 3.2448 | LR: 4.71e-04 | 1300.4ms/step | 15.4 samples/s +Step 7450/44000 | Loss: 3.2594 | LR: 4.71e-04 | 1300.1ms/step | 15.4 samples/s +Step 7460/44000 | Loss: 3.2037 | LR: 4.71e-04 | 1301.6ms/step | 15.4 samples/s +Step 7470/44000 | Loss: 3.2448 | LR: 4.71e-04 | 1304.6ms/step | 15.3 samples/s +Step 7480/44000 | Loss: 3.2007 | LR: 4.71e-04 | 1303.6ms/step | 15.3 samples/s +Step 7490/44000 | Loss: 3.2418 | LR: 4.71e-04 | 1301.0ms/step | 15.4 samples/s +Step 7500/44000 | Loss: 3.2045 | LR: 4.71e-04 | 1300.0ms/step | 15.4 samples/s +Validation at step 7500: Loss = 3.2415, Perplexity = 25.57 +Step 7510/44000 | Loss: 3.2176 | LR: 4.70e-04 | 3479.4ms/step | 5.7 samples/s +Step 7520/44000 | Loss: 3.2300 | LR: 4.70e-04 | 1300.6ms/step | 15.4 samples/s +Step 7530/44000 | Loss: 3.2612 | LR: 4.70e-04 | 1298.7ms/step | 15.4 samples/s +Step 7540/44000 | Loss: 3.2164 | LR: 4.70e-04 | 1298.9ms/step | 15.4 samples/s +Step 7550/44000 | Loss: 3.2225 | LR: 4.70e-04 | 1298.7ms/step | 15.4 samples/s +Step 7560/44000 | Loss: 3.2252 | LR: 4.70e-04 | 1298.6ms/step | 15.4 samples/s +Step 7570/44000 | Loss: 3.2559 | LR: 4.70e-04 | 1299.0ms/step | 15.4 samples/s +Step 7580/44000 | Loss: 3.2113 | LR: 4.70e-04 | 1300.1ms/step | 15.4 samples/s +Step 7590/44000 | Loss: 3.2554 | LR: 4.70e-04 | 1308.5ms/step | 15.3 samples/s +Step 7600/44000 | Loss: 3.2357 | LR: 4.70e-04 | 1299.4ms/step | 15.4 samples/s +Step 7610/44000 | Loss: 3.2538 | LR: 4.70e-04 | 1299.1ms/step | 15.4 samples/s +Step 7620/44000 | Loss: 3.2054 | LR: 4.70e-04 | 1298.3ms/step | 15.4 samples/s +Step 7630/44000 | Loss: 3.2621 | LR: 4.69e-04 | 1298.4ms/step | 15.4 samples/s +Step 7640/44000 | Loss: 3.2204 | LR: 4.69e-04 | 1301.4ms/step | 15.4 samples/s +Step 7650/44000 | Loss: 3.2320 | LR: 4.69e-04 | 1297.5ms/step | 15.4 samples/s +Step 7660/44000 | Loss: 3.2428 | LR: 4.69e-04 | 1298.2ms/step | 15.4 samples/s +Step 7670/44000 | Loss: 3.2219 | LR: 4.69e-04 | 1297.8ms/step | 15.4 samples/s +Step 7680/44000 | Loss: 3.2411 | LR: 4.69e-04 | 1298.0ms/step | 15.4 samples/s +Step 7690/44000 | Loss: 3.2038 | LR: 4.69e-04 | 1295.2ms/step | 15.4 samples/s +Step 7700/44000 | Loss: 3.2278 | LR: 4.69e-04 | 1294.5ms/step | 15.4 samples/s +Step 7710/44000 | Loss: 3.2525 | LR: 4.69e-04 | 1303.7ms/step | 15.3 samples/s +Step 7720/44000 | Loss: 3.2510 | LR: 4.69e-04 | 1303.2ms/step | 15.3 samples/s +Step 7730/44000 | Loss: 3.2463 | LR: 4.69e-04 | 1301.6ms/step | 15.4 samples/s +Step 7740/44000 | Loss: 3.2157 | LR: 4.68e-04 | 1300.3ms/step | 15.4 samples/s +Step 7750/44000 | Loss: 3.1942 | LR: 4.68e-04 | 1298.0ms/step | 15.4 samples/s +Validation at step 7750: Loss = 3.2317, Perplexity = 25.32 +Step 7760/44000 | Loss: 3.2047 | LR: 4.68e-04 | 3481.8ms/step | 5.7 samples/s +Step 7770/44000 | Loss: 3.2079 | LR: 4.68e-04 | 1299.2ms/step | 15.4 samples/s +Step 7780/44000 | Loss: 3.2041 | LR: 4.68e-04 | 1300.9ms/step | 15.4 samples/s +Step 7790/44000 | Loss: 3.2267 | LR: 4.68e-04 | 1300.8ms/step | 15.4 samples/s +Step 7800/44000 | Loss: 3.2172 | LR: 4.68e-04 | 1300.0ms/step | 15.4 samples/s +Step 7810/44000 | Loss: 3.2063 | LR: 4.68e-04 | 1299.0ms/step | 15.4 samples/s +Step 7820/44000 | Loss: 3.2208 | LR: 4.68e-04 | 1300.5ms/step | 15.4 samples/s +Step 7830/44000 | Loss: 3.2368 | LR: 4.68e-04 | 1301.0ms/step | 15.4 samples/s +Step 7840/44000 | Loss: 3.2159 | LR: 4.68e-04 | 1300.4ms/step | 15.4 samples/s +Step 7850/44000 | Loss: 3.1957 | LR: 4.67e-04 | 1302.4ms/step | 15.4 samples/s +Step 7860/44000 | Loss: 3.2141 | LR: 4.67e-04 | 1301.5ms/step | 15.4 samples/s +Step 7870/44000 | Loss: 3.2173 | LR: 4.67e-04 | 1298.3ms/step | 15.4 samples/s +Step 7880/44000 | Loss: 3.1767 | LR: 4.67e-04 | 1298.6ms/step | 15.4 samples/s +Step 7890/44000 | Loss: 3.1961 | LR: 4.67e-04 | 1297.5ms/step | 15.4 samples/s +Step 7900/44000 | Loss: 3.2443 | LR: 4.67e-04 | 1298.7ms/step | 15.4 samples/s +Step 7910/44000 | Loss: 3.1914 | LR: 4.67e-04 | 1298.6ms/step | 15.4 samples/s +Step 7920/44000 | Loss: 3.2295 | LR: 4.67e-04 | 1297.5ms/step | 15.4 samples/s +Step 7930/44000 | Loss: 3.2065 | LR: 4.67e-04 | 1297.5ms/step | 15.4 samples/s +Step 7940/44000 | Loss: 3.2237 | LR: 4.67e-04 | 1298.4ms/step | 15.4 samples/s +Step 7950/44000 | Loss: 3.2175 | LR: 4.67e-04 | 1298.7ms/step | 15.4 samples/s +Step 7960/44000 | Loss: 3.2116 | LR: 4.66e-04 | 1298.6ms/step | 15.4 samples/s +Step 7970/44000 | Loss: 3.2061 | LR: 4.66e-04 | 1298.0ms/step | 15.4 samples/s +Step 7980/44000 | Loss: 3.2308 | LR: 4.66e-04 | 1298.5ms/step | 15.4 samples/s +Step 7990/44000 | Loss: 3.2285 | LR: 4.66e-04 | 1297.1ms/step | 15.4 samples/s +Step 8000/44000 | Loss: 3.2003 | LR: 4.66e-04 | 1298.5ms/step | 15.4 samples/s +Validation at step 8000: Loss = 3.2236, Perplexity = 25.12 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-8000 +Step 8010/44000 | Loss: 3.1698 | LR: 4.66e-04 | 3773.3ms/step | 5.3 samples/s +Step 8020/44000 | Loss: 3.1928 | LR: 4.66e-04 | 1294.5ms/step | 15.4 samples/s +Step 8030/44000 | Loss: 3.1925 | LR: 4.66e-04 | 1294.9ms/step | 15.4 samples/s +Step 8040/44000 | Loss: 3.2190 | LR: 4.66e-04 | 1296.0ms/step | 15.4 samples/s +Step 8050/44000 | Loss: 3.2010 | LR: 4.66e-04 | 1297.7ms/step | 15.4 samples/s +Step 8060/44000 | Loss: 3.2346 | LR: 4.66e-04 | 1301.4ms/step | 15.4 samples/s +Step 8070/44000 | Loss: 3.1988 | LR: 4.65e-04 | 1303.6ms/step | 15.3 samples/s +Step 8080/44000 | Loss: 3.1900 | LR: 4.65e-04 | 1300.9ms/step | 15.4 samples/s +Step 8090/44000 | Loss: 3.1928 | LR: 4.65e-04 | 1301.9ms/step | 15.4 samples/s +Step 8100/44000 | Loss: 3.2152 | LR: 4.65e-04 | 1303.4ms/step | 15.3 samples/s +Step 8110/44000 | Loss: 3.2100 | LR: 4.65e-04 | 1301.5ms/step | 15.4 samples/s +Step 8120/44000 | Loss: 3.2020 | LR: 4.65e-04 | 1302.6ms/step | 15.4 samples/s +Step 8130/44000 | Loss: 3.2025 | LR: 4.65e-04 | 1305.8ms/step | 15.3 samples/s +Step 8140/44000 | Loss: 3.2358 | LR: 4.65e-04 | 1303.0ms/step | 15.3 samples/s +Step 8150/44000 | Loss: 3.2002 | LR: 4.65e-04 | 1302.8ms/step | 15.4 samples/s +Step 8160/44000 | Loss: 3.1928 | LR: 4.65e-04 | 1303.5ms/step | 15.3 samples/s +Step 8170/44000 | Loss: 3.2181 | LR: 4.65e-04 | 1301.9ms/step | 15.4 samples/s +Step 8180/44000 | Loss: 3.2055 | LR: 4.64e-04 | 1303.0ms/step | 15.3 samples/s +Step 8190/44000 | Loss: 3.1989 | LR: 4.64e-04 | 1307.5ms/step | 15.3 samples/s +Step 8200/44000 | Loss: 3.2247 | LR: 4.64e-04 | 1306.8ms/step | 15.3 samples/s +Step 8210/44000 | Loss: 3.2233 | LR: 4.64e-04 | 1306.0ms/step | 15.3 samples/s +Step 8220/44000 | Loss: 3.2304 | LR: 4.64e-04 | 1305.3ms/step | 15.3 samples/s +Step 8230/44000 | Loss: 3.1902 | LR: 4.64e-04 | 1305.5ms/step | 15.3 samples/s +Step 8240/44000 | Loss: 3.2026 | LR: 4.64e-04 | 1308.3ms/step | 15.3 samples/s +Step 8250/44000 | Loss: 3.1992 | LR: 4.64e-04 | 1302.1ms/step | 15.4 samples/s +Validation at step 8250: Loss = 3.2159, Perplexity = 24.93 +Step 8260/44000 | Loss: 3.1850 | LR: 4.64e-04 | 3488.5ms/step | 5.7 samples/s +Step 8270/44000 | Loss: 3.2283 | LR: 4.64e-04 | 1303.0ms/step | 15.3 samples/s +Step 8280/44000 | Loss: 3.2075 | LR: 4.64e-04 | 1303.0ms/step | 15.3 samples/s +Step 8290/44000 | Loss: 3.2094 | LR: 4.63e-04 | 1303.9ms/step | 15.3 samples/s +Step 8300/44000 | Loss: 3.1642 | LR: 4.63e-04 | 1301.7ms/step | 15.4 samples/s +Step 8310/44000 | Loss: 3.2168 | LR: 4.63e-04 | 1307.0ms/step | 15.3 samples/s +Step 8320/44000 | Loss: 3.1923 | LR: 4.63e-04 | 1306.4ms/step | 15.3 samples/s +Step 8330/44000 | Loss: 3.1985 | LR: 4.63e-04 | 1302.6ms/step | 15.4 samples/s +Step 8340/44000 | Loss: 3.2453 | LR: 4.63e-04 | 1302.6ms/step | 15.4 samples/s +Step 8350/44000 | Loss: 3.1919 | LR: 4.63e-04 | 1300.9ms/step | 15.4 samples/s +Step 8360/44000 | Loss: 3.2186 | LR: 4.63e-04 | 1300.2ms/step | 15.4 samples/s +Step 8370/44000 | Loss: 3.2029 | LR: 4.63e-04 | 1307.2ms/step | 15.3 samples/s +Step 8380/44000 | Loss: 3.2417 | LR: 4.63e-04 | 1308.4ms/step | 15.3 samples/s +Step 8390/44000 | Loss: 3.1760 | LR: 4.62e-04 | 1309.7ms/step | 15.3 samples/s +Step 8400/44000 | Loss: 3.1913 | LR: 4.62e-04 | 1310.8ms/step | 15.3 samples/s +Step 8410/44000 | Loss: 3.1887 | LR: 4.62e-04 | 1302.4ms/step | 15.4 samples/s +Step 8420/44000 | Loss: 3.2294 | LR: 4.62e-04 | 1305.5ms/step | 15.3 samples/s +Step 8430/44000 | Loss: 3.1934 | LR: 4.62e-04 | 1306.1ms/step | 15.3 samples/s +Step 8440/44000 | Loss: 3.2208 | LR: 4.62e-04 | 1307.0ms/step | 15.3 samples/s +Step 8450/44000 | Loss: 3.1714 | LR: 4.62e-04 | 1307.5ms/step | 15.3 samples/s +Step 8460/44000 | Loss: 3.2196 | LR: 4.62e-04 | 1308.5ms/step | 15.3 samples/s +Step 8470/44000 | Loss: 3.1670 | LR: 4.62e-04 | 1309.4ms/step | 15.3 samples/s +Step 8480/44000 | Loss: 3.1934 | LR: 4.62e-04 | 1310.9ms/step | 15.3 samples/s +Step 8490/44000 | Loss: 3.2144 | LR: 4.62e-04 | 1308.0ms/step | 15.3 samples/s +Step 8500/44000 | Loss: 3.2218 | LR: 4.61e-04 | 1307.1ms/step | 15.3 samples/s +Validation at step 8500: Loss = 3.2089, Perplexity = 24.75 +Step 8510/44000 | Loss: 3.2196 | LR: 4.61e-04 | 3494.4ms/step | 5.7 samples/s +Step 8520/44000 | Loss: 3.1921 | LR: 4.61e-04 | 1303.9ms/step | 15.3 samples/s +Step 8530/44000 | Loss: 3.2183 | LR: 4.61e-04 | 1304.1ms/step | 15.3 samples/s +Step 8540/44000 | Loss: 3.1766 | LR: 4.61e-04 | 1303.4ms/step | 15.3 samples/s +Step 8550/44000 | Loss: 3.1968 | LR: 4.61e-04 | 1307.0ms/step | 15.3 samples/s +Step 8560/44000 | Loss: 3.2041 | LR: 4.61e-04 | 1305.6ms/step | 15.3 samples/s +Step 8570/44000 | Loss: 3.1717 | LR: 4.61e-04 | 1308.3ms/step | 15.3 samples/s +Step 8580/44000 | Loss: 3.2011 | LR: 4.61e-04 | 1308.7ms/step | 15.3 samples/s +Step 8590/44000 | Loss: 3.2004 | LR: 4.61e-04 | 1306.6ms/step | 15.3 samples/s +Step 8600/44000 | Loss: 3.1903 | LR: 4.60e-04 | 1306.0ms/step | 15.3 samples/s +Step 8610/44000 | Loss: 3.1689 | LR: 4.60e-04 | 1303.7ms/step | 15.3 samples/s +Step 8620/44000 | Loss: 3.1978 | LR: 4.60e-04 | 1299.6ms/step | 15.4 samples/s +Step 8630/44000 | Loss: 3.1880 | LR: 4.60e-04 | 1299.2ms/step | 15.4 samples/s +Step 8640/44000 | Loss: 3.1944 | LR: 4.60e-04 | 1302.7ms/step | 15.4 samples/s +Step 8650/44000 | Loss: 3.1993 | LR: 4.60e-04 | 1299.5ms/step | 15.4 samples/s +Step 8660/44000 | Loss: 3.1611 | LR: 4.60e-04 | 1300.6ms/step | 15.4 samples/s +Step 8670/44000 | Loss: 3.2022 | LR: 4.60e-04 | 1300.8ms/step | 15.4 samples/s +Step 8680/44000 | Loss: 3.2015 | LR: 4.60e-04 | 1298.4ms/step | 15.4 samples/s +Step 8690/44000 | Loss: 3.1803 | LR: 4.60e-04 | 1298.1ms/step | 15.4 samples/s +Step 8700/44000 | Loss: 3.1580 | LR: 4.59e-04 | 1300.3ms/step | 15.4 samples/s +Step 8710/44000 | Loss: 3.1905 | LR: 4.59e-04 | 1299.0ms/step | 15.4 samples/s +Step 8720/44000 | Loss: 3.1939 | LR: 4.59e-04 | 1297.6ms/step | 15.4 samples/s +Step 8730/44000 | Loss: 3.1970 | LR: 4.59e-04 | 1298.0ms/step | 15.4 samples/s +Step 8740/44000 | Loss: 3.1889 | LR: 4.59e-04 | 1297.4ms/step | 15.4 samples/s +Step 8750/44000 | Loss: 3.1629 | LR: 4.59e-04 | 1299.0ms/step | 15.4 samples/s +Validation at step 8750: Loss = 3.2028, Perplexity = 24.60 +Step 8760/44000 | Loss: 3.1772 | LR: 4.59e-04 | 3485.5ms/step | 5.7 samples/s +Step 8770/44000 | Loss: 3.2170 | LR: 4.59e-04 | 1304.1ms/step | 15.3 samples/s +Step 8780/44000 | Loss: 3.1817 | LR: 4.59e-04 | 1300.9ms/step | 15.4 samples/s +Step 8790/44000 | Loss: 3.1707 | LR: 4.59e-04 | 1301.1ms/step | 15.4 samples/s +Step 8800/44000 | Loss: 3.1644 | LR: 4.58e-04 | 1301.0ms/step | 15.4 samples/s +Step 8810/44000 | Loss: 3.1868 | LR: 4.58e-04 | 1299.7ms/step | 15.4 samples/s +Step 8820/44000 | Loss: 3.1706 | LR: 4.58e-04 | 1299.3ms/step | 15.4 samples/s +Step 8830/44000 | Loss: 3.1755 | LR: 4.58e-04 | 1298.1ms/step | 15.4 samples/s +Step 8840/44000 | Loss: 3.1858 | LR: 4.58e-04 | 1301.8ms/step | 15.4 samples/s +Step 8850/44000 | Loss: 3.1854 | LR: 4.58e-04 | 1300.2ms/step | 15.4 samples/s +Step 8860/44000 | Loss: 3.2044 | LR: 4.58e-04 | 1301.4ms/step | 15.4 samples/s +Step 8870/44000 | Loss: 3.1864 | LR: 4.58e-04 | 1305.3ms/step | 15.3 samples/s +Step 8880/44000 | Loss: 3.1649 | LR: 4.58e-04 | 1299.5ms/step | 15.4 samples/s +Step 8890/44000 | Loss: 3.2107 | LR: 4.58e-04 | 1298.9ms/step | 15.4 samples/s +Step 8900/44000 | Loss: 3.1728 | LR: 4.57e-04 | 1300.4ms/step | 15.4 samples/s +Step 8910/44000 | Loss: 3.2090 | LR: 4.57e-04 | 1300.7ms/step | 15.4 samples/s +Step 8920/44000 | Loss: 3.1885 | LR: 4.57e-04 | 1300.9ms/step | 15.4 samples/s +Step 8930/44000 | Loss: 3.1862 | LR: 4.57e-04 | 1298.4ms/step | 15.4 samples/s +Step 8940/44000 | Loss: 3.1776 | LR: 4.57e-04 | 1297.5ms/step | 15.4 samples/s +Step 8950/44000 | Loss: 3.1850 | LR: 4.57e-04 | 1298.1ms/step | 15.4 samples/s +Step 8960/44000 | Loss: 3.1675 | LR: 4.57e-04 | 1298.0ms/step | 15.4 samples/s +Step 8970/44000 | Loss: 3.1900 | LR: 4.57e-04 | 1300.0ms/step | 15.4 samples/s +Step 8980/44000 | Loss: 3.1889 | LR: 4.57e-04 | 1299.4ms/step | 15.4 samples/s +Step 8990/44000 | Loss: 3.1747 | LR: 4.57e-04 | 1301.3ms/step | 15.4 samples/s +Step 9000/44000 | Loss: 3.1760 | LR: 4.56e-04 | 1301.8ms/step | 15.4 samples/s +Validation at step 9000: Loss = 3.1950, Perplexity = 24.41 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-9000 +Step 9010/44000 | Loss: 3.1755 | LR: 4.56e-04 | 3772.8ms/step | 5.3 samples/s +Step 9020/44000 | Loss: 3.1934 | LR: 4.56e-04 | 1302.3ms/step | 15.4 samples/s +Step 9030/44000 | Loss: 3.1671 | LR: 4.56e-04 | 1302.7ms/step | 15.4 samples/s +Step 9040/44000 | Loss: 3.1714 | LR: 4.56e-04 | 1305.4ms/step | 15.3 samples/s +Step 9050/44000 | Loss: 3.1719 | LR: 4.56e-04 | 1307.8ms/step | 15.3 samples/s +Step 9060/44000 | Loss: 3.2100 | LR: 4.56e-04 | 1308.5ms/step | 15.3 samples/s +Step 9070/44000 | Loss: 3.2040 | LR: 4.56e-04 | 1303.8ms/step | 15.3 samples/s +Step 9080/44000 | Loss: 3.2267 | LR: 4.56e-04 | 1302.5ms/step | 15.4 samples/s +Step 9090/44000 | Loss: 3.1557 | LR: 4.56e-04 | 1305.3ms/step | 15.3 samples/s +Step 9100/44000 | Loss: 3.1608 | LR: 4.55e-04 | 1308.5ms/step | 15.3 samples/s +Step 9110/44000 | Loss: 3.1574 | LR: 4.55e-04 | 1306.7ms/step | 15.3 samples/s +Step 9120/44000 | Loss: 3.1602 | LR: 4.55e-04 | 1307.8ms/step | 15.3 samples/s +Step 9130/44000 | Loss: 3.2054 | LR: 4.55e-04 | 1311.7ms/step | 15.2 samples/s +Step 9140/44000 | Loss: 3.1543 | LR: 4.55e-04 | 1304.4ms/step | 15.3 samples/s +Step 9150/44000 | Loss: 3.1828 | LR: 4.55e-04 | 1300.5ms/step | 15.4 samples/s +Step 9160/44000 | Loss: 3.1571 | LR: 4.55e-04 | 1303.1ms/step | 15.3 samples/s +Step 9170/44000 | Loss: 3.1394 | LR: 4.55e-04 | 1302.8ms/step | 15.4 samples/s +Step 9180/44000 | Loss: 3.1868 | LR: 4.55e-04 | 1303.5ms/step | 15.3 samples/s +Step 9190/44000 | Loss: 3.1623 | LR: 4.54e-04 | 1305.6ms/step | 15.3 samples/s +Step 9200/44000 | Loss: 3.1891 | LR: 4.54e-04 | 1301.1ms/step | 15.4 samples/s +Step 9210/44000 | Loss: 3.1837 | LR: 4.54e-04 | 1301.9ms/step | 15.4 samples/s +Step 9220/44000 | Loss: 3.1734 | LR: 4.54e-04 | 1305.3ms/step | 15.3 samples/s +Step 9230/44000 | Loss: 3.1750 | LR: 4.54e-04 | 1307.2ms/step | 15.3 samples/s +Step 9240/44000 | Loss: 3.2245 | LR: 4.54e-04 | 1311.5ms/step | 15.2 samples/s +Step 9250/44000 | Loss: 3.1791 | LR: 4.54e-04 | 1308.6ms/step | 15.3 samples/s +Validation at step 9250: Loss = 3.1889, Perplexity = 24.26 +Step 9260/44000 | Loss: 3.1841 | LR: 4.54e-04 | 3491.6ms/step | 5.7 samples/s +Step 9270/44000 | Loss: 3.1819 | LR: 4.54e-04 | 1304.9ms/step | 15.3 samples/s +Step 9280/44000 | Loss: 3.1812 | LR: 4.54e-04 | 1302.9ms/step | 15.4 samples/s +Step 9290/44000 | Loss: 3.1928 | LR: 4.53e-04 | 1301.8ms/step | 15.4 samples/s +Step 9300/44000 | Loss: 3.1526 | LR: 4.53e-04 | 1303.1ms/step | 15.3 samples/s +Step 9310/44000 | Loss: 3.1725 | LR: 4.53e-04 | 1298.1ms/step | 15.4 samples/s +Step 9320/44000 | Loss: 3.1572 | LR: 4.53e-04 | 1296.6ms/step | 15.4 samples/s +Step 9330/44000 | Loss: 3.1776 | LR: 4.53e-04 | 1297.8ms/step | 15.4 samples/s +Step 9340/44000 | Loss: 3.1596 | LR: 4.53e-04 | 1297.4ms/step | 15.4 samples/s +Step 9350/44000 | Loss: 3.1507 | LR: 4.53e-04 | 1295.4ms/step | 15.4 samples/s +Step 9360/44000 | Loss: 3.1766 | LR: 4.53e-04 | 1297.1ms/step | 15.4 samples/s +Step 9370/44000 | Loss: 3.1788 | LR: 4.53e-04 | 1296.7ms/step | 15.4 samples/s +Step 9380/44000 | Loss: 3.1767 | LR: 4.52e-04 | 1297.2ms/step | 15.4 samples/s +Step 9390/44000 | Loss: 3.1873 | LR: 4.52e-04 | 1296.7ms/step | 15.4 samples/s +Step 9400/44000 | Loss: 3.1665 | LR: 4.52e-04 | 1297.8ms/step | 15.4 samples/s +Step 9410/44000 | Loss: 3.1704 | LR: 4.52e-04 | 1297.1ms/step | 15.4 samples/s +Step 9420/44000 | Loss: 3.1819 | LR: 4.52e-04 | 1297.2ms/step | 15.4 samples/s +Step 9430/44000 | Loss: 3.1669 | LR: 4.52e-04 | 1295.9ms/step | 15.4 samples/s +Step 9440/44000 | Loss: 3.1444 | LR: 4.52e-04 | 1296.9ms/step | 15.4 samples/s +Step 9450/44000 | Loss: 3.1677 | LR: 4.52e-04 | 1298.1ms/step | 15.4 samples/s +Step 9460/44000 | Loss: 3.1806 | LR: 4.52e-04 | 1298.3ms/step | 15.4 samples/s +Step 9470/44000 | Loss: 3.1613 | LR: 4.52e-04 | 1299.9ms/step | 15.4 samples/s +Step 9480/44000 | Loss: 3.1577 | LR: 4.51e-04 | 1299.5ms/step | 15.4 samples/s +Step 9490/44000 | Loss: 3.1725 | LR: 4.51e-04 | 1297.9ms/step | 15.4 samples/s +Step 9500/44000 | Loss: 3.1745 | LR: 4.51e-04 | 1298.5ms/step | 15.4 samples/s +Validation at step 9500: Loss = 3.1824, Perplexity = 24.11 +Step 9510/44000 | Loss: 3.2050 | LR: 4.51e-04 | 3490.4ms/step | 5.7 samples/s +Step 9520/44000 | Loss: 3.1576 | LR: 4.51e-04 | 1310.2ms/step | 15.3 samples/s +Step 9530/44000 | Loss: 3.1975 | LR: 4.51e-04 | 1310.9ms/step | 15.3 samples/s +Step 9540/44000 | Loss: 3.1965 | LR: 4.51e-04 | 1309.2ms/step | 15.3 samples/s +Step 9550/44000 | Loss: 3.1819 | LR: 4.51e-04 | 1310.7ms/step | 15.3 samples/s +Step 9560/44000 | Loss: 3.1617 | LR: 4.51e-04 | 1313.8ms/step | 15.2 samples/s +Step 9570/44000 | Loss: 3.1582 | LR: 4.50e-04 | 1304.1ms/step | 15.3 samples/s +Step 9580/44000 | Loss: 3.1885 | LR: 4.50e-04 | 1301.6ms/step | 15.4 samples/s +Step 9590/44000 | Loss: 3.1530 | LR: 4.50e-04 | 1301.7ms/step | 15.4 samples/s +Step 9600/44000 | Loss: 3.1554 | LR: 4.50e-04 | 1299.8ms/step | 15.4 samples/s +Step 9610/44000 | Loss: 3.1574 | LR: 4.50e-04 | 1299.7ms/step | 15.4 samples/s +Step 9620/44000 | Loss: 3.1978 | LR: 4.50e-04 | 1299.2ms/step | 15.4 samples/s +Step 9630/44000 | Loss: 3.1742 | LR: 4.50e-04 | 1299.8ms/step | 15.4 samples/s +Step 9640/44000 | Loss: 3.1700 | LR: 4.50e-04 | 1301.6ms/step | 15.4 samples/s +Step 9650/44000 | Loss: 3.1731 | LR: 4.50e-04 | 1301.3ms/step | 15.4 samples/s +Step 9660/44000 | Loss: 3.1467 | LR: 4.49e-04 | 1301.9ms/step | 15.4 samples/s +Step 9670/44000 | Loss: 3.1707 | LR: 4.49e-04 | 1298.3ms/step | 15.4 samples/s +Step 9680/44000 | Loss: 3.1755 | LR: 4.49e-04 | 1297.6ms/step | 15.4 samples/s +Step 9690/44000 | Loss: 3.1726 | LR: 4.49e-04 | 1297.9ms/step | 15.4 samples/s +Step 9700/44000 | Loss: 3.1760 | LR: 4.49e-04 | 1296.6ms/step | 15.4 samples/s +Step 9710/44000 | Loss: 3.1738 | LR: 4.49e-04 | 1297.3ms/step | 15.4 samples/s +Step 9720/44000 | Loss: 3.1608 | LR: 4.49e-04 | 1300.9ms/step | 15.4 samples/s +Step 9730/44000 | Loss: 3.1766 | LR: 4.49e-04 | 1299.9ms/step | 15.4 samples/s +Step 9740/44000 | Loss: 3.1636 | LR: 4.49e-04 | 1307.1ms/step | 15.3 samples/s +Step 9750/44000 | Loss: 3.1586 | LR: 4.48e-04 | 1302.6ms/step | 15.4 samples/s +Validation at step 9750: Loss = 3.1765, Perplexity = 23.96 +Step 9760/44000 | Loss: 3.1358 | LR: 4.48e-04 | 3476.8ms/step | 5.8 samples/s +Step 9770/44000 | Loss: 3.1390 | LR: 4.48e-04 | 1294.7ms/step | 15.4 samples/s +Step 9780/44000 | Loss: 3.1647 | LR: 4.48e-04 | 1296.7ms/step | 15.4 samples/s +Step 9790/44000 | Loss: 3.1811 | LR: 4.48e-04 | 1297.1ms/step | 15.4 samples/s +Step 9800/44000 | Loss: 3.1636 | LR: 4.48e-04 | 1297.6ms/step | 15.4 samples/s +Step 9810/44000 | Loss: 3.1822 | LR: 4.48e-04 | 1296.7ms/step | 15.4 samples/s +Step 9820/44000 | Loss: 3.1811 | LR: 4.48e-04 | 1297.1ms/step | 15.4 samples/s +Step 9830/44000 | Loss: 3.2093 | LR: 4.48e-04 | 1298.4ms/step | 15.4 samples/s +Step 9840/44000 | Loss: 3.1558 | LR: 4.47e-04 | 1298.3ms/step | 15.4 samples/s +Step 9850/44000 | Loss: 3.1749 | LR: 4.47e-04 | 1296.5ms/step | 15.4 samples/s +Step 9860/44000 | Loss: 3.1368 | LR: 4.47e-04 | 1300.5ms/step | 15.4 samples/s +Step 9870/44000 | Loss: 3.1600 | LR: 4.47e-04 | 1298.5ms/step | 15.4 samples/s +Step 9880/44000 | Loss: 3.1633 | LR: 4.47e-04 | 1296.8ms/step | 15.4 samples/s +Step 9890/44000 | Loss: 3.1445 | LR: 4.47e-04 | 1298.4ms/step | 15.4 samples/s +Step 9900/44000 | Loss: 3.1686 | LR: 4.47e-04 | 1297.6ms/step | 15.4 samples/s +Step 9910/44000 | Loss: 3.1842 | LR: 4.47e-04 | 1297.3ms/step | 15.4 samples/s +Step 9920/44000 | Loss: 3.1469 | LR: 4.47e-04 | 1296.5ms/step | 15.4 samples/s +Step 9930/44000 | Loss: 3.1420 | LR: 4.46e-04 | 1295.9ms/step | 15.4 samples/s +Step 9940/44000 | Loss: 3.1643 | LR: 4.46e-04 | 1297.4ms/step | 15.4 samples/s +Step 9950/44000 | Loss: 3.1476 | LR: 4.46e-04 | 1296.8ms/step | 15.4 samples/s +Step 9960/44000 | Loss: 3.1616 | LR: 4.46e-04 | 1299.5ms/step | 15.4 samples/s +Step 9970/44000 | Loss: 3.2042 | LR: 4.46e-04 | 1299.1ms/step | 15.4 samples/s +Step 9980/44000 | Loss: 3.1546 | LR: 4.46e-04 | 1299.9ms/step | 15.4 samples/s +Step 9990/44000 | Loss: 3.1643 | LR: 4.46e-04 | 1299.5ms/step | 15.4 samples/s +Step 10000/44000 | Loss: 3.1584 | LR: 4.46e-04 | 1300.6ms/step | 15.4 samples/s +Validation at step 10000: Loss = 3.1706, Perplexity = 23.82 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-10000 +Step 10010/44000 | Loss: 3.1539 | LR: 4.46e-04 | 3779.6ms/step | 5.3 samples/s +Step 10020/44000 | Loss: 3.1831 | LR: 4.45e-04 | 1296.0ms/step | 15.4 samples/s +Step 10030/44000 | Loss: 3.1647 | LR: 4.45e-04 | 1295.0ms/step | 15.4 samples/s +Step 10040/44000 | Loss: 3.1326 | LR: 4.45e-04 | 1295.0ms/step | 15.4 samples/s +Step 10050/44000 | Loss: 3.1429 | LR: 4.45e-04 | 1294.8ms/step | 15.4 samples/s +Step 10060/44000 | Loss: 3.1414 | LR: 4.45e-04 | 1299.3ms/step | 15.4 samples/s +Step 10070/44000 | Loss: 3.1444 | LR: 4.45e-04 | 1299.0ms/step | 15.4 samples/s +Step 10080/44000 | Loss: 3.1539 | LR: 4.45e-04 | 1300.7ms/step | 15.4 samples/s +Step 10090/44000 | Loss: 3.1516 | LR: 4.45e-04 | 1301.7ms/step | 15.4 samples/s +Step 10100/44000 | Loss: 3.1695 | LR: 4.45e-04 | 1300.8ms/step | 15.4 samples/s +Step 10110/44000 | Loss: 3.1782 | LR: 4.44e-04 | 1300.1ms/step | 15.4 samples/s +Step 10120/44000 | Loss: 3.1996 | LR: 4.44e-04 | 1301.1ms/step | 15.4 samples/s +Step 10130/44000 | Loss: 3.1468 | LR: 4.44e-04 | 1301.6ms/step | 15.4 samples/s +Step 10140/44000 | Loss: 3.2060 | LR: 4.44e-04 | 1299.0ms/step | 15.4 samples/s +Step 10150/44000 | Loss: 3.1633 | LR: 4.44e-04 | 1299.0ms/step | 15.4 samples/s +Step 10160/44000 | Loss: 3.1639 | LR: 4.44e-04 | 1296.5ms/step | 15.4 samples/s +Step 10170/44000 | Loss: 3.1351 | LR: 4.44e-04 | 1297.0ms/step | 15.4 samples/s +Step 10180/44000 | Loss: 3.1705 | LR: 4.44e-04 | 1298.5ms/step | 15.4 samples/s +Step 10190/44000 | Loss: 3.1403 | LR: 4.43e-04 | 1298.9ms/step | 15.4 samples/s +Step 10200/44000 | Loss: 3.1423 | LR: 4.43e-04 | 1300.6ms/step | 15.4 samples/s +Step 10210/44000 | Loss: 3.1592 | LR: 4.43e-04 | 1300.9ms/step | 15.4 samples/s +Step 10220/44000 | Loss: 3.1452 | LR: 4.43e-04 | 1302.6ms/step | 15.4 samples/s +Step 10230/44000 | Loss: 3.1674 | LR: 4.43e-04 | 1301.3ms/step | 15.4 samples/s +Step 10240/44000 | Loss: 3.1451 | LR: 4.43e-04 | 1301.7ms/step | 15.4 samples/s +Step 10250/44000 | Loss: 3.1665 | LR: 4.43e-04 | 1302.2ms/step | 15.4 samples/s +Validation at step 10250: Loss = 3.1652, Perplexity = 23.69 +Step 10260/44000 | Loss: 3.1246 | LR: 4.43e-04 | 3493.1ms/step | 5.7 samples/s +Step 10270/44000 | Loss: 3.1134 | LR: 4.43e-04 | 1302.3ms/step | 15.4 samples/s +Step 10280/44000 | Loss: 3.1150 | LR: 4.42e-04 | 1304.4ms/step | 15.3 samples/s +Step 10290/44000 | Loss: 3.1100 | LR: 4.42e-04 | 1302.3ms/step | 15.4 samples/s +Step 10300/44000 | Loss: 3.1417 | LR: 4.42e-04 | 1301.5ms/step | 15.4 samples/s +Step 10310/44000 | Loss: 3.1675 | LR: 4.42e-04 | 1301.6ms/step | 15.4 samples/s +Step 10320/44000 | Loss: 3.1330 | LR: 4.42e-04 | 1301.0ms/step | 15.4 samples/s +Step 10330/44000 | Loss: 3.1751 | LR: 4.42e-04 | 1300.7ms/step | 15.4 samples/s +Step 10340/44000 | Loss: 3.1494 | LR: 4.42e-04 | 1299.9ms/step | 15.4 samples/s +Step 10350/44000 | Loss: 3.1616 | LR: 4.42e-04 | 1302.8ms/step | 15.4 samples/s +Step 10360/44000 | Loss: 3.1325 | LR: 4.42e-04 | 1304.0ms/step | 15.3 samples/s +Step 10370/44000 | Loss: 3.1616 | LR: 4.41e-04 | 1303.1ms/step | 15.3 samples/s +Step 10380/44000 | Loss: 3.1722 | LR: 4.41e-04 | 1302.7ms/step | 15.4 samples/s +Step 10390/44000 | Loss: 3.1423 | LR: 4.41e-04 | 1301.7ms/step | 15.4 samples/s +Step 10400/44000 | Loss: 3.1740 | LR: 4.41e-04 | 1300.8ms/step | 15.4 samples/s +Step 10410/44000 | Loss: 3.1804 | LR: 4.41e-04 | 1302.4ms/step | 15.4 samples/s +Step 10420/44000 | Loss: 3.1738 | LR: 4.41e-04 | 1300.9ms/step | 15.4 samples/s +Step 10430/44000 | Loss: 3.1658 | LR: 4.41e-04 | 1301.8ms/step | 15.4 samples/s +Step 10440/44000 | Loss: 3.1349 | LR: 4.41e-04 | 1303.8ms/step | 15.3 samples/s +Step 10450/44000 | Loss: 3.1459 | LR: 4.40e-04 | 1299.1ms/step | 15.4 samples/s +Step 10460/44000 | Loss: 3.1415 | LR: 4.40e-04 | 1298.0ms/step | 15.4 samples/s +Step 10470/44000 | Loss: 3.1708 | LR: 4.40e-04 | 1298.2ms/step | 15.4 samples/s +Step 10480/44000 | Loss: 3.1403 | LR: 4.40e-04 | 1299.0ms/step | 15.4 samples/s +Step 10490/44000 | Loss: 3.1218 | LR: 4.40e-04 | 1299.4ms/step | 15.4 samples/s +Step 10500/44000 | Loss: 3.1744 | LR: 4.40e-04 | 1298.4ms/step | 15.4 samples/s +Validation at step 10500: Loss = 3.1613, Perplexity = 23.60 +Step 10510/44000 | Loss: 3.1839 | LR: 4.40e-04 | 3476.2ms/step | 5.8 samples/s +Step 10520/44000 | Loss: 3.1247 | LR: 4.40e-04 | 1298.2ms/step | 15.4 samples/s +Step 10530/44000 | Loss: 3.1413 | LR: 4.40e-04 | 1297.2ms/step | 15.4 samples/s +Step 10540/44000 | Loss: 3.1526 | LR: 4.39e-04 | 1297.7ms/step | 15.4 samples/s +Step 10550/44000 | Loss: 3.1428 | LR: 4.39e-04 | 1298.7ms/step | 15.4 samples/s +Step 10560/44000 | Loss: 3.1299 | LR: 4.39e-04 | 1300.2ms/step | 15.4 samples/s +Step 10570/44000 | Loss: 3.1454 | LR: 4.39e-04 | 1299.3ms/step | 15.4 samples/s +Step 10580/44000 | Loss: 3.1622 | LR: 4.39e-04 | 1298.1ms/step | 15.4 samples/s +Step 10590/44000 | Loss: 3.1114 | LR: 4.39e-04 | 1296.8ms/step | 15.4 samples/s +Step 10600/44000 | Loss: 3.1325 | LR: 4.39e-04 | 1301.5ms/step | 15.4 samples/s +Step 10610/44000 | Loss: 3.1221 | LR: 4.39e-04 | 1300.8ms/step | 15.4 samples/s +Step 10620/44000 | Loss: 3.1674 | LR: 4.38e-04 | 1301.7ms/step | 15.4 samples/s +Step 10630/44000 | Loss: 3.1565 | LR: 4.38e-04 | 1300.9ms/step | 15.4 samples/s +Step 10640/44000 | Loss: 3.1360 | LR: 4.38e-04 | 1298.8ms/step | 15.4 samples/s +Step 10650/44000 | Loss: 3.1519 | LR: 4.38e-04 | 1298.7ms/step | 15.4 samples/s +Step 10660/44000 | Loss: 3.1383 | LR: 4.38e-04 | 1299.6ms/step | 15.4 samples/s +Step 10670/44000 | Loss: 3.1421 | LR: 4.38e-04 | 1298.0ms/step | 15.4 samples/s +Step 10680/44000 | Loss: 3.1595 | LR: 4.38e-04 | 1297.1ms/step | 15.4 samples/s +Step 10690/44000 | Loss: 3.1108 | LR: 4.38e-04 | 1298.4ms/step | 15.4 samples/s +Step 10700/44000 | Loss: 3.0828 | LR: 4.37e-04 | 1299.5ms/step | 15.4 samples/s +Step 10710/44000 | Loss: 3.1177 | LR: 4.37e-04 | 1300.7ms/step | 15.4 samples/s +Step 10720/44000 | Loss: 3.1062 | LR: 4.37e-04 | 1299.8ms/step | 15.4 samples/s +Step 10730/44000 | Loss: 3.1175 | LR: 4.37e-04 | 1302.0ms/step | 15.4 samples/s +Step 10740/44000 | Loss: 3.1296 | LR: 4.37e-04 | 1300.6ms/step | 15.4 samples/s +Step 10750/44000 | Loss: 3.1208 | LR: 4.37e-04 | 1301.5ms/step | 15.4 samples/s +Validation at step 10750: Loss = 3.1548, Perplexity = 23.45 +Step 10760/44000 | Loss: 3.1578 | LR: 4.37e-04 | 3491.9ms/step | 5.7 samples/s +Step 10770/44000 | Loss: 3.1592 | LR: 4.37e-04 | 1302.9ms/step | 15.4 samples/s +Step 10780/44000 | Loss: 3.1336 | LR: 4.37e-04 | 1302.0ms/step | 15.4 samples/s +Step 10790/44000 | Loss: 3.1432 | LR: 4.36e-04 | 1300.9ms/step | 15.4 samples/s +Step 10800/44000 | Loss: 3.1270 | LR: 4.36e-04 | 1299.9ms/step | 15.4 samples/s +Step 10810/44000 | Loss: 3.1441 | LR: 4.36e-04 | 1301.2ms/step | 15.4 samples/s +Step 10820/44000 | Loss: 3.1522 | LR: 4.36e-04 | 1305.7ms/step | 15.3 samples/s +Step 10830/44000 | Loss: 3.1344 | LR: 4.36e-04 | 1300.9ms/step | 15.4 samples/s +Step 10840/44000 | Loss: 3.1607 | LR: 4.36e-04 | 1298.8ms/step | 15.4 samples/s +Step 10850/44000 | Loss: 3.1549 | LR: 4.36e-04 | 1299.6ms/step | 15.4 samples/s +Step 10860/44000 | Loss: 3.1740 | LR: 4.36e-04 | 1299.6ms/step | 15.4 samples/s +Step 10870/44000 | Loss: 3.1379 | LR: 4.35e-04 | 1303.2ms/step | 15.3 samples/s +Step 10880/44000 | Loss: 3.1348 | LR: 4.35e-04 | 1305.5ms/step | 15.3 samples/s +Step 10890/44000 | Loss: 3.1387 | LR: 4.35e-04 | 1316.1ms/step | 15.2 samples/s +Step 10900/44000 | Loss: 3.1432 | LR: 4.35e-04 | 1302.8ms/step | 15.4 samples/s +Step 10910/44000 | Loss: 3.1200 | LR: 4.35e-04 | 1300.8ms/step | 15.4 samples/s +Step 10920/44000 | Loss: 3.1055 | LR: 4.35e-04 | 1302.1ms/step | 15.4 samples/s +Step 10930/44000 | Loss: 3.1733 | LR: 4.35e-04 | 1300.1ms/step | 15.4 samples/s +Step 10940/44000 | Loss: 3.1420 | LR: 4.35e-04 | 1300.2ms/step | 15.4 samples/s +Step 10950/44000 | Loss: 3.1221 | LR: 4.34e-04 | 1311.8ms/step | 15.2 samples/s +Step 10960/44000 | Loss: 3.1514 | LR: 4.34e-04 | 1303.5ms/step | 15.3 samples/s +Step 10970/44000 | Loss: 3.1344 | LR: 4.34e-04 | 1301.8ms/step | 15.4 samples/s +Step 10980/44000 | Loss: 3.1267 | LR: 4.34e-04 | 1304.0ms/step | 15.3 samples/s +Step 10990/44000 | Loss: 3.1397 | LR: 4.34e-04 | 1304.0ms/step | 15.3 samples/s +Step 11000/44000 | Loss: 3.1328 | LR: 4.34e-04 | 1304.8ms/step | 15.3 samples/s +Validation at step 11000: Loss = 3.1498, Perplexity = 23.33 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-11000 +Step 11010/44000 | Loss: 3.1486 | LR: 4.34e-04 | 3795.5ms/step | 5.3 samples/s +Step 11020/44000 | Loss: 3.1537 | LR: 4.34e-04 | 1300.5ms/step | 15.4 samples/s +Step 11030/44000 | Loss: 3.1024 | LR: 4.33e-04 | 1301.9ms/step | 15.4 samples/s +Step 11040/44000 | Loss: 3.1457 | LR: 4.33e-04 | 1306.1ms/step | 15.3 samples/s +Step 11050/44000 | Loss: 3.1263 | LR: 4.33e-04 | 1306.5ms/step | 15.3 samples/s +Step 11060/44000 | Loss: 3.1405 | LR: 4.33e-04 | 1298.9ms/step | 15.4 samples/s +Step 11070/44000 | Loss: 3.1352 | LR: 4.33e-04 | 1302.8ms/step | 15.4 samples/s +Step 11080/44000 | Loss: 3.0996 | LR: 4.33e-04 | 1299.7ms/step | 15.4 samples/s +Step 11090/44000 | Loss: 3.1584 | LR: 4.33e-04 | 1301.4ms/step | 15.4 samples/s +Step 11100/44000 | Loss: 3.1331 | LR: 4.33e-04 | 1302.7ms/step | 15.4 samples/s +Step 11110/44000 | Loss: 3.0975 | LR: 4.32e-04 | 1303.3ms/step | 15.3 samples/s +Step 11120/44000 | Loss: 3.1259 | LR: 4.32e-04 | 1303.0ms/step | 15.3 samples/s +Step 11130/44000 | Loss: 3.1228 | LR: 4.32e-04 | 1302.0ms/step | 15.4 samples/s +Step 11140/44000 | Loss: 3.1253 | LR: 4.32e-04 | 1302.0ms/step | 15.4 samples/s +Step 11150/44000 | Loss: 3.1473 | LR: 4.32e-04 | 1304.0ms/step | 15.3 samples/s +Step 11160/44000 | Loss: 3.1294 | LR: 4.32e-04 | 1303.9ms/step | 15.3 samples/s +Step 11170/44000 | Loss: 3.1264 | LR: 4.32e-04 | 1301.4ms/step | 15.4 samples/s +Step 11180/44000 | Loss: 3.1346 | LR: 4.32e-04 | 1301.5ms/step | 15.4 samples/s +Step 11190/44000 | Loss: 3.1313 | LR: 4.31e-04 | 1301.2ms/step | 15.4 samples/s +Step 11200/44000 | Loss: 3.1316 | LR: 4.31e-04 | 1303.6ms/step | 15.3 samples/s +Step 11210/44000 | Loss: 3.1357 | LR: 4.31e-04 | 1303.1ms/step | 15.3 samples/s +Step 11220/44000 | Loss: 3.1102 | LR: 4.31e-04 | 1301.6ms/step | 15.4 samples/s +Step 11230/44000 | Loss: 3.1346 | LR: 4.31e-04 | 1301.2ms/step | 15.4 samples/s +Step 11240/44000 | Loss: 3.1220 | LR: 4.31e-04 | 1300.8ms/step | 15.4 samples/s +Step 11250/44000 | Loss: 3.1294 | LR: 4.31e-04 | 1300.2ms/step | 15.4 samples/s +Validation at step 11250: Loss = 3.1453, Perplexity = 23.23 +Step 11260/44000 | Loss: 3.1043 | LR: 4.31e-04 | 3485.4ms/step | 5.7 samples/s +Step 11270/44000 | Loss: 3.1470 | LR: 4.30e-04 | 1302.9ms/step | 15.4 samples/s +Step 11280/44000 | Loss: 3.1212 | LR: 4.30e-04 | 1302.9ms/step | 15.4 samples/s +Step 11290/44000 | Loss: 3.1334 | LR: 4.30e-04 | 1300.2ms/step | 15.4 samples/s +Step 11300/44000 | Loss: 3.1512 | LR: 4.30e-04 | 1300.9ms/step | 15.4 samples/s +Step 11310/44000 | Loss: 3.1173 | LR: 4.30e-04 | 1300.9ms/step | 15.4 samples/s +Step 11320/44000 | Loss: 3.1303 | LR: 4.30e-04 | 1297.8ms/step | 15.4 samples/s +Step 11330/44000 | Loss: 3.1308 | LR: 4.30e-04 | 1298.4ms/step | 15.4 samples/s +Step 11340/44000 | Loss: 3.1029 | LR: 4.30e-04 | 1298.0ms/step | 15.4 samples/s +Step 11350/44000 | Loss: 3.1293 | LR: 4.29e-04 | 1299.7ms/step | 15.4 samples/s +Step 11360/44000 | Loss: 3.1124 | LR: 4.29e-04 | 1299.8ms/step | 15.4 samples/s +Step 11370/44000 | Loss: 3.1418 | LR: 4.29e-04 | 1301.7ms/step | 15.4 samples/s +Step 11380/44000 | Loss: 3.1419 | LR: 4.29e-04 | 1300.1ms/step | 15.4 samples/s +Step 11390/44000 | Loss: 3.1585 | LR: 4.29e-04 | 1300.7ms/step | 15.4 samples/s +Step 11400/44000 | Loss: 3.1217 | LR: 4.29e-04 | 1302.1ms/step | 15.4 samples/s +Step 11410/44000 | Loss: 3.0926 | LR: 4.29e-04 | 1301.2ms/step | 15.4 samples/s +Step 11420/44000 | Loss: 3.1418 | LR: 4.29e-04 | 1301.8ms/step | 15.4 samples/s +Step 11430/44000 | Loss: 3.1227 | LR: 4.28e-04 | 1302.2ms/step | 15.4 samples/s +Step 11440/44000 | Loss: 3.1468 | LR: 4.28e-04 | 1302.2ms/step | 15.4 samples/s +Step 11450/44000 | Loss: 3.1229 | LR: 4.28e-04 | 1301.6ms/step | 15.4 samples/s +Step 11460/44000 | Loss: 3.1573 | LR: 4.28e-04 | 1300.2ms/step | 15.4 samples/s +Step 11470/44000 | Loss: 3.1315 | LR: 4.28e-04 | 1301.1ms/step | 15.4 samples/s +Step 11480/44000 | Loss: 3.1200 | LR: 4.28e-04 | 1303.2ms/step | 15.3 samples/s +Step 11490/44000 | Loss: 3.1235 | LR: 4.28e-04 | 1301.6ms/step | 15.4 samples/s +Step 11500/44000 | Loss: 3.1245 | LR: 4.28e-04 | 1300.9ms/step | 15.4 samples/s +Validation at step 11500: Loss = 3.1393, Perplexity = 23.09 +Step 11510/44000 | Loss: 3.1394 | LR: 4.27e-04 | 3489.9ms/step | 5.7 samples/s +Step 11520/44000 | Loss: 3.0984 | LR: 4.27e-04 | 1304.4ms/step | 15.3 samples/s +Step 11530/44000 | Loss: 3.1279 | LR: 4.27e-04 | 1301.2ms/step | 15.4 samples/s +Step 11540/44000 | Loss: 3.1279 | LR: 4.27e-04 | 1298.6ms/step | 15.4 samples/s +Step 11550/44000 | Loss: 3.1111 | LR: 4.27e-04 | 1299.2ms/step | 15.4 samples/s +Step 11560/44000 | Loss: 3.1282 | LR: 4.27e-04 | 1300.0ms/step | 15.4 samples/s +Step 11570/44000 | Loss: 3.1284 | LR: 4.27e-04 | 1300.5ms/step | 15.4 samples/s +Step 11580/44000 | Loss: 3.1269 | LR: 4.27e-04 | 1298.3ms/step | 15.4 samples/s +Step 11590/44000 | Loss: 3.1357 | LR: 4.26e-04 | 1296.9ms/step | 15.4 samples/s +Step 11600/44000 | Loss: 3.1213 | LR: 4.26e-04 | 1298.6ms/step | 15.4 samples/s +Step 11610/44000 | Loss: 3.1294 | LR: 4.26e-04 | 1297.2ms/step | 15.4 samples/s +Step 11620/44000 | Loss: 3.1229 | LR: 4.26e-04 | 1301.8ms/step | 15.4 samples/s +Step 11630/44000 | Loss: 3.1030 | LR: 4.26e-04 | 1303.0ms/step | 15.3 samples/s +Step 11640/44000 | Loss: 3.1282 | LR: 4.26e-04 | 1306.3ms/step | 15.3 samples/s +Step 11650/44000 | Loss: 3.1280 | LR: 4.26e-04 | 1314.4ms/step | 15.2 samples/s +Step 11660/44000 | Loss: 3.0983 | LR: 4.26e-04 | 1303.5ms/step | 15.3 samples/s +Step 11670/44000 | Loss: 3.1209 | LR: 4.25e-04 | 1303.1ms/step | 15.3 samples/s +Step 11680/44000 | Loss: 3.0977 | LR: 4.25e-04 | 1301.3ms/step | 15.4 samples/s +Step 11690/44000 | Loss: 3.1532 | LR: 4.25e-04 | 1302.9ms/step | 15.3 samples/s +Step 11700/44000 | Loss: 3.0917 | LR: 4.25e-04 | 1303.7ms/step | 15.3 samples/s +Step 11710/44000 | Loss: 3.1423 | LR: 4.25e-04 | 1300.3ms/step | 15.4 samples/s +Step 11720/44000 | Loss: 3.1330 | LR: 4.25e-04 | 1306.9ms/step | 15.3 samples/s +Step 11730/44000 | Loss: 3.1324 | LR: 4.25e-04 | 1307.4ms/step | 15.3 samples/s +Step 11740/44000 | Loss: 3.1576 | LR: 4.24e-04 | 1306.2ms/step | 15.3 samples/s +Step 11750/44000 | Loss: 3.1194 | LR: 4.24e-04 | 1303.9ms/step | 15.3 samples/s +Validation at step 11750: Loss = 3.1359, Perplexity = 23.01 +Step 11760/44000 | Loss: 3.1533 | LR: 4.24e-04 | 3500.9ms/step | 5.7 samples/s +Step 11770/44000 | Loss: 3.1470 | LR: 4.24e-04 | 1301.8ms/step | 15.4 samples/s +Step 11780/44000 | Loss: 3.1538 | LR: 4.24e-04 | 1302.0ms/step | 15.4 samples/s +Step 11790/44000 | Loss: 3.1163 | LR: 4.24e-04 | 1302.0ms/step | 15.4 samples/s +Step 11800/44000 | Loss: 3.1089 | LR: 4.24e-04 | 1300.4ms/step | 15.4 samples/s +Step 11810/44000 | Loss: 3.1020 | LR: 4.24e-04 | 1300.5ms/step | 15.4 samples/s +Step 11820/44000 | Loss: 3.1307 | LR: 4.23e-04 | 1302.3ms/step | 15.4 samples/s +Step 11830/44000 | Loss: 3.1540 | LR: 4.23e-04 | 1302.3ms/step | 15.4 samples/s +Step 11840/44000 | Loss: 3.0927 | LR: 4.23e-04 | 1299.8ms/step | 15.4 samples/s +Step 11850/44000 | Loss: 3.1347 | LR: 4.23e-04 | 1301.3ms/step | 15.4 samples/s +Step 11860/44000 | Loss: 3.1104 | LR: 4.23e-04 | 1300.4ms/step | 15.4 samples/s +Step 11870/44000 | Loss: 3.1360 | LR: 4.23e-04 | 1301.0ms/step | 15.4 samples/s +Step 11880/44000 | Loss: 3.1195 | LR: 4.23e-04 | 1299.5ms/step | 15.4 samples/s +Step 11890/44000 | Loss: 3.0941 | LR: 4.23e-04 | 1301.1ms/step | 15.4 samples/s +Step 11900/44000 | Loss: 3.1523 | LR: 4.22e-04 | 1305.9ms/step | 15.3 samples/s +Step 11910/44000 | Loss: 3.1232 | LR: 4.22e-04 | 1300.8ms/step | 15.4 samples/s +Step 11920/44000 | Loss: 3.1202 | LR: 4.22e-04 | 1301.1ms/step | 15.4 samples/s +Step 11930/44000 | Loss: 3.1247 | LR: 4.22e-04 | 1300.4ms/step | 15.4 samples/s +Step 11940/44000 | Loss: 3.1116 | LR: 4.22e-04 | 1304.8ms/step | 15.3 samples/s +Step 11950/44000 | Loss: 3.0894 | LR: 4.22e-04 | 1308.2ms/step | 15.3 samples/s +Step 11960/44000 | Loss: 3.1085 | LR: 4.22e-04 | 1300.5ms/step | 15.4 samples/s +Step 11970/44000 | Loss: 3.1375 | LR: 4.21e-04 | 1299.2ms/step | 15.4 samples/s +Step 11980/44000 | Loss: 3.1110 | LR: 4.21e-04 | 1301.4ms/step | 15.4 samples/s +Step 11990/44000 | Loss: 3.1099 | LR: 4.21e-04 | 1300.1ms/step | 15.4 samples/s +Step 12000/44000 | Loss: 3.1258 | LR: 4.21e-04 | 1300.9ms/step | 15.4 samples/s +Validation at step 12000: Loss = 3.1313, Perplexity = 22.90 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-12000 +Step 12010/44000 | Loss: 3.1109 | LR: 4.21e-04 | 3785.6ms/step | 5.3 samples/s +Step 12020/44000 | Loss: 3.0921 | LR: 4.21e-04 | 1300.0ms/step | 15.4 samples/s +Step 12030/44000 | Loss: 3.1291 | LR: 4.21e-04 | 1301.8ms/step | 15.4 samples/s +Step 12040/44000 | Loss: 3.1309 | LR: 4.21e-04 | 1300.6ms/step | 15.4 samples/s +Step 12050/44000 | Loss: 3.1168 | LR: 4.20e-04 | 1299.8ms/step | 15.4 samples/s +Step 12060/44000 | Loss: 3.1097 | LR: 4.20e-04 | 1299.9ms/step | 15.4 samples/s +Step 12070/44000 | Loss: 3.1497 | LR: 4.20e-04 | 1299.7ms/step | 15.4 samples/s +Step 12080/44000 | Loss: 3.1239 | LR: 4.20e-04 | 1299.5ms/step | 15.4 samples/s +Step 12090/44000 | Loss: 3.1363 | LR: 4.20e-04 | 1299.1ms/step | 15.4 samples/s +Step 12100/44000 | Loss: 3.1274 | LR: 4.20e-04 | 1298.7ms/step | 15.4 samples/s +Step 12110/44000 | Loss: 3.1252 | LR: 4.20e-04 | 1300.4ms/step | 15.4 samples/s +Step 12120/44000 | Loss: 3.1279 | LR: 4.19e-04 | 1298.3ms/step | 15.4 samples/s +Step 12130/44000 | Loss: 3.1420 | LR: 4.19e-04 | 1299.7ms/step | 15.4 samples/s +Step 12140/44000 | Loss: 3.0918 | LR: 4.19e-04 | 1301.9ms/step | 15.4 samples/s +Step 12150/44000 | Loss: 3.1068 | LR: 4.19e-04 | 1301.7ms/step | 15.4 samples/s +Step 12160/44000 | Loss: 3.1375 | LR: 4.19e-04 | 1308.3ms/step | 15.3 samples/s +Step 12170/44000 | Loss: 3.1234 | LR: 4.19e-04 | 1316.6ms/step | 15.2 samples/s +Step 12180/44000 | Loss: 3.1009 | LR: 4.19e-04 | 1303.4ms/step | 15.3 samples/s +Step 12190/44000 | Loss: 3.1159 | LR: 4.19e-04 | 1299.8ms/step | 15.4 samples/s +Step 12200/44000 | Loss: 3.0829 | LR: 4.18e-04 | 1302.4ms/step | 15.4 samples/s +Step 12210/44000 | Loss: 3.1142 | LR: 4.18e-04 | 1300.4ms/step | 15.4 samples/s +Step 12220/44000 | Loss: 3.0896 | LR: 4.18e-04 | 1301.8ms/step | 15.4 samples/s +Step 12230/44000 | Loss: 3.0896 | LR: 4.18e-04 | 1302.4ms/step | 15.4 samples/s +Step 12240/44000 | Loss: 3.1446 | LR: 4.18e-04 | 1303.9ms/step | 15.3 samples/s +Step 12250/44000 | Loss: 3.1250 | LR: 4.18e-04 | 1303.8ms/step | 15.3 samples/s +Validation at step 12250: Loss = 3.1287, Perplexity = 22.84 +Step 12260/44000 | Loss: 3.1010 | LR: 4.18e-04 | 3477.3ms/step | 5.8 samples/s +Step 12270/44000 | Loss: 3.1270 | LR: 4.17e-04 | 1298.1ms/step | 15.4 samples/s +Step 12280/44000 | Loss: 3.1060 | LR: 4.17e-04 | 1297.4ms/step | 15.4 samples/s +Step 12290/44000 | Loss: 3.1229 | LR: 4.17e-04 | 1298.1ms/step | 15.4 samples/s +Step 12300/44000 | Loss: 3.1240 | LR: 4.17e-04 | 1297.8ms/step | 15.4 samples/s +Step 12310/44000 | Loss: 3.1285 | LR: 4.17e-04 | 1298.3ms/step | 15.4 samples/s +Step 12320/44000 | Loss: 3.1087 | LR: 4.17e-04 | 1299.5ms/step | 15.4 samples/s +Step 12330/44000 | Loss: 3.1358 | LR: 4.17e-04 | 1300.1ms/step | 15.4 samples/s +Step 12340/44000 | Loss: 3.1173 | LR: 4.17e-04 | 1301.7ms/step | 15.4 samples/s +Step 12350/44000 | Loss: 3.1337 | LR: 4.16e-04 | 1300.5ms/step | 15.4 samples/s +Step 12360/44000 | Loss: 3.1163 | LR: 4.16e-04 | 1300.1ms/step | 15.4 samples/s +Step 12370/44000 | Loss: 3.1113 | LR: 4.16e-04 | 1297.8ms/step | 15.4 samples/s +Step 12380/44000 | Loss: 3.0818 | LR: 4.16e-04 | 1298.7ms/step | 15.4 samples/s +Step 12390/44000 | Loss: 3.1175 | LR: 4.16e-04 | 1299.8ms/step | 15.4 samples/s +Step 12400/44000 | Loss: 3.0836 | LR: 4.16e-04 | 1301.6ms/step | 15.4 samples/s +Step 12410/44000 | Loss: 3.1075 | LR: 4.16e-04 | 1302.1ms/step | 15.4 samples/s +Step 12420/44000 | Loss: 3.1185 | LR: 4.15e-04 | 1299.9ms/step | 15.4 samples/s +Step 12430/44000 | Loss: 3.1009 | LR: 4.15e-04 | 1301.0ms/step | 15.4 samples/s +Step 12440/44000 | Loss: 3.1162 | LR: 4.15e-04 | 1299.7ms/step | 15.4 samples/s +Step 12450/44000 | Loss: 3.1104 | LR: 4.15e-04 | 1301.2ms/step | 15.4 samples/s +Step 12460/44000 | Loss: 3.1185 | LR: 4.15e-04 | 1301.0ms/step | 15.4 samples/s +Step 12470/44000 | Loss: 3.1100 | LR: 4.15e-04 | 1298.3ms/step | 15.4 samples/s +Step 12480/44000 | Loss: 3.1026 | LR: 4.15e-04 | 1297.0ms/step | 15.4 samples/s +Step 12490/44000 | Loss: 3.0839 | LR: 4.14e-04 | 1302.0ms/step | 15.4 samples/s +Step 12500/44000 | Loss: 3.0777 | LR: 4.14e-04 | 1301.2ms/step | 15.4 samples/s +Validation at step 12500: Loss = 3.1223, Perplexity = 22.70 +Step 12510/44000 | Loss: 3.1336 | LR: 4.14e-04 | 3477.5ms/step | 5.8 samples/s +Step 12520/44000 | Loss: 3.1156 | LR: 4.14e-04 | 1301.4ms/step | 15.4 samples/s +Step 12530/44000 | Loss: 3.1096 | LR: 4.14e-04 | 1300.6ms/step | 15.4 samples/s +Step 12540/44000 | Loss: 3.1103 | LR: 4.14e-04 | 1299.7ms/step | 15.4 samples/s +Step 12550/44000 | Loss: 3.1243 | LR: 4.14e-04 | 1299.5ms/step | 15.4 samples/s +Step 12560/44000 | Loss: 3.0899 | LR: 4.14e-04 | 1300.6ms/step | 15.4 samples/s +Step 12570/44000 | Loss: 3.1011 | LR: 4.13e-04 | 1299.8ms/step | 15.4 samples/s +Step 12580/44000 | Loss: 3.1462 | LR: 4.13e-04 | 1300.1ms/step | 15.4 samples/s +Step 12590/44000 | Loss: 3.1036 | LR: 4.13e-04 | 1302.4ms/step | 15.4 samples/s +Step 12600/44000 | Loss: 3.1084 | LR: 4.13e-04 | 1308.6ms/step | 15.3 samples/s +Step 12610/44000 | Loss: 3.1226 | LR: 4.13e-04 | 1298.7ms/step | 15.4 samples/s +Step 12620/44000 | Loss: 3.1543 | LR: 4.13e-04 | 1306.7ms/step | 15.3 samples/s +Step 12630/44000 | Loss: 3.1165 | LR: 4.13e-04 | 1303.3ms/step | 15.3 samples/s +Step 12640/44000 | Loss: 3.1071 | LR: 4.12e-04 | 1299.7ms/step | 15.4 samples/s +Step 12650/44000 | Loss: 3.1181 | LR: 4.12e-04 | 1298.7ms/step | 15.4 samples/s +Step 12660/44000 | Loss: 3.1056 | LR: 4.12e-04 | 1298.7ms/step | 15.4 samples/s +Step 12670/44000 | Loss: 3.1191 | LR: 4.12e-04 | 1298.0ms/step | 15.4 samples/s +Step 12680/44000 | Loss: 3.1229 | LR: 4.12e-04 | 1301.5ms/step | 15.4 samples/s +Step 12690/44000 | Loss: 3.1113 | LR: 4.12e-04 | 1301.4ms/step | 15.4 samples/s +Step 12700/44000 | Loss: 3.1058 | LR: 4.12e-04 | 1298.4ms/step | 15.4 samples/s +Step 12710/44000 | Loss: 3.0724 | LR: 4.11e-04 | 1298.3ms/step | 15.4 samples/s +Step 12720/44000 | Loss: 3.0714 | LR: 4.11e-04 | 1296.7ms/step | 15.4 samples/s +Step 12730/44000 | Loss: 3.0977 | LR: 4.11e-04 | 1299.8ms/step | 15.4 samples/s +Step 12740/44000 | Loss: 3.1154 | LR: 4.11e-04 | 1296.8ms/step | 15.4 samples/s +Step 12750/44000 | Loss: 3.0772 | LR: 4.11e-04 | 1297.6ms/step | 15.4 samples/s +Validation at step 12750: Loss = 3.1173, Perplexity = 22.59 +Step 12760/44000 | Loss: 3.1049 | LR: 4.11e-04 | 3505.3ms/step | 5.7 samples/s +Step 12770/44000 | Loss: 3.1121 | LR: 4.11e-04 | 1304.5ms/step | 15.3 samples/s +Step 12780/44000 | Loss: 3.0936 | LR: 4.10e-04 | 1299.9ms/step | 15.4 samples/s +Step 12790/44000 | Loss: 3.0980 | LR: 4.10e-04 | 1299.8ms/step | 15.4 samples/s +Step 12800/44000 | Loss: 3.1183 | LR: 4.10e-04 | 1298.7ms/step | 15.4 samples/s +Step 12810/44000 | Loss: 3.1189 | LR: 4.10e-04 | 1300.7ms/step | 15.4 samples/s +Step 12820/44000 | Loss: 3.0953 | LR: 4.10e-04 | 1309.4ms/step | 15.3 samples/s +Step 12830/44000 | Loss: 3.1064 | LR: 4.10e-04 | 1303.3ms/step | 15.3 samples/s +Step 12840/44000 | Loss: 3.0852 | LR: 4.10e-04 | 1306.0ms/step | 15.3 samples/s +Step 12850/44000 | Loss: 3.1052 | LR: 4.09e-04 | 1303.0ms/step | 15.3 samples/s +Step 12860/44000 | Loss: 3.0819 | LR: 4.09e-04 | 1302.0ms/step | 15.4 samples/s +Step 12870/44000 | Loss: 3.1123 | LR: 4.09e-04 | 1301.0ms/step | 15.4 samples/s +Step 12880/44000 | Loss: 3.0728 | LR: 4.09e-04 | 1303.4ms/step | 15.3 samples/s +Step 12890/44000 | Loss: 3.1270 | LR: 4.09e-04 | 1302.7ms/step | 15.4 samples/s +Step 12900/44000 | Loss: 3.0877 | LR: 4.09e-04 | 1300.7ms/step | 15.4 samples/s +Step 12910/44000 | Loss: 3.1036 | LR: 4.09e-04 | 1301.3ms/step | 15.4 samples/s +Step 12920/44000 | Loss: 3.1038 | LR: 4.09e-04 | 1301.7ms/step | 15.4 samples/s +Step 12930/44000 | Loss: 3.1068 | LR: 4.08e-04 | 1299.9ms/step | 15.4 samples/s +Step 12940/44000 | Loss: 3.1217 | LR: 4.08e-04 | 1302.1ms/step | 15.4 samples/s +Step 12950/44000 | Loss: 3.1057 | LR: 4.08e-04 | 1301.1ms/step | 15.4 samples/s +Step 12960/44000 | Loss: 3.1122 | LR: 4.08e-04 | 1305.4ms/step | 15.3 samples/s +Step 12970/44000 | Loss: 3.1204 | LR: 4.08e-04 | 1312.5ms/step | 15.2 samples/s +Step 12980/44000 | Loss: 3.1144 | LR: 4.08e-04 | 1304.6ms/step | 15.3 samples/s +Step 12990/44000 | Loss: 3.1071 | LR: 4.08e-04 | 1301.5ms/step | 15.4 samples/s +Step 13000/44000 | Loss: 3.0928 | LR: 4.07e-04 | 1304.2ms/step | 15.3 samples/s +Validation at step 13000: Loss = 3.1142, Perplexity = 22.52 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-13000 +Step 13010/44000 | Loss: 3.1019 | LR: 4.07e-04 | 3796.6ms/step | 5.3 samples/s +Step 13020/44000 | Loss: 3.1021 | LR: 4.07e-04 | 1301.7ms/step | 15.4 samples/s +Step 13030/44000 | Loss: 3.1087 | LR: 4.07e-04 | 1302.7ms/step | 15.4 samples/s +Step 13040/44000 | Loss: 3.0831 | LR: 4.07e-04 | 1304.6ms/step | 15.3 samples/s +Step 13050/44000 | Loss: 3.0681 | LR: 4.07e-04 | 1306.0ms/step | 15.3 samples/s +Step 13060/44000 | Loss: 3.1138 | LR: 4.07e-04 | 1307.3ms/step | 15.3 samples/s +Step 13070/44000 | Loss: 3.1063 | LR: 4.06e-04 | 1302.2ms/step | 15.4 samples/s +Step 13080/44000 | Loss: 3.1231 | LR: 4.06e-04 | 1306.4ms/step | 15.3 samples/s +Step 13090/44000 | Loss: 3.0920 | LR: 4.06e-04 | 1304.1ms/step | 15.3 samples/s +Step 13100/44000 | Loss: 3.0940 | LR: 4.06e-04 | 1302.5ms/step | 15.4 samples/s +Step 13110/44000 | Loss: 3.1066 | LR: 4.06e-04 | 1303.8ms/step | 15.3 samples/s +Step 13120/44000 | Loss: 3.1163 | LR: 4.06e-04 | 1303.3ms/step | 15.3 samples/s +Step 13130/44000 | Loss: 3.1164 | LR: 4.06e-04 | 1302.4ms/step | 15.4 samples/s +Step 13140/44000 | Loss: 3.1173 | LR: 4.05e-04 | 1304.5ms/step | 15.3 samples/s +Step 13150/44000 | Loss: 3.1007 | LR: 4.05e-04 | 1308.7ms/step | 15.3 samples/s +Step 13160/44000 | Loss: 3.0921 | LR: 4.05e-04 | 1302.2ms/step | 15.4 samples/s +Step 13170/44000 | Loss: 3.0974 | LR: 4.05e-04 | 1300.6ms/step | 15.4 samples/s +Step 13180/44000 | Loss: 3.1188 | LR: 4.05e-04 | 1300.0ms/step | 15.4 samples/s +Step 13190/44000 | Loss: 3.0939 | LR: 4.05e-04 | 1301.6ms/step | 15.4 samples/s +Step 13200/44000 | Loss: 3.1261 | LR: 4.05e-04 | 1301.4ms/step | 15.4 samples/s +Step 13210/44000 | Loss: 3.0815 | LR: 4.04e-04 | 1303.0ms/step | 15.3 samples/s +Step 13220/44000 | Loss: 3.0831 | LR: 4.04e-04 | 1302.3ms/step | 15.4 samples/s +Step 13230/44000 | Loss: 3.1139 | LR: 4.04e-04 | 1300.3ms/step | 15.4 samples/s +Step 13240/44000 | Loss: 3.0941 | LR: 4.04e-04 | 1299.4ms/step | 15.4 samples/s +Step 13250/44000 | Loss: 3.1124 | LR: 4.04e-04 | 1299.0ms/step | 15.4 samples/s +Validation at step 13250: Loss = 3.1099, Perplexity = 22.42 +Step 13260/44000 | Loss: 3.1037 | LR: 4.04e-04 | 3476.8ms/step | 5.8 samples/s +Step 13270/44000 | Loss: 3.0933 | LR: 4.04e-04 | 1296.6ms/step | 15.4 samples/s +Step 13280/44000 | Loss: 3.1197 | LR: 4.03e-04 | 1296.5ms/step | 15.4 samples/s +Step 13290/44000 | Loss: 3.1050 | LR: 4.03e-04 | 1298.1ms/step | 15.4 samples/s +Step 13300/44000 | Loss: 3.0667 | LR: 4.03e-04 | 1297.3ms/step | 15.4 samples/s +Step 13310/44000 | Loss: 3.0988 | LR: 4.03e-04 | 1298.4ms/step | 15.4 samples/s +Step 13320/44000 | Loss: 3.0807 | LR: 4.03e-04 | 1296.6ms/step | 15.4 samples/s +Step 13330/44000 | Loss: 3.0877 | LR: 4.03e-04 | 1296.7ms/step | 15.4 samples/s +Step 13340/44000 | Loss: 3.0965 | LR: 4.03e-04 | 1297.1ms/step | 15.4 samples/s +Step 13350/44000 | Loss: 3.0826 | LR: 4.02e-04 | 1300.9ms/step | 15.4 samples/s +Step 13360/44000 | Loss: 3.0971 | LR: 4.02e-04 | 1303.6ms/step | 15.3 samples/s +Step 13370/44000 | Loss: 3.1265 | LR: 4.02e-04 | 1302.3ms/step | 15.4 samples/s +Step 13380/44000 | Loss: 3.1192 | LR: 4.02e-04 | 1304.3ms/step | 15.3 samples/s +Step 13390/44000 | Loss: 3.0868 | LR: 4.02e-04 | 1305.4ms/step | 15.3 samples/s +Step 13400/44000 | Loss: 3.0887 | LR: 4.02e-04 | 1299.3ms/step | 15.4 samples/s +Step 13410/44000 | Loss: 3.0823 | LR: 4.02e-04 | 1299.6ms/step | 15.4 samples/s +Step 13420/44000 | Loss: 3.0522 | LR: 4.01e-04 | 1298.9ms/step | 15.4 samples/s +Step 13430/44000 | Loss: 3.1081 | LR: 4.01e-04 | 1299.4ms/step | 15.4 samples/s +Step 13440/44000 | Loss: 3.0990 | LR: 4.01e-04 | 1298.9ms/step | 15.4 samples/s +Step 13450/44000 | Loss: 3.1070 | LR: 4.01e-04 | 1299.6ms/step | 15.4 samples/s +Step 13460/44000 | Loss: 3.0845 | LR: 4.01e-04 | 1298.8ms/step | 15.4 samples/s +Step 13470/44000 | Loss: 3.0986 | LR: 4.01e-04 | 1299.8ms/step | 15.4 samples/s +Step 13480/44000 | Loss: 3.0734 | LR: 4.01e-04 | 1299.5ms/step | 15.4 samples/s +Step 13490/44000 | Loss: 3.0992 | LR: 4.00e-04 | 1301.5ms/step | 15.4 samples/s +Step 13500/44000 | Loss: 3.1012 | LR: 4.00e-04 | 1301.0ms/step | 15.4 samples/s +Validation at step 13500: Loss = 3.1058, Perplexity = 22.33 +Step 13510/44000 | Loss: 3.0880 | LR: 4.00e-04 | 3479.7ms/step | 5.7 samples/s +Step 13520/44000 | Loss: 3.0851 | LR: 4.00e-04 | 1302.5ms/step | 15.4 samples/s +Step 13530/44000 | Loss: 3.0825 | LR: 4.00e-04 | 1300.9ms/step | 15.4 samples/s +Step 13540/44000 | Loss: 3.0734 | LR: 4.00e-04 | 1299.2ms/step | 15.4 samples/s +Step 13550/44000 | Loss: 3.0904 | LR: 4.00e-04 | 1299.4ms/step | 15.4 samples/s +Step 13560/44000 | Loss: 3.0821 | LR: 3.99e-04 | 1296.6ms/step | 15.4 samples/s +Step 13570/44000 | Loss: 3.1196 | LR: 3.99e-04 | 1296.0ms/step | 15.4 samples/s +Step 13580/44000 | Loss: 3.0988 | LR: 3.99e-04 | 1299.2ms/step | 15.4 samples/s +Step 13590/44000 | Loss: 3.0766 | LR: 3.99e-04 | 1301.8ms/step | 15.4 samples/s +Step 13600/44000 | Loss: 3.0883 | LR: 3.99e-04 | 1300.9ms/step | 15.4 samples/s +Step 13610/44000 | Loss: 3.0780 | LR: 3.99e-04 | 1300.4ms/step | 15.4 samples/s +Step 13620/44000 | Loss: 3.1100 | LR: 3.98e-04 | 1302.7ms/step | 15.4 samples/s +Step 13630/44000 | Loss: 3.0998 | LR: 3.98e-04 | 1301.4ms/step | 15.4 samples/s +Step 13640/44000 | Loss: 3.0773 | LR: 3.98e-04 | 1300.9ms/step | 15.4 samples/s +Step 13650/44000 | Loss: 3.0950 | LR: 3.98e-04 | 1300.0ms/step | 15.4 samples/s +Step 13660/44000 | Loss: 3.0799 | LR: 3.98e-04 | 1300.5ms/step | 15.4 samples/s +Step 13670/44000 | Loss: 3.0675 | LR: 3.98e-04 | 1301.6ms/step | 15.4 samples/s +Step 13680/44000 | Loss: 3.0818 | LR: 3.98e-04 | 1299.7ms/step | 15.4 samples/s +Step 13690/44000 | Loss: 3.0987 | LR: 3.97e-04 | 1297.6ms/step | 15.4 samples/s +Step 13700/44000 | Loss: 3.0850 | LR: 3.97e-04 | 1296.1ms/step | 15.4 samples/s +Step 13710/44000 | Loss: 3.0956 | LR: 3.97e-04 | 1295.2ms/step | 15.4 samples/s +Step 13720/44000 | Loss: 3.0768 | LR: 3.97e-04 | 1298.5ms/step | 15.4 samples/s +Step 13730/44000 | Loss: 3.0940 | LR: 3.97e-04 | 1302.2ms/step | 15.4 samples/s +Step 13740/44000 | Loss: 3.0998 | LR: 3.97e-04 | 1306.9ms/step | 15.3 samples/s +Step 13750/44000 | Loss: 3.1335 | LR: 3.97e-04 | 1307.7ms/step | 15.3 samples/s +Validation at step 13750: Loss = 3.1046, Perplexity = 22.30 +Step 13760/44000 | Loss: 3.1226 | LR: 3.96e-04 | 3493.7ms/step | 5.7 samples/s +Step 13770/44000 | Loss: 3.0919 | LR: 3.96e-04 | 1302.2ms/step | 15.4 samples/s +Step 13780/44000 | Loss: 3.0834 | LR: 3.96e-04 | 1296.6ms/step | 15.4 samples/s +Step 13790/44000 | Loss: 3.1200 | LR: 3.96e-04 | 1298.0ms/step | 15.4 samples/s +Step 13800/44000 | Loss: 3.0787 | LR: 3.96e-04 | 1298.8ms/step | 15.4 samples/s +Step 13810/44000 | Loss: 3.0722 | LR: 3.96e-04 | 1300.0ms/step | 15.4 samples/s +Step 13820/44000 | Loss: 3.0884 | LR: 3.96e-04 | 1312.1ms/step | 15.2 samples/s +Step 13830/44000 | Loss: 3.0715 | LR: 3.95e-04 | 1302.1ms/step | 15.4 samples/s +Step 13840/44000 | Loss: 3.0622 | LR: 3.95e-04 | 1302.6ms/step | 15.4 samples/s +Step 13850/44000 | Loss: 3.0820 | LR: 3.95e-04 | 1306.6ms/step | 15.3 samples/s +Step 13860/44000 | Loss: 3.0897 | LR: 3.95e-04 | 1303.5ms/step | 15.3 samples/s +Step 13870/44000 | Loss: 3.0891 | LR: 3.95e-04 | 1302.8ms/step | 15.4 samples/s +Step 13880/44000 | Loss: 3.1075 | LR: 3.95e-04 | 1303.6ms/step | 15.3 samples/s +Step 13890/44000 | Loss: 3.0749 | LR: 3.95e-04 | 1304.2ms/step | 15.3 samples/s +Step 13900/44000 | Loss: 3.1234 | LR: 3.94e-04 | 1305.3ms/step | 15.3 samples/s +Step 13910/44000 | Loss: 3.0960 | LR: 3.94e-04 | 1307.4ms/step | 15.3 samples/s +Step 13920/44000 | Loss: 3.0770 | LR: 3.94e-04 | 1307.5ms/step | 15.3 samples/s +Step 13930/44000 | Loss: 3.0888 | LR: 3.94e-04 | 1303.5ms/step | 15.3 samples/s +Step 13940/44000 | Loss: 3.0700 | LR: 3.94e-04 | 1300.8ms/step | 15.4 samples/s +Step 13950/44000 | Loss: 3.0711 | LR: 3.94e-04 | 1300.0ms/step | 15.4 samples/s +Step 13960/44000 | Loss: 3.0909 | LR: 3.93e-04 | 1297.7ms/step | 15.4 samples/s +Step 13970/44000 | Loss: 3.0744 | LR: 3.93e-04 | 1303.3ms/step | 15.3 samples/s +Step 13980/44000 | Loss: 3.0738 | LR: 3.93e-04 | 1301.0ms/step | 15.4 samples/s +Step 13990/44000 | Loss: 3.0756 | LR: 3.93e-04 | 1298.4ms/step | 15.4 samples/s +Step 14000/44000 | Loss: 3.0948 | LR: 3.93e-04 | 1297.8ms/step | 15.4 samples/s +Validation at step 14000: Loss = 3.0976, Perplexity = 22.15 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-14000 +Step 14010/44000 | Loss: 3.0966 | LR: 3.93e-04 | 3786.0ms/step | 5.3 samples/s +Step 14020/44000 | Loss: 3.0705 | LR: 3.93e-04 | 1307.2ms/step | 15.3 samples/s +Step 14030/44000 | Loss: 3.0402 | LR: 3.92e-04 | 1304.4ms/step | 15.3 samples/s +Step 14040/44000 | Loss: 3.0572 | LR: 3.92e-04 | 1312.0ms/step | 15.2 samples/s +Step 14050/44000 | Loss: 3.0481 | LR: 3.92e-04 | 1307.1ms/step | 15.3 samples/s +Step 14060/44000 | Loss: 3.1051 | LR: 3.92e-04 | 1304.6ms/step | 15.3 samples/s +Step 14070/44000 | Loss: 3.0975 | LR: 3.92e-04 | 1303.9ms/step | 15.3 samples/s +Step 14080/44000 | Loss: 3.0867 | LR: 3.92e-04 | 1307.1ms/step | 15.3 samples/s +Step 14090/44000 | Loss: 3.0703 | LR: 3.92e-04 | 1307.9ms/step | 15.3 samples/s +Step 14100/44000 | Loss: 3.0990 | LR: 3.91e-04 | 1306.9ms/step | 15.3 samples/s +Step 14110/44000 | Loss: 3.0941 | LR: 3.91e-04 | 1305.5ms/step | 15.3 samples/s +Step 14120/44000 | Loss: 3.0852 | LR: 3.91e-04 | 1310.2ms/step | 15.3 samples/s +Step 14130/44000 | Loss: 3.1076 | LR: 3.91e-04 | 1303.9ms/step | 15.3 samples/s +Step 14140/44000 | Loss: 3.0957 | LR: 3.91e-04 | 1297.6ms/step | 15.4 samples/s +Step 14150/44000 | Loss: 3.0650 | LR: 3.91e-04 | 1297.8ms/step | 15.4 samples/s +Step 14160/44000 | Loss: 3.0768 | LR: 3.90e-04 | 1296.1ms/step | 15.4 samples/s +Step 14170/44000 | Loss: 3.1016 | LR: 3.90e-04 | 1297.1ms/step | 15.4 samples/s +Step 14180/44000 | Loss: 3.0890 | LR: 3.90e-04 | 1299.3ms/step | 15.4 samples/s +Step 14190/44000 | Loss: 3.0835 | LR: 3.90e-04 | 1300.7ms/step | 15.4 samples/s +Step 14200/44000 | Loss: 3.0943 | LR: 3.90e-04 | 1296.6ms/step | 15.4 samples/s +Step 14210/44000 | Loss: 3.0787 | LR: 3.90e-04 | 1295.2ms/step | 15.4 samples/s +Step 14220/44000 | Loss: 3.0795 | LR: 3.90e-04 | 1295.9ms/step | 15.4 samples/s +Step 14230/44000 | Loss: 3.0841 | LR: 3.89e-04 | 1297.0ms/step | 15.4 samples/s +Step 14240/44000 | Loss: 3.0651 | LR: 3.89e-04 | 1301.1ms/step | 15.4 samples/s +Step 14250/44000 | Loss: 3.0793 | LR: 3.89e-04 | 1298.0ms/step | 15.4 samples/s +Validation at step 14250: Loss = 3.0951, Perplexity = 22.09 +Step 14260/44000 | Loss: 3.1104 | LR: 3.89e-04 | 3502.3ms/step | 5.7 samples/s +Step 14270/44000 | Loss: 3.1040 | LR: 3.89e-04 | 1303.7ms/step | 15.3 samples/s +Step 14280/44000 | Loss: 3.1007 | LR: 3.89e-04 | 1307.4ms/step | 15.3 samples/s +Step 14290/44000 | Loss: 3.0869 | LR: 3.89e-04 | 1303.0ms/step | 15.3 samples/s +Step 14300/44000 | Loss: 3.0862 | LR: 3.88e-04 | 1300.9ms/step | 15.4 samples/s +Step 14310/44000 | Loss: 3.0850 | LR: 3.88e-04 | 1300.3ms/step | 15.4 samples/s +Step 14320/44000 | Loss: 3.0827 | LR: 3.88e-04 | 1302.5ms/step | 15.4 samples/s +Step 14330/44000 | Loss: 3.0967 | LR: 3.88e-04 | 1305.4ms/step | 15.3 samples/s +Step 14340/44000 | Loss: 3.0955 | LR: 3.88e-04 | 1310.8ms/step | 15.3 samples/s +Step 14350/44000 | Loss: 3.0769 | LR: 3.88e-04 | 1312.8ms/step | 15.2 samples/s +Step 14360/44000 | Loss: 3.0938 | LR: 3.87e-04 | 1303.6ms/step | 15.3 samples/s +Step 14370/44000 | Loss: 3.0914 | LR: 3.87e-04 | 1300.2ms/step | 15.4 samples/s +Step 14380/44000 | Loss: 3.0728 | LR: 3.87e-04 | 1302.9ms/step | 15.4 samples/s +Step 14390/44000 | Loss: 3.0768 | LR: 3.87e-04 | 1303.0ms/step | 15.3 samples/s +Step 14400/44000 | Loss: 3.0798 | LR: 3.87e-04 | 1298.2ms/step | 15.4 samples/s +Step 14410/44000 | Loss: 3.0599 | LR: 3.87e-04 | 1298.6ms/step | 15.4 samples/s +Step 14420/44000 | Loss: 3.0830 | LR: 3.87e-04 | 1299.3ms/step | 15.4 samples/s +Step 14430/44000 | Loss: 3.0500 | LR: 3.86e-04 | 1300.4ms/step | 15.4 samples/s +Step 14440/44000 | Loss: 3.0906 | LR: 3.86e-04 | 1302.2ms/step | 15.4 samples/s +Step 14450/44000 | Loss: 3.0826 | LR: 3.86e-04 | 1299.8ms/step | 15.4 samples/s +Step 14460/44000 | Loss: 3.0939 | LR: 3.86e-04 | 1301.0ms/step | 15.4 samples/s +Step 14470/44000 | Loss: 3.0902 | LR: 3.86e-04 | 1301.0ms/step | 15.4 samples/s +Step 14480/44000 | Loss: 3.0547 | LR: 3.86e-04 | 1306.5ms/step | 15.3 samples/s +Step 14490/44000 | Loss: 3.0679 | LR: 3.85e-04 | 1301.4ms/step | 15.4 samples/s +Step 14500/44000 | Loss: 3.0955 | LR: 3.85e-04 | 1302.2ms/step | 15.4 samples/s +Validation at step 14500: Loss = 3.0902, Perplexity = 21.98 +Step 14510/44000 | Loss: 3.0642 | LR: 3.85e-04 | 3481.6ms/step | 5.7 samples/s +Step 14520/44000 | Loss: 3.0964 | LR: 3.85e-04 | 1302.1ms/step | 15.4 samples/s +Step 14530/44000 | Loss: 3.0752 | LR: 3.85e-04 | 1302.2ms/step | 15.4 samples/s +Step 14540/44000 | Loss: 3.0856 | LR: 3.85e-04 | 1303.0ms/step | 15.3 samples/s +Step 14550/44000 | Loss: 3.0827 | LR: 3.85e-04 | 1302.2ms/step | 15.4 samples/s +Step 14560/44000 | Loss: 3.0918 | LR: 3.84e-04 | 1302.6ms/step | 15.4 samples/s diff --git a/epfl_final/SparseAtt/wandb/run-20260707_034748-304r0ilz/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260707_034748-304r0ilz/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad4c690c3e14b0f13ae055d10340b2fe379c8b39 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_034748-304r0ilz/files/requirements.txt @@ -0,0 +1,141 @@ +pip==26.0.1 +nvidia-cusparselt-cu13==0.8.0 +mpmath==1.3.0 +cuda-toolkit==13.0.2 +zstandard==0.25.0 +xxhash==3.7.0 +urllib3==2.6.3 +typing_extensions==4.15.0 +triton==3.6.0 +tqdm==4.67.3 +torchinfo==1.8.0 +sympy==1.14.0 +smmap==5.0.3 +six==1.17.0 +shellingham==1.5.4 +setuptools==81.0.0 +safetensors==0.7.0 +regex==2026.4.4 +PyYAML==6.0.3 +Pygments==2.20.0 +pyarrow==24.0.0 +psutil==7.2.2 +protobuf==7.34.1 +propcache==0.4.1 +platformdirs==4.9.6 +packaging==26.2 +nvidia-nvtx==13.0.85 +nvidia-nvshmem-cu13==3.4.5 +nvidia-nvjitlink==13.0.88 +nvidia-nccl-cu13==2.28.9 +nvidia-curand==10.4.0.35 +nvidia-cufile==1.15.1.6 +nvidia-cuda-runtime==13.0.96 +nvidia-cuda-nvrtc==13.0.88 +nvidia-cuda-cupti==13.0.85 +nvidia-cublas==13.1.0.3 +numpy==2.4.4 +networkx==3.6.1 +multidict==6.7.1 +mdurl==0.1.2 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