diff --git a/.gitattributes b/.gitattributes index 926a8c8b48e0385cde41b2c961673196b4f26990..dcef952ae3328f96e161a8e5fcf5d549be5efc9d 100644 --- a/.gitattributes +++ b/.gitattributes @@ -111,3 +111,10 @@ epfl_final/SparseAtt/wandb/run-20260821_043849-zrelwtt2/run-zrelwtt2.wandb filte epfl_final/SparseAtt/wandb/run-20260821_164441-ino9n2jx/run-ino9n2jx.wandb filter=lfs diff=lfs merge=lfs -text epfl_final/SparseAtt/wandb/run-20260821_164441-bsc91ke5/run-bsc91ke5.wandb filter=lfs diff=lfs merge=lfs -text epfl_final/SparseAtt/wandb/run-20260821_164610-ryta2atg/run-ryta2atg.wandb filter=lfs diff=lfs merge=lfs -text +epfl_final/SparseAtt/wandb/run-20260821_164610-n56uphgo/run-n56uphgo.wandb filter=lfs diff=lfs merge=lfs -text +epfl_final/SparseAtt/wandb/run-20260821_180856-na2e5dc1/run-na2e5dc1.wandb filter=lfs diff=lfs merge=lfs -text +epfl_final/SparseAtt/wandb/run-20260821_181107-27rw10jv/run-27rw10jv.wandb filter=lfs diff=lfs merge=lfs -text +epfl_final/SparseAtt/wandb/run-20260822_042228-bsc91ke5/run-bsc91ke5.wandb filter=lfs diff=lfs merge=lfs -text +epfl_final/SparseAtt/wandb/run-20260822_042228-ino9n2jx/run-ino9n2jx.wandb filter=lfs diff=lfs merge=lfs -text +epfl_final/SparseAtt/wandb/run-20260822_042436-ryta2atg/run-ryta2atg.wandb filter=lfs diff=lfs merge=lfs -text +epfl_final/SparseAtt/wandb/run-20260822_042436-n56uphgo/run-n56uphgo.wandb filter=lfs diff=lfs merge=lfs -text diff --git a/epfl_final/SparseAtt/wandb/run-20260821_164610-n56uphgo/files/output.log b/epfl_final/SparseAtt/wandb/run-20260821_164610-n56uphgo/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..586c0daea1564a0ee397917dc244ad37c8e890db --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260821_164610-n56uphgo/files/output.log @@ -0,0 +1,2099 @@ +Starting training... +Switching attention mode for step 1: sparse_stochastic (configured sparse attention) +Step 10/44000 | Loss: 12.0388 | LR: 6.67e-06 | 2543.7ms/step | 7.9 samples/s +Step 20/44000 | Loss: 11.9182 | LR: 1.33e-05 | 1331.8ms/step | 15.0 samples/s +Step 30/44000 | Loss: 11.5407 | LR: 2.00e-05 | 1331.9ms/step | 15.0 samples/s +Step 40/44000 | Loss: 11.0034 | LR: 2.67e-05 | 1333.2ms/step | 15.0 samples/s +Step 50/44000 | Loss: 10.7303 | LR: 3.33e-05 | 1324.1ms/step | 15.1 samples/s +Step 60/44000 | Loss: 10.4882 | LR: 4.00e-05 | 1325.0ms/step | 15.1 samples/s +Step 70/44000 | Loss: 10.2519 | LR: 4.67e-05 | 1327.7ms/step | 15.1 samples/s +Step 80/44000 | Loss: 9.9476 | LR: 5.33e-05 | 1325.2ms/step | 15.1 samples/s +Step 90/44000 | Loss: 9.5837 | LR: 6.00e-05 | 1325.1ms/step | 15.1 samples/s +Step 100/44000 | Loss: 9.1356 | LR: 6.67e-05 | 1325.1ms/step | 15.1 samples/s +Step 110/44000 | Loss: 8.6049 | LR: 7.33e-05 | 1324.4ms/step | 15.1 samples/s +Step 120/44000 | Loss: 8.1508 | LR: 8.00e-05 | 1323.1ms/step | 15.1 samples/s +Step 130/44000 | Loss: 7.7726 | LR: 8.67e-05 | 1325.6ms/step | 15.1 samples/s +Step 140/44000 | Loss: 7.5407 | LR: 9.33e-05 | 1324.2ms/step | 15.1 samples/s +Step 150/44000 | Loss: 7.3512 | LR: 1.00e-04 | 1325.9ms/step | 15.1 samples/s +Step 160/44000 | Loss: 7.2398 | LR: 1.07e-04 | 1328.7ms/step | 15.1 samples/s +Step 170/44000 | Loss: 7.1307 | LR: 1.13e-04 | 1327.7ms/step | 15.1 samples/s +Step 180/44000 | Loss: 7.0303 | LR: 1.20e-04 | 1330.3ms/step | 15.0 samples/s +Step 190/44000 | Loss: 6.9390 | LR: 1.27e-04 | 1327.3ms/step | 15.1 samples/s +Step 200/44000 | Loss: 6.8732 | LR: 1.33e-04 | 1327.5ms/step | 15.1 samples/s +Step 210/44000 | Loss: 6.8132 | LR: 1.40e-04 | 1332.6ms/step | 15.0 samples/s +Step 220/44000 | Loss: 6.7079 | LR: 1.47e-04 | 1334.2ms/step | 15.0 samples/s +Step 230/44000 | Loss: 6.6066 | LR: 1.53e-04 | 1334.0ms/step | 15.0 samples/s +Step 240/44000 | Loss: 6.5432 | LR: 1.60e-04 | 1330.9ms/step | 15.0 samples/s +Step 250/44000 | Loss: 6.4587 | LR: 1.67e-04 | 1332.9ms/step | 15.0 samples/s +Validation at step 250: Loss = 6.4523, Perplexity = 634.15 +Step 260/44000 | Loss: 6.4275 | LR: 1.73e-04 | 4362.7ms/step | 4.6 samples/s +Step 270/44000 | Loss: 6.3513 | LR: 1.80e-04 | 1341.6ms/step | 14.9 samples/s +Step 280/44000 | Loss: 6.3110 | LR: 1.87e-04 | 1339.9ms/step | 14.9 samples/s +Step 290/44000 | Loss: 6.2904 | LR: 1.93e-04 | 1342.8ms/step | 14.9 samples/s +Step 300/44000 | Loss: 6.2143 | LR: 2.00e-04 | 1343.9ms/step | 14.9 samples/s +Step 310/44000 | Loss: 6.1883 | LR: 2.07e-04 | 1344.0ms/step | 14.9 samples/s +Step 320/44000 | Loss: 6.1423 | LR: 2.13e-04 | 1344.0ms/step | 14.9 samples/s +Step 330/44000 | Loss: 6.0779 | LR: 2.20e-04 | 1342.7ms/step | 14.9 samples/s +Step 340/44000 | Loss: 6.0595 | LR: 2.27e-04 | 1341.9ms/step | 14.9 samples/s +Step 350/44000 | Loss: 5.9904 | LR: 2.33e-04 | 1341.3ms/step | 14.9 samples/s +Step 360/44000 | Loss: 5.9508 | LR: 2.40e-04 | 1343.1ms/step | 14.9 samples/s +Step 370/44000 | Loss: 5.9241 | LR: 2.47e-04 | 1343.6ms/step | 14.9 samples/s +Step 380/44000 | Loss: 5.9082 | LR: 2.53e-04 | 1338.2ms/step | 14.9 samples/s +Step 390/44000 | Loss: 5.8181 | LR: 2.60e-04 | 1340.7ms/step | 14.9 samples/s +Step 400/44000 | Loss: 5.8375 | LR: 2.67e-04 | 1341.4ms/step | 14.9 samples/s +Step 410/44000 | Loss: 5.8069 | LR: 2.73e-04 | 1342.4ms/step | 14.9 samples/s +Step 420/44000 | Loss: 5.8039 | LR: 2.80e-04 | 1342.0ms/step | 14.9 samples/s +Step 430/44000 | Loss: 5.7324 | LR: 2.87e-04 | 1341.7ms/step | 14.9 samples/s +Step 440/44000 | Loss: 5.7025 | LR: 2.93e-04 | 1344.8ms/step | 14.9 samples/s +Step 450/44000 | Loss: 5.6658 | LR: 3.00e-04 | 1342.3ms/step | 14.9 samples/s +Step 460/44000 | Loss: 5.6010 | LR: 3.07e-04 | 1343.7ms/step | 14.9 samples/s +Step 470/44000 | Loss: 5.6065 | LR: 3.13e-04 | 1343.2ms/step | 14.9 samples/s +Step 480/44000 | Loss: 5.5527 | LR: 3.20e-04 | 1341.3ms/step | 14.9 samples/s +Step 490/44000 | Loss: 5.5039 | LR: 3.27e-04 | 1344.2ms/step | 14.9 samples/s +Step 500/44000 | Loss: 5.4897 | LR: 3.33e-04 | 1342.0ms/step | 14.9 samples/s +Validation at step 500: Loss = 5.4757, Perplexity = 238.81 +Step 510/44000 | Loss: 5.4656 | LR: 3.40e-04 | 3595.8ms/step | 5.6 samples/s +Step 520/44000 | Loss: 5.4101 | LR: 3.47e-04 | 1338.6ms/step | 14.9 samples/s +Step 530/44000 | Loss: 5.4413 | LR: 3.53e-04 | 1340.2ms/step | 14.9 samples/s +Step 540/44000 | Loss: 5.3543 | LR: 3.60e-04 | 1340.3ms/step | 14.9 samples/s +Step 550/44000 | Loss: 5.3231 | LR: 3.67e-04 | 1340.7ms/step | 14.9 samples/s +Step 560/44000 | Loss: 5.3123 | LR: 3.73e-04 | 1342.9ms/step | 14.9 samples/s +Step 570/44000 | Loss: 5.3071 | LR: 3.80e-04 | 1340.5ms/step | 14.9 samples/s +Step 580/44000 | Loss: 5.2543 | LR: 3.87e-04 | 1339.4ms/step | 14.9 samples/s +Step 590/44000 | Loss: 5.2134 | LR: 3.93e-04 | 1340.1ms/step | 14.9 samples/s +Step 600/44000 | Loss: 5.2003 | LR: 4.00e-04 | 1342.9ms/step | 14.9 samples/s +Step 610/44000 | Loss: 5.1843 | LR: 4.07e-04 | 1340.5ms/step | 14.9 samples/s +Step 620/44000 | Loss: 5.1656 | LR: 4.13e-04 | 1342.2ms/step | 14.9 samples/s +Step 630/44000 | Loss: 5.0790 | LR: 4.20e-04 | 1340.6ms/step | 14.9 samples/s +Step 640/44000 | Loss: 5.0583 | LR: 4.27e-04 | 1339.6ms/step | 14.9 samples/s +Step 650/44000 | Loss: 5.0422 | LR: 4.33e-04 | 1340.2ms/step | 14.9 samples/s +Step 660/44000 | Loss: 5.0317 | LR: 4.40e-04 | 1340.3ms/step | 14.9 samples/s +Step 670/44000 | Loss: 5.0017 | LR: 4.47e-04 | 1341.7ms/step | 14.9 samples/s +Step 680/44000 | Loss: 4.9558 | LR: 4.53e-04 | 1341.4ms/step | 14.9 samples/s +Step 690/44000 | Loss: 4.9355 | LR: 4.60e-04 | 1341.9ms/step | 14.9 samples/s +Step 700/44000 | Loss: 4.9171 | LR: 4.67e-04 | 1339.3ms/step | 14.9 samples/s +Step 710/44000 | Loss: 4.8771 | LR: 4.73e-04 | 1339.0ms/step | 14.9 samples/s +Step 720/44000 | Loss: 4.8265 | LR: 4.80e-04 | 1340.8ms/step | 14.9 samples/s +Step 730/44000 | Loss: 4.8274 | LR: 4.87e-04 | 1340.6ms/step | 14.9 samples/s +Step 740/44000 | Loss: 4.7605 | LR: 4.93e-04 | 1340.4ms/step | 14.9 samples/s +Step 750/44000 | Loss: 4.7850 | LR: 5.00e-04 | 1343.1ms/step | 14.9 samples/s +Validation at step 750: Loss = 4.7816, Perplexity = 119.30 +Step 760/44000 | Loss: 4.7674 | LR: 5.00e-04 | 3588.6ms/step | 5.6 samples/s +Step 770/44000 | Loss: 4.7128 | LR: 5.00e-04 | 1339.2ms/step | 14.9 samples/s +Step 780/44000 | Loss: 4.7008 | LR: 5.00e-04 | 1338.3ms/step | 14.9 samples/s +Step 790/44000 | Loss: 4.6771 | LR: 5.00e-04 | 1339.9ms/step | 14.9 samples/s +Step 800/44000 | Loss: 4.6400 | LR: 5.00e-04 | 1340.3ms/step | 14.9 samples/s +Step 810/44000 | Loss: 4.6209 | LR: 5.00e-04 | 1340.3ms/step | 14.9 samples/s +Step 820/44000 | Loss: 4.6031 | LR: 5.00e-04 | 1341.6ms/step | 14.9 samples/s +Step 830/44000 | Loss: 4.5780 | LR: 5.00e-04 | 1341.7ms/step | 14.9 samples/s +Step 840/44000 | Loss: 4.5499 | LR: 5.00e-04 | 1339.4ms/step | 14.9 samples/s +Step 850/44000 | Loss: 4.5555 | LR: 5.00e-04 | 1337.9ms/step | 14.9 samples/s +Step 860/44000 | Loss: 4.5569 | LR: 5.00e-04 | 1342.8ms/step | 14.9 samples/s +Step 870/44000 | Loss: 4.4837 | LR: 5.00e-04 | 1344.6ms/step | 14.9 samples/s +Step 880/44000 | Loss: 4.4926 | LR: 5.00e-04 | 1341.0ms/step | 14.9 samples/s +Step 890/44000 | Loss: 4.4656 | LR: 5.00e-04 | 1341.0ms/step | 14.9 samples/s +Step 900/44000 | Loss: 4.4469 | LR: 5.00e-04 | 1342.3ms/step | 14.9 samples/s +Step 910/44000 | Loss: 4.4215 | LR: 5.00e-04 | 1340.1ms/step | 14.9 samples/s +Step 920/44000 | Loss: 4.4175 | LR: 5.00e-04 | 1341.1ms/step | 14.9 samples/s +Step 930/44000 | Loss: 4.3884 | LR: 5.00e-04 | 1343.0ms/step | 14.9 samples/s +Step 940/44000 | Loss: 4.3814 | LR: 5.00e-04 | 1340.8ms/step | 14.9 samples/s +Step 950/44000 | Loss: 4.3715 | LR: 5.00e-04 | 1340.0ms/step | 14.9 samples/s +Step 960/44000 | Loss: 4.3289 | LR: 5.00e-04 | 1341.1ms/step | 14.9 samples/s +Step 970/44000 | Loss: 4.3598 | LR: 5.00e-04 | 1339.8ms/step | 14.9 samples/s +Step 980/44000 | Loss: 4.3443 | LR: 5.00e-04 | 1340.5ms/step | 14.9 samples/s +Step 990/44000 | Loss: 4.3173 | LR: 5.00e-04 | 1341.7ms/step | 14.9 samples/s +Step 1000/44000 | Loss: 4.3184 | LR: 5.00e-04 | 1342.6ms/step | 14.9 samples/s +Validation at step 1000: Loss = 4.3429, Perplexity = 76.93 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-1000 +Step 1010/44000 | Loss: 4.2867 | LR: 5.00e-04 | 3916.4ms/step | 5.1 samples/s +Step 1020/44000 | Loss: 4.2830 | LR: 5.00e-04 | 1340.8ms/step | 14.9 samples/s +Step 1030/44000 | Loss: 4.2319 | LR: 5.00e-04 | 1339.8ms/step | 14.9 samples/s +Step 1040/44000 | Loss: 4.2422 | LR: 5.00e-04 | 1338.2ms/step | 14.9 samples/s +Step 1050/44000 | Loss: 4.2404 | LR: 5.00e-04 | 1339.1ms/step | 14.9 samples/s +Step 1060/44000 | Loss: 4.2347 | LR: 5.00e-04 | 1341.9ms/step | 14.9 samples/s +Step 1070/44000 | Loss: 4.2160 | LR: 5.00e-04 | 1339.3ms/step | 14.9 samples/s +Step 1080/44000 | Loss: 4.2063 | LR: 5.00e-04 | 1338.5ms/step | 14.9 samples/s +Step 1090/44000 | Loss: 4.2274 | LR: 5.00e-04 | 1338.9ms/step | 14.9 samples/s +Step 1100/44000 | Loss: 4.1980 | LR: 5.00e-04 | 1340.7ms/step | 14.9 samples/s +Step 1110/44000 | Loss: 4.1806 | LR: 5.00e-04 | 1344.0ms/step | 14.9 samples/s +Step 1120/44000 | Loss: 4.1630 | LR: 5.00e-04 | 1339.8ms/step | 14.9 samples/s +Step 1130/44000 | Loss: 4.1363 | LR: 5.00e-04 | 1339.5ms/step | 14.9 samples/s +Step 1140/44000 | Loss: 4.1605 | LR: 5.00e-04 | 1341.5ms/step | 14.9 samples/s +Step 1150/44000 | Loss: 4.1109 | LR: 5.00e-04 | 1340.0ms/step | 14.9 samples/s +Step 1160/44000 | Loss: 4.1093 | LR: 5.00e-04 | 1338.2ms/step | 14.9 samples/s +Step 1170/44000 | Loss: 4.1182 | LR: 5.00e-04 | 1343.2ms/step | 14.9 samples/s +Step 1180/44000 | Loss: 4.0996 | LR: 5.00e-04 | 1340.9ms/step | 14.9 samples/s +Step 1190/44000 | Loss: 4.1200 | LR: 5.00e-04 | 1340.1ms/step | 14.9 samples/s +Step 1200/44000 | Loss: 4.1153 | LR: 5.00e-04 | 1340.9ms/step | 14.9 samples/s +Step 1210/44000 | Loss: 4.1241 | LR: 5.00e-04 | 1339.8ms/step | 14.9 samples/s +Step 1220/44000 | Loss: 4.0718 | LR: 5.00e-04 | 1340.7ms/step | 14.9 samples/s +Step 1230/44000 | Loss: 4.0637 | LR: 5.00e-04 | 1342.5ms/step | 14.9 samples/s +Step 1240/44000 | Loss: 4.0680 | LR: 5.00e-04 | 1340.1ms/step | 14.9 samples/s +Step 1250/44000 | Loss: 4.0711 | LR: 5.00e-04 | 1342.0ms/step | 14.9 samples/s +Validation at step 1250: Loss = 4.0665, Perplexity = 58.35 +Step 1260/44000 | Loss: 4.0414 | LR: 5.00e-04 | 3589.9ms/step | 5.6 samples/s +Step 1270/44000 | Loss: 4.0409 | LR: 5.00e-04 | 1333.6ms/step | 15.0 samples/s +Step 1280/44000 | Loss: 4.0489 | LR: 5.00e-04 | 1337.3ms/step | 15.0 samples/s +Step 1290/44000 | Loss: 3.9961 | LR: 5.00e-04 | 1336.6ms/step | 15.0 samples/s +Step 1300/44000 | Loss: 4.0479 | LR: 5.00e-04 | 1329.9ms/step | 15.0 samples/s +Step 1310/44000 | Loss: 3.9891 | LR: 5.00e-04 | 1330.3ms/step | 15.0 samples/s +Step 1320/44000 | Loss: 4.0167 | LR: 5.00e-04 | 1328.7ms/step | 15.1 samples/s +Step 1330/44000 | Loss: 4.0197 | LR: 5.00e-04 | 1330.6ms/step | 15.0 samples/s +Step 1340/44000 | Loss: 3.9802 | LR: 5.00e-04 | 1333.4ms/step | 15.0 samples/s +Step 1350/44000 | Loss: 3.9835 | LR: 5.00e-04 | 1332.3ms/step | 15.0 samples/s +Step 1360/44000 | Loss: 3.9779 | LR: 5.00e-04 | 1332.3ms/step | 15.0 samples/s +Step 1370/44000 | Loss: 3.9577 | LR: 5.00e-04 | 1331.9ms/step | 15.0 samples/s +Step 1380/44000 | Loss: 3.9669 | LR: 5.00e-04 | 1331.3ms/step | 15.0 samples/s +Step 1390/44000 | Loss: 3.9685 | LR: 5.00e-04 | 1334.1ms/step | 15.0 samples/s +Step 1400/44000 | Loss: 3.9640 | LR: 5.00e-04 | 1330.8ms/step | 15.0 samples/s +Step 1410/44000 | Loss: 3.9561 | LR: 5.00e-04 | 1331.8ms/step | 15.0 samples/s +Step 1420/44000 | Loss: 3.9461 | LR: 5.00e-04 | 1330.4ms/step | 15.0 samples/s +Step 1430/44000 | Loss: 3.9610 | LR: 5.00e-04 | 1330.9ms/step | 15.0 samples/s +Step 1440/44000 | Loss: 3.9573 | LR: 5.00e-04 | 1329.3ms/step | 15.0 samples/s +Step 1450/44000 | Loss: 3.9423 | LR: 5.00e-04 | 1330.2ms/step | 15.0 samples/s +Step 1460/44000 | Loss: 3.9407 | LR: 5.00e-04 | 1331.3ms/step | 15.0 samples/s +Step 1470/44000 | Loss: 3.9525 | LR: 5.00e-04 | 1331.1ms/step | 15.0 samples/s +Step 1480/44000 | Loss: 3.9473 | LR: 5.00e-04 | 1332.4ms/step | 15.0 samples/s +Step 1490/44000 | Loss: 3.9408 | LR: 5.00e-04 | 1332.9ms/step | 15.0 samples/s +Step 1500/44000 | Loss: 3.9195 | LR: 5.00e-04 | 1334.2ms/step | 15.0 samples/s +Validation at step 1500: Loss = 3.9165, Perplexity = 50.22 +Step 1510/44000 | Loss: 3.9409 | LR: 5.00e-04 | 3580.6ms/step | 5.6 samples/s +Step 1520/44000 | Loss: 3.9351 | LR: 5.00e-04 | 1338.7ms/step | 14.9 samples/s +Step 1530/44000 | Loss: 3.9011 | LR: 5.00e-04 | 1338.3ms/step | 14.9 samples/s +Step 1540/44000 | Loss: 3.9097 | LR: 5.00e-04 | 1332.9ms/step | 15.0 samples/s +Step 1550/44000 | Loss: 3.8721 | LR: 5.00e-04 | 1336.5ms/step | 15.0 samples/s +Step 1560/44000 | Loss: 3.8636 | LR: 5.00e-04 | 1335.0ms/step | 15.0 samples/s +Step 1570/44000 | Loss: 3.8575 | LR: 5.00e-04 | 1338.3ms/step | 14.9 samples/s +Step 1580/44000 | Loss: 3.8778 | LR: 5.00e-04 | 1336.0ms/step | 15.0 samples/s +Step 1590/44000 | Loss: 3.8513 | LR: 5.00e-04 | 1335.1ms/step | 15.0 samples/s +Step 1600/44000 | Loss: 3.8602 | LR: 5.00e-04 | 1336.5ms/step | 15.0 samples/s +Step 1610/44000 | Loss: 3.8398 | LR: 5.00e-04 | 1339.0ms/step | 14.9 samples/s +Step 1620/44000 | Loss: 3.8245 | LR: 5.00e-04 | 1336.2ms/step | 15.0 samples/s +Step 1630/44000 | Loss: 3.8393 | LR: 4.99e-04 | 1338.6ms/step | 14.9 samples/s +Step 1640/44000 | Loss: 3.8424 | LR: 4.99e-04 | 1336.4ms/step | 15.0 samples/s +Step 1650/44000 | Loss: 3.8185 | LR: 4.99e-04 | 1334.3ms/step | 15.0 samples/s +Step 1660/44000 | Loss: 3.8245 | LR: 4.99e-04 | 1336.6ms/step | 15.0 samples/s +Step 1670/44000 | Loss: 3.8149 | LR: 4.99e-04 | 1337.0ms/step | 15.0 samples/s +Step 1680/44000 | Loss: 3.8194 | LR: 4.99e-04 | 1337.3ms/step | 15.0 samples/s +Step 1690/44000 | Loss: 3.8045 | LR: 4.99e-04 | 1336.7ms/step | 15.0 samples/s +Step 1700/44000 | Loss: 3.8465 | LR: 4.99e-04 | 1338.1ms/step | 14.9 samples/s +Step 1710/44000 | Loss: 3.7941 | LR: 4.99e-04 | 1335.6ms/step | 15.0 samples/s +Step 1720/44000 | Loss: 3.8037 | LR: 4.99e-04 | 1335.8ms/step | 15.0 samples/s +Step 1730/44000 | Loss: 3.8043 | LR: 4.99e-04 | 1336.1ms/step | 15.0 samples/s +Step 1740/44000 | Loss: 3.7695 | LR: 4.99e-04 | 1336.4ms/step | 15.0 samples/s +Step 1750/44000 | Loss: 3.7892 | LR: 4.99e-04 | 1340.3ms/step | 14.9 samples/s +Validation at step 1750: Loss = 3.8071, Perplexity = 45.02 +Step 1760/44000 | Loss: 3.7752 | LR: 4.99e-04 | 3579.8ms/step | 5.6 samples/s +Step 1770/44000 | Loss: 3.7725 | LR: 4.99e-04 | 1337.0ms/step | 15.0 samples/s +Step 1780/44000 | Loss: 3.8078 | LR: 4.99e-04 | 1338.4ms/step | 14.9 samples/s +Step 1790/44000 | Loss: 3.7723 | LR: 4.99e-04 | 1335.7ms/step | 15.0 samples/s +Step 1800/44000 | Loss: 3.7714 | LR: 4.99e-04 | 1338.6ms/step | 14.9 samples/s +Step 1810/44000 | Loss: 3.7881 | LR: 4.99e-04 | 1336.8ms/step | 15.0 samples/s +Step 1820/44000 | Loss: 3.7764 | LR: 4.99e-04 | 1337.7ms/step | 15.0 samples/s +Step 1830/44000 | Loss: 3.7646 | LR: 4.99e-04 | 1335.4ms/step | 15.0 samples/s +Step 1840/44000 | Loss: 3.7510 | LR: 4.99e-04 | 1336.9ms/step | 15.0 samples/s +Step 1850/44000 | Loss: 3.7788 | LR: 4.99e-04 | 1337.1ms/step | 15.0 samples/s +Step 1860/44000 | Loss: 3.7636 | LR: 4.99e-04 | 1338.0ms/step | 14.9 samples/s +Step 1870/44000 | Loss: 3.7667 | LR: 4.99e-04 | 1337.3ms/step | 15.0 samples/s +Step 1880/44000 | Loss: 3.7655 | LR: 4.99e-04 | 1335.8ms/step | 15.0 samples/s +Step 1890/44000 | Loss: 3.7587 | LR: 4.99e-04 | 1340.4ms/step | 14.9 samples/s +Step 1900/44000 | Loss: 3.7670 | LR: 4.99e-04 | 1336.7ms/step | 15.0 samples/s +Step 1910/44000 | Loss: 3.7395 | LR: 4.99e-04 | 1337.5ms/step | 15.0 samples/s +Step 1920/44000 | Loss: 3.7579 | LR: 4.99e-04 | 1339.3ms/step | 14.9 samples/s +Step 1930/44000 | Loss: 3.7484 | LR: 4.99e-04 | 1339.6ms/step | 14.9 samples/s +Step 1940/44000 | Loss: 3.7467 | LR: 4.99e-04 | 1337.2ms/step | 15.0 samples/s +Step 1950/44000 | Loss: 3.7429 | LR: 4.99e-04 | 1336.6ms/step | 15.0 samples/s +Step 1960/44000 | Loss: 3.7301 | LR: 4.99e-04 | 1337.2ms/step | 15.0 samples/s +Step 1970/44000 | Loss: 3.7360 | LR: 4.99e-04 | 1339.1ms/step | 14.9 samples/s +Step 1980/44000 | Loss: 3.7123 | LR: 4.99e-04 | 1342.1ms/step | 14.9 samples/s +Step 1990/44000 | Loss: 3.6956 | LR: 4.99e-04 | 1345.8ms/step | 14.9 samples/s +Step 2000/44000 | Loss: 3.7050 | LR: 4.99e-04 | 1336.0ms/step | 15.0 samples/s +Validation at step 2000: Loss = 3.7229, Perplexity = 41.38 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-2000 +Step 2010/44000 | Loss: 3.6844 | LR: 4.99e-04 | 3898.9ms/step | 5.1 samples/s +Step 2020/44000 | Loss: 3.7424 | LR: 4.99e-04 | 1337.8ms/step | 15.0 samples/s +Step 2030/44000 | Loss: 3.7175 | LR: 4.99e-04 | 1335.3ms/step | 15.0 samples/s +Step 2040/44000 | Loss: 3.7026 | LR: 4.99e-04 | 1334.0ms/step | 15.0 samples/s +Step 2050/44000 | Loss: 3.6931 | LR: 4.99e-04 | 1331.1ms/step | 15.0 samples/s +Step 2060/44000 | Loss: 3.6646 | LR: 4.99e-04 | 1331.2ms/step | 15.0 samples/s +Step 2070/44000 | Loss: 3.6864 | LR: 4.99e-04 | 1333.3ms/step | 15.0 samples/s +Step 2080/44000 | Loss: 3.6554 | LR: 4.99e-04 | 1333.8ms/step | 15.0 samples/s +Step 2090/44000 | Loss: 3.6956 | LR: 4.99e-04 | 1331.3ms/step | 15.0 samples/s +Step 2100/44000 | Loss: 3.6863 | LR: 4.99e-04 | 1332.6ms/step | 15.0 samples/s +Step 2110/44000 | Loss: 3.7051 | LR: 4.99e-04 | 1331.5ms/step | 15.0 samples/s +Step 2120/44000 | Loss: 3.6905 | LR: 4.99e-04 | 1333.9ms/step | 15.0 samples/s +Step 2130/44000 | Loss: 3.6994 | LR: 4.99e-04 | 1333.1ms/step | 15.0 samples/s +Step 2140/44000 | Loss: 3.6494 | LR: 4.99e-04 | 1333.9ms/step | 15.0 samples/s +Step 2150/44000 | Loss: 3.6628 | LR: 4.99e-04 | 1332.8ms/step | 15.0 samples/s +Step 2160/44000 | Loss: 3.6704 | LR: 4.99e-04 | 1334.0ms/step | 15.0 samples/s +Step 2170/44000 | Loss: 3.6727 | LR: 4.99e-04 | 1332.6ms/step | 15.0 samples/s +Step 2180/44000 | Loss: 3.6576 | LR: 4.99e-04 | 1333.0ms/step | 15.0 samples/s +Step 2190/44000 | Loss: 3.6670 | LR: 4.99e-04 | 1333.7ms/step | 15.0 samples/s +Step 2200/44000 | Loss: 3.6398 | LR: 4.99e-04 | 1333.0ms/step | 15.0 samples/s +Step 2210/44000 | Loss: 3.6438 | LR: 4.99e-04 | 1330.9ms/step | 15.0 samples/s +Step 2220/44000 | Loss: 3.6234 | LR: 4.99e-04 | 1332.3ms/step | 15.0 samples/s +Step 2230/44000 | Loss: 3.6666 | LR: 4.99e-04 | 1332.6ms/step | 15.0 samples/s +Step 2240/44000 | Loss: 3.6464 | LR: 4.99e-04 | 1331.5ms/step | 15.0 samples/s +Step 2250/44000 | Loss: 3.6487 | LR: 4.99e-04 | 1331.7ms/step | 15.0 samples/s +Validation at step 2250: Loss = 3.6598, Perplexity = 38.86 +Step 2260/44000 | Loss: 3.6441 | LR: 4.98e-04 | 3571.4ms/step | 5.6 samples/s +Step 2270/44000 | Loss: 3.6301 | LR: 4.98e-04 | 1332.4ms/step | 15.0 samples/s +Step 2280/44000 | Loss: 3.6581 | LR: 4.98e-04 | 1332.2ms/step | 15.0 samples/s +Step 2290/44000 | Loss: 3.6484 | LR: 4.98e-04 | 1334.1ms/step | 15.0 samples/s +Step 2300/44000 | Loss: 3.6274 | LR: 4.98e-04 | 1334.0ms/step | 15.0 samples/s +Step 2310/44000 | Loss: 3.6419 | LR: 4.98e-04 | 1330.8ms/step | 15.0 samples/s +Step 2320/44000 | Loss: 3.6289 | LR: 4.98e-04 | 1337.3ms/step | 15.0 samples/s +Step 2330/44000 | Loss: 3.6327 | LR: 4.98e-04 | 1332.9ms/step | 15.0 samples/s +Step 2340/44000 | Loss: 3.6091 | LR: 4.98e-04 | 1333.5ms/step | 15.0 samples/s +Step 2350/44000 | Loss: 3.6201 | LR: 4.98e-04 | 1336.9ms/step | 15.0 samples/s +Step 2360/44000 | Loss: 3.6027 | LR: 4.98e-04 | 1336.5ms/step | 15.0 samples/s +Step 2370/44000 | Loss: 3.6420 | LR: 4.98e-04 | 1331.7ms/step | 15.0 samples/s +Step 2380/44000 | Loss: 3.6196 | LR: 4.98e-04 | 1331.4ms/step | 15.0 samples/s +Step 2390/44000 | Loss: 3.5861 | LR: 4.98e-04 | 1332.3ms/step | 15.0 samples/s +Step 2400/44000 | Loss: 3.5953 | LR: 4.98e-04 | 1332.7ms/step | 15.0 samples/s +Step 2410/44000 | Loss: 3.6373 | LR: 4.98e-04 | 1330.3ms/step | 15.0 samples/s +Step 2420/44000 | Loss: 3.6452 | LR: 4.98e-04 | 1331.0ms/step | 15.0 samples/s +Step 2430/44000 | Loss: 3.6126 | LR: 4.98e-04 | 1330.1ms/step | 15.0 samples/s +Step 2440/44000 | Loss: 3.5893 | LR: 4.98e-04 | 1332.1ms/step | 15.0 samples/s +Step 2450/44000 | Loss: 3.6181 | LR: 4.98e-04 | 1331.8ms/step | 15.0 samples/s +Step 2460/44000 | Loss: 3.6116 | LR: 4.98e-04 | 1333.2ms/step | 15.0 samples/s +Step 2470/44000 | Loss: 3.5888 | LR: 4.98e-04 | 1327.5ms/step | 15.1 samples/s +Step 2480/44000 | Loss: 3.6200 | LR: 4.98e-04 | 1331.8ms/step | 15.0 samples/s +Step 2490/44000 | Loss: 3.5752 | LR: 4.98e-04 | 1332.2ms/step | 15.0 samples/s +Step 2500/44000 | Loss: 3.5931 | LR: 4.98e-04 | 1331.2ms/step | 15.0 samples/s +Validation at step 2500: Loss = 3.6094, Perplexity = 36.94 +Step 2510/44000 | Loss: 3.5765 | LR: 4.98e-04 | 3571.8ms/step | 5.6 samples/s +Step 2520/44000 | Loss: 3.5950 | LR: 4.98e-04 | 1332.4ms/step | 15.0 samples/s +Step 2530/44000 | Loss: 3.5946 | LR: 4.98e-04 | 1332.0ms/step | 15.0 samples/s +Step 2540/44000 | Loss: 3.6066 | LR: 4.98e-04 | 1325.9ms/step | 15.1 samples/s +Step 2550/44000 | Loss: 3.5942 | LR: 4.98e-04 | 1325.5ms/step | 15.1 samples/s +Step 2560/44000 | Loss: 3.6054 | LR: 4.98e-04 | 1330.1ms/step | 15.0 samples/s +Step 2570/44000 | Loss: 3.5772 | LR: 4.98e-04 | 1330.4ms/step | 15.0 samples/s +Step 2580/44000 | Loss: 3.6160 | LR: 4.98e-04 | 1329.9ms/step | 15.0 samples/s +Step 2590/44000 | Loss: 3.5713 | LR: 4.98e-04 | 1330.0ms/step | 15.0 samples/s +Step 2600/44000 | Loss: 3.5780 | LR: 4.98e-04 | 1335.4ms/step | 15.0 samples/s +Step 2610/44000 | Loss: 3.5742 | LR: 4.98e-04 | 1328.6ms/step | 15.1 samples/s +Step 2620/44000 | Loss: 3.5777 | LR: 4.98e-04 | 1329.2ms/step | 15.0 samples/s +Step 2630/44000 | Loss: 3.5682 | LR: 4.98e-04 | 1333.2ms/step | 15.0 samples/s +Step 2640/44000 | Loss: 3.5817 | LR: 4.98e-04 | 1331.7ms/step | 15.0 samples/s +Step 2650/44000 | Loss: 3.5971 | LR: 4.98e-04 | 1332.4ms/step | 15.0 samples/s +Step 2660/44000 | Loss: 3.5677 | LR: 4.98e-04 | 1333.0ms/step | 15.0 samples/s +Step 2670/44000 | Loss: 3.5589 | LR: 4.98e-04 | 1327.9ms/step | 15.1 samples/s +Step 2680/44000 | Loss: 3.5811 | LR: 4.98e-04 | 1328.3ms/step | 15.1 samples/s +Step 2690/44000 | Loss: 3.5696 | LR: 4.98e-04 | 1330.6ms/step | 15.0 samples/s +Step 2700/44000 | Loss: 3.6021 | LR: 4.97e-04 | 1332.3ms/step | 15.0 samples/s +Step 2710/44000 | Loss: 3.5662 | LR: 4.97e-04 | 1332.0ms/step | 15.0 samples/s +Step 2720/44000 | Loss: 3.5672 | LR: 4.97e-04 | 1330.4ms/step | 15.0 samples/s +Step 2730/44000 | Loss: 3.5619 | LR: 4.97e-04 | 1334.4ms/step | 15.0 samples/s +Step 2740/44000 | Loss: 3.5635 | LR: 4.97e-04 | 1331.3ms/step | 15.0 samples/s +Step 2750/44000 | Loss: 3.5529 | LR: 4.97e-04 | 1332.4ms/step | 15.0 samples/s +Validation at step 2750: Loss = 3.5675, Perplexity = 35.43 +Step 2760/44000 | Loss: 3.5243 | LR: 4.97e-04 | 3575.7ms/step | 5.6 samples/s +Step 2770/44000 | Loss: 3.5493 | LR: 4.97e-04 | 1333.3ms/step | 15.0 samples/s +Step 2780/44000 | Loss: 3.5260 | LR: 4.97e-04 | 1334.7ms/step | 15.0 samples/s +Step 2790/44000 | Loss: 3.5508 | LR: 4.97e-04 | 1335.1ms/step | 15.0 samples/s +Step 2800/44000 | Loss: 3.5447 | LR: 4.97e-04 | 1333.8ms/step | 15.0 samples/s +Step 2810/44000 | Loss: 3.5270 | LR: 4.97e-04 | 1333.2ms/step | 15.0 samples/s +Step 2820/44000 | Loss: 3.5390 | LR: 4.97e-04 | 1337.0ms/step | 15.0 samples/s +Step 2830/44000 | Loss: 3.5168 | LR: 4.97e-04 | 1334.7ms/step | 15.0 samples/s +Step 2840/44000 | Loss: 3.5264 | LR: 4.97e-04 | 1335.1ms/step | 15.0 samples/s +Step 2850/44000 | Loss: 3.5335 | LR: 4.97e-04 | 1338.3ms/step | 14.9 samples/s +Step 2860/44000 | Loss: 3.5276 | LR: 4.97e-04 | 1335.6ms/step | 15.0 samples/s +Step 2870/44000 | Loss: 3.5377 | LR: 4.97e-04 | 1334.5ms/step | 15.0 samples/s +Step 2880/44000 | Loss: 3.4992 | LR: 4.97e-04 | 1341.1ms/step | 14.9 samples/s +Step 2890/44000 | Loss: 3.5443 | LR: 4.97e-04 | 1337.5ms/step | 15.0 samples/s +Step 2900/44000 | Loss: 3.5433 | LR: 4.97e-04 | 1332.5ms/step | 15.0 samples/s +Step 2910/44000 | Loss: 3.5168 | LR: 4.97e-04 | 1335.0ms/step | 15.0 samples/s +Step 2920/44000 | Loss: 3.5096 | LR: 4.97e-04 | 1339.6ms/step | 14.9 samples/s +Step 2930/44000 | Loss: 3.5028 | LR: 4.97e-04 | 1340.0ms/step | 14.9 samples/s +Step 2940/44000 | Loss: 3.5210 | LR: 4.97e-04 | 1338.1ms/step | 14.9 samples/s +Step 2950/44000 | Loss: 3.5210 | LR: 4.97e-04 | 1338.3ms/step | 14.9 samples/s +Step 2960/44000 | Loss: 3.5354 | LR: 4.97e-04 | 1337.8ms/step | 15.0 samples/s +Step 2970/44000 | Loss: 3.5193 | LR: 4.97e-04 | 1338.8ms/step | 14.9 samples/s +Step 2980/44000 | Loss: 3.5204 | LR: 4.97e-04 | 1341.0ms/step | 14.9 samples/s +Step 2990/44000 | Loss: 3.5094 | LR: 4.97e-04 | 1337.3ms/step | 15.0 samples/s +Step 3000/44000 | Loss: 3.5409 | LR: 4.97e-04 | 1338.7ms/step | 14.9 samples/s +Validation at step 3000: Loss = 3.5274, Perplexity = 34.03 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-3000 +Step 3010/44000 | Loss: 3.5191 | LR: 4.97e-04 | 3885.7ms/step | 5.1 samples/s +Step 3020/44000 | Loss: 3.4997 | LR: 4.97e-04 | 1338.5ms/step | 14.9 samples/s +Step 3030/44000 | Loss: 3.5186 | LR: 4.97e-04 | 1342.6ms/step | 14.9 samples/s +Step 3040/44000 | Loss: 3.4793 | LR: 4.97e-04 | 1339.1ms/step | 14.9 samples/s +Step 3050/44000 | Loss: 3.5054 | LR: 4.97e-04 | 1339.6ms/step | 14.9 samples/s +Step 3060/44000 | Loss: 3.4775 | LR: 4.96e-04 | 1339.2ms/step | 14.9 samples/s +Step 3070/44000 | Loss: 3.5240 | LR: 4.96e-04 | 1339.4ms/step | 14.9 samples/s +Step 3080/44000 | Loss: 3.5452 | LR: 4.96e-04 | 1337.5ms/step | 15.0 samples/s +Step 3090/44000 | Loss: 3.5333 | LR: 4.96e-04 | 1337.7ms/step | 15.0 samples/s +Step 3100/44000 | Loss: 3.4920 | LR: 4.96e-04 | 1337.1ms/step | 15.0 samples/s +Step 3110/44000 | Loss: 3.4929 | LR: 4.96e-04 | 1337.3ms/step | 15.0 samples/s +Step 3120/44000 | Loss: 3.5120 | LR: 4.96e-04 | 1337.6ms/step | 15.0 samples/s +Step 3130/44000 | Loss: 3.4806 | LR: 4.96e-04 | 1337.7ms/step | 15.0 samples/s +Step 3140/44000 | Loss: 3.4986 | LR: 4.96e-04 | 1337.0ms/step | 15.0 samples/s +Step 3150/44000 | Loss: 3.4947 | LR: 4.96e-04 | 1334.0ms/step | 15.0 samples/s +Step 3160/44000 | Loss: 3.5163 | LR: 4.96e-04 | 1336.4ms/step | 15.0 samples/s +Step 3170/44000 | Loss: 3.4573 | LR: 4.96e-04 | 1339.2ms/step | 14.9 samples/s +Step 3180/44000 | Loss: 3.5004 | LR: 4.96e-04 | 1335.9ms/step | 15.0 samples/s +Step 3190/44000 | Loss: 3.4878 | LR: 4.96e-04 | 1337.5ms/step | 15.0 samples/s +Step 3200/44000 | Loss: 3.5134 | LR: 4.96e-04 | 1338.9ms/step | 14.9 samples/s +Step 3210/44000 | Loss: 3.4853 | LR: 4.96e-04 | 1338.9ms/step | 14.9 samples/s +Step 3220/44000 | Loss: 3.4885 | LR: 4.96e-04 | 1337.7ms/step | 15.0 samples/s +Step 3230/44000 | Loss: 3.4875 | LR: 4.96e-04 | 1336.4ms/step | 15.0 samples/s +Step 3240/44000 | Loss: 3.4831 | LR: 4.96e-04 | 1339.0ms/step | 14.9 samples/s +Step 3250/44000 | Loss: 3.4877 | LR: 4.96e-04 | 1336.5ms/step | 15.0 samples/s +Validation at step 3250: Loss = 3.4942, Perplexity = 32.92 +Step 3260/44000 | Loss: 3.5048 | LR: 4.96e-04 | 3585.6ms/step | 5.6 samples/s +Step 3270/44000 | Loss: 3.4700 | LR: 4.96e-04 | 1341.9ms/step | 14.9 samples/s +Step 3280/44000 | Loss: 3.4594 | LR: 4.96e-04 | 1338.3ms/step | 14.9 samples/s +Step 3290/44000 | Loss: 3.4796 | LR: 4.96e-04 | 1338.8ms/step | 14.9 samples/s +Step 3300/44000 | Loss: 3.5069 | LR: 4.96e-04 | 1336.3ms/step | 15.0 samples/s +Step 3310/44000 | Loss: 3.4807 | LR: 4.96e-04 | 1336.9ms/step | 15.0 samples/s +Step 3320/44000 | Loss: 3.5036 | LR: 4.96e-04 | 1337.5ms/step | 15.0 samples/s +Step 3330/44000 | Loss: 3.5054 | LR: 4.96e-04 | 1339.2ms/step | 14.9 samples/s +Step 3340/44000 | Loss: 3.4640 | LR: 4.96e-04 | 1336.8ms/step | 15.0 samples/s +Step 3350/44000 | Loss: 3.4784 | LR: 4.96e-04 | 1337.5ms/step | 15.0 samples/s +Step 3360/44000 | Loss: 3.4604 | LR: 4.96e-04 | 1336.1ms/step | 15.0 samples/s +Step 3370/44000 | Loss: 3.4332 | LR: 4.95e-04 | 1335.3ms/step | 15.0 samples/s +Step 3380/44000 | Loss: 3.4797 | LR: 4.95e-04 | 1337.3ms/step | 15.0 samples/s +Step 3390/44000 | Loss: 3.4592 | LR: 4.95e-04 | 1335.6ms/step | 15.0 samples/s +Step 3400/44000 | Loss: 3.4928 | LR: 4.95e-04 | 1340.3ms/step | 14.9 samples/s +Step 3410/44000 | Loss: 3.4665 | LR: 4.95e-04 | 1340.3ms/step | 14.9 samples/s +Step 3420/44000 | Loss: 3.4745 | LR: 4.95e-04 | 1338.1ms/step | 14.9 samples/s +Step 3430/44000 | Loss: 3.4679 | LR: 4.95e-04 | 1336.2ms/step | 15.0 samples/s +Step 3440/44000 | Loss: 3.4589 | LR: 4.95e-04 | 1336.6ms/step | 15.0 samples/s +Step 3450/44000 | Loss: 3.4427 | LR: 4.95e-04 | 1339.4ms/step | 14.9 samples/s +Step 3460/44000 | Loss: 3.4822 | LR: 4.95e-04 | 1337.5ms/step | 15.0 samples/s +Step 3470/44000 | Loss: 3.4532 | LR: 4.95e-04 | 1339.0ms/step | 14.9 samples/s +Step 3480/44000 | Loss: 3.5024 | LR: 4.95e-04 | 1335.9ms/step | 15.0 samples/s +Step 3490/44000 | Loss: 3.4314 | LR: 4.95e-04 | 1335.5ms/step | 15.0 samples/s +Step 3500/44000 | Loss: 3.4385 | LR: 4.95e-04 | 1335.3ms/step | 15.0 samples/s +Validation at step 3500: Loss = 3.4668, Perplexity = 32.04 +Step 3510/44000 | Loss: 3.4715 | LR: 4.95e-04 | 3569.2ms/step | 5.6 samples/s +Step 3520/44000 | Loss: 3.4590 | LR: 4.95e-04 | 1327.3ms/step | 15.1 samples/s +Step 3530/44000 | Loss: 3.4570 | LR: 4.95e-04 | 1328.1ms/step | 15.1 samples/s +Step 3540/44000 | Loss: 3.4644 | LR: 4.95e-04 | 1333.4ms/step | 15.0 samples/s +Step 3550/44000 | Loss: 3.4409 | LR: 4.95e-04 | 1333.2ms/step | 15.0 samples/s +Step 3560/44000 | Loss: 3.4263 | LR: 4.95e-04 | 1332.6ms/step | 15.0 samples/s +Step 3570/44000 | Loss: 3.4520 | LR: 4.95e-04 | 1329.7ms/step | 15.0 samples/s +Step 3580/44000 | Loss: 3.4295 | LR: 4.95e-04 | 1330.5ms/step | 15.0 samples/s +Step 3590/44000 | Loss: 3.4427 | LR: 4.95e-04 | 1333.2ms/step | 15.0 samples/s +Step 3600/44000 | Loss: 3.4314 | LR: 4.95e-04 | 1332.1ms/step | 15.0 samples/s +Step 3610/44000 | Loss: 3.4419 | LR: 4.95e-04 | 1331.1ms/step | 15.0 samples/s +Step 3620/44000 | Loss: 3.4430 | LR: 4.95e-04 | 1333.5ms/step | 15.0 samples/s +Step 3630/44000 | Loss: 3.4325 | LR: 4.95e-04 | 1330.1ms/step | 15.0 samples/s +Step 3640/44000 | Loss: 3.4439 | LR: 4.95e-04 | 1332.1ms/step | 15.0 samples/s +Step 3650/44000 | Loss: 3.4332 | LR: 4.94e-04 | 1331.6ms/step | 15.0 samples/s +Step 3660/44000 | Loss: 3.4327 | LR: 4.94e-04 | 1332.2ms/step | 15.0 samples/s +Step 3670/44000 | Loss: 3.4255 | LR: 4.94e-04 | 1332.5ms/step | 15.0 samples/s +Step 3680/44000 | Loss: 3.4367 | LR: 4.94e-04 | 1333.3ms/step | 15.0 samples/s +Step 3690/44000 | Loss: 3.4318 | LR: 4.94e-04 | 1328.5ms/step | 15.1 samples/s +Step 3700/44000 | Loss: 3.4465 | LR: 4.94e-04 | 1330.2ms/step | 15.0 samples/s +Step 3710/44000 | Loss: 3.4409 | LR: 4.94e-04 | 1328.4ms/step | 15.1 samples/s +Step 3720/44000 | Loss: 3.3959 | LR: 4.94e-04 | 1330.7ms/step | 15.0 samples/s +Step 3730/44000 | Loss: 3.4445 | LR: 4.94e-04 | 1330.6ms/step | 15.0 samples/s +Step 3740/44000 | Loss: 3.4375 | LR: 4.94e-04 | 1329.5ms/step | 15.0 samples/s +Step 3750/44000 | Loss: 3.4448 | LR: 4.94e-04 | 1331.5ms/step | 15.0 samples/s +Validation at step 3750: Loss = 3.4386, Perplexity = 31.14 +Step 3760/44000 | Loss: 3.4241 | LR: 4.94e-04 | 3568.8ms/step | 5.6 samples/s +Step 3770/44000 | Loss: 3.4205 | LR: 4.94e-04 | 1331.0ms/step | 15.0 samples/s +Step 3780/44000 | Loss: 3.4136 | LR: 4.94e-04 | 1334.2ms/step | 15.0 samples/s +Step 3790/44000 | Loss: 3.4368 | LR: 4.94e-04 | 1333.1ms/step | 15.0 samples/s +Step 3800/44000 | Loss: 3.4183 | LR: 4.94e-04 | 1330.6ms/step | 15.0 samples/s +Step 3810/44000 | Loss: 3.4230 | LR: 4.94e-04 | 1333.1ms/step | 15.0 samples/s +Step 3820/44000 | Loss: 3.4294 | LR: 4.94e-04 | 1333.9ms/step | 15.0 samples/s +Step 3830/44000 | Loss: 3.4209 | LR: 4.94e-04 | 1331.3ms/step | 15.0 samples/s +Step 3840/44000 | Loss: 3.4085 | LR: 4.94e-04 | 1332.9ms/step | 15.0 samples/s +Step 3850/44000 | Loss: 3.4170 | LR: 4.94e-04 | 1331.9ms/step | 15.0 samples/s +Step 3860/44000 | Loss: 3.4161 | LR: 4.94e-04 | 1331.5ms/step | 15.0 samples/s +Step 3870/44000 | Loss: 3.4211 | LR: 4.94e-04 | 1331.7ms/step | 15.0 samples/s +Step 3880/44000 | Loss: 3.3906 | LR: 4.94e-04 | 1331.5ms/step | 15.0 samples/s +Step 3890/44000 | Loss: 3.4459 | LR: 4.94e-04 | 1332.9ms/step | 15.0 samples/s +Step 3900/44000 | Loss: 3.4051 | LR: 4.93e-04 | 1332.6ms/step | 15.0 samples/s +Step 3910/44000 | Loss: 3.3961 | LR: 4.93e-04 | 1330.7ms/step | 15.0 samples/s +Step 3920/44000 | Loss: 3.3997 | LR: 4.93e-04 | 1333.6ms/step | 15.0 samples/s +Step 3930/44000 | Loss: 3.4096 | LR: 4.93e-04 | 1328.3ms/step | 15.1 samples/s +Step 3940/44000 | Loss: 3.4100 | LR: 4.93e-04 | 1332.7ms/step | 15.0 samples/s +Step 3950/44000 | Loss: 3.4359 | LR: 4.93e-04 | 1335.8ms/step | 15.0 samples/s +Step 3960/44000 | Loss: 3.4267 | LR: 4.93e-04 | 1334.7ms/step | 15.0 samples/s +Step 3970/44000 | Loss: 3.3805 | LR: 4.93e-04 | 1333.8ms/step | 15.0 samples/s +Step 3980/44000 | Loss: 3.3916 | LR: 4.93e-04 | 1332.8ms/step | 15.0 samples/s +Step 3990/44000 | Loss: 3.4196 | LR: 4.93e-04 | 1330.4ms/step | 15.0 samples/s +Step 4000/44000 | Loss: 3.4022 | LR: 4.93e-04 | 1330.5ms/step | 15.0 samples/s +Validation at step 4000: Loss = 3.4166, Perplexity = 30.47 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-4000 +Step 4010/44000 | Loss: 3.4546 | LR: 4.93e-04 | 3877.1ms/step | 5.2 samples/s +Step 4020/44000 | Loss: 3.4130 | LR: 4.93e-04 | 1337.4ms/step | 15.0 samples/s +Step 4030/44000 | Loss: 3.3904 | LR: 4.93e-04 | 1337.1ms/step | 15.0 samples/s +Step 4040/44000 | Loss: 3.4058 | LR: 4.93e-04 | 1337.1ms/step | 15.0 samples/s +Step 4050/44000 | Loss: 3.4385 | LR: 4.93e-04 | 1337.8ms/step | 14.9 samples/s +Step 4060/44000 | Loss: 3.3869 | LR: 4.93e-04 | 1337.1ms/step | 15.0 samples/s +Step 4070/44000 | Loss: 3.4059 | LR: 4.93e-04 | 1337.5ms/step | 15.0 samples/s +Step 4080/44000 | Loss: 3.4241 | LR: 4.93e-04 | 1335.3ms/step | 15.0 samples/s +Step 4090/44000 | Loss: 3.3771 | LR: 4.93e-04 | 1336.7ms/step | 15.0 samples/s +Step 4100/44000 | Loss: 3.4079 | LR: 4.93e-04 | 1338.7ms/step | 14.9 samples/s +Step 4110/44000 | Loss: 3.3784 | LR: 4.93e-04 | 1339.8ms/step | 14.9 samples/s +Step 4120/44000 | Loss: 3.4066 | LR: 4.93e-04 | 1337.7ms/step | 15.0 samples/s +Step 4130/44000 | Loss: 3.4060 | LR: 4.93e-04 | 1337.7ms/step | 15.0 samples/s +Step 4140/44000 | Loss: 3.3875 | LR: 4.92e-04 | 1337.2ms/step | 15.0 samples/s +Step 4150/44000 | Loss: 3.4343 | LR: 4.92e-04 | 1337.4ms/step | 15.0 samples/s +Step 4160/44000 | Loss: 3.4129 | LR: 4.92e-04 | 1339.4ms/step | 14.9 samples/s +Step 4170/44000 | Loss: 3.3965 | LR: 4.92e-04 | 1339.2ms/step | 14.9 samples/s +Step 4180/44000 | Loss: 3.3770 | LR: 4.92e-04 | 1340.3ms/step | 14.9 samples/s +Step 4190/44000 | Loss: 3.3870 | LR: 4.92e-04 | 1337.7ms/step | 15.0 samples/s +Step 4200/44000 | Loss: 3.3795 | LR: 4.92e-04 | 1337.4ms/step | 15.0 samples/s +Step 4210/44000 | Loss: 3.4115 | LR: 4.92e-04 | 1336.5ms/step | 15.0 samples/s +Step 4220/44000 | Loss: 3.3777 | LR: 4.92e-04 | 1339.8ms/step | 14.9 samples/s +Step 4230/44000 | Loss: 3.4071 | LR: 4.92e-04 | 1339.1ms/step | 14.9 samples/s +Step 4240/44000 | Loss: 3.4702 | LR: 4.92e-04 | 1335.7ms/step | 15.0 samples/s +Step 4250/44000 | Loss: 3.4295 | LR: 4.92e-04 | 1337.6ms/step | 15.0 samples/s +Validation at step 4250: Loss = 3.3979, Perplexity = 29.90 +Step 4260/44000 | Loss: 3.4032 | LR: 4.92e-04 | 3594.4ms/step | 5.6 samples/s +Step 4270/44000 | Loss: 3.3365 | LR: 4.92e-04 | 1337.3ms/step | 15.0 samples/s +Step 4280/44000 | Loss: 3.3599 | LR: 4.92e-04 | 1341.0ms/step | 14.9 samples/s +Step 4290/44000 | Loss: 3.3919 | LR: 4.92e-04 | 1337.6ms/step | 15.0 samples/s +Step 4300/44000 | Loss: 3.3910 | LR: 4.92e-04 | 1336.2ms/step | 15.0 samples/s +Step 4310/44000 | Loss: 3.3873 | LR: 4.92e-04 | 1333.8ms/step | 15.0 samples/s +Step 4320/44000 | Loss: 3.3923 | LR: 4.92e-04 | 1337.6ms/step | 15.0 samples/s +Step 4330/44000 | Loss: 3.3804 | LR: 4.92e-04 | 1336.7ms/step | 15.0 samples/s +Step 4340/44000 | Loss: 3.3928 | LR: 4.92e-04 | 1338.7ms/step | 14.9 samples/s +Step 4350/44000 | Loss: 3.3995 | LR: 4.92e-04 | 1336.4ms/step | 15.0 samples/s +Step 4360/44000 | Loss: 3.3483 | LR: 4.91e-04 | 1339.6ms/step | 14.9 samples/s +Step 4370/44000 | Loss: 3.3672 | LR: 4.91e-04 | 1335.3ms/step | 15.0 samples/s +Step 4380/44000 | Loss: 3.4197 | LR: 4.91e-04 | 1335.6ms/step | 15.0 samples/s +Step 4390/44000 | Loss: 3.4008 | LR: 4.91e-04 | 1334.0ms/step | 15.0 samples/s +Step 4400/44000 | Loss: 3.3997 | LR: 4.91e-04 | 1338.8ms/step | 14.9 samples/s +Step 4410/44000 | Loss: 3.3708 | LR: 4.91e-04 | 1337.0ms/step | 15.0 samples/s +Step 4420/44000 | Loss: 3.3789 | LR: 4.91e-04 | 1338.1ms/step | 14.9 samples/s +Step 4430/44000 | Loss: 3.3811 | LR: 4.91e-04 | 1338.7ms/step | 14.9 samples/s +Step 4440/44000 | Loss: 3.3923 | LR: 4.91e-04 | 1336.9ms/step | 15.0 samples/s +Step 4450/44000 | Loss: 3.3832 | LR: 4.91e-04 | 1334.9ms/step | 15.0 samples/s +Step 4460/44000 | Loss: 3.3815 | LR: 4.91e-04 | 1334.6ms/step | 15.0 samples/s +Step 4470/44000 | Loss: 3.3442 | LR: 4.91e-04 | 1335.8ms/step | 15.0 samples/s +Step 4480/44000 | Loss: 3.3788 | LR: 4.91e-04 | 1335.2ms/step | 15.0 samples/s +Step 4490/44000 | Loss: 3.3845 | LR: 4.91e-04 | 1338.2ms/step | 14.9 samples/s +Step 4500/44000 | Loss: 3.3764 | LR: 4.91e-04 | 1335.9ms/step | 15.0 samples/s +Validation at step 4500: Loss = 3.3802, Perplexity = 29.38 +Step 4510/44000 | Loss: 3.3676 | LR: 4.91e-04 | 3580.2ms/step | 5.6 samples/s +Step 4520/44000 | Loss: 3.3899 | LR: 4.91e-04 | 1337.5ms/step | 15.0 samples/s +Step 4530/44000 | Loss: 3.3894 | LR: 4.91e-04 | 1335.4ms/step | 15.0 samples/s +Step 4540/44000 | Loss: 3.3494 | LR: 4.91e-04 | 1334.1ms/step | 15.0 samples/s +Step 4550/44000 | Loss: 3.3433 | LR: 4.91e-04 | 1338.3ms/step | 14.9 samples/s +Step 4560/44000 | Loss: 3.3509 | LR: 4.90e-04 | 1335.9ms/step | 15.0 samples/s +Step 4570/44000 | Loss: 3.3689 | LR: 4.90e-04 | 1338.9ms/step | 14.9 samples/s +Step 4580/44000 | Loss: 3.3277 | LR: 4.90e-04 | 1337.3ms/step | 15.0 samples/s +Step 4590/44000 | Loss: 3.3292 | LR: 4.90e-04 | 1334.1ms/step | 15.0 samples/s +Step 4600/44000 | Loss: 3.3499 | LR: 4.90e-04 | 1335.6ms/step | 15.0 samples/s +Step 4610/44000 | Loss: 3.3582 | LR: 4.90e-04 | 1337.1ms/step | 15.0 samples/s +Step 4620/44000 | Loss: 3.3477 | LR: 4.90e-04 | 1335.9ms/step | 15.0 samples/s +Step 4630/44000 | Loss: 3.3590 | LR: 4.90e-04 | 1335.9ms/step | 15.0 samples/s +Step 4640/44000 | Loss: 3.3697 | LR: 4.90e-04 | 1336.1ms/step | 15.0 samples/s +Step 4650/44000 | Loss: 3.3582 | LR: 4.90e-04 | 1337.1ms/step | 15.0 samples/s +Step 4660/44000 | Loss: 3.3377 | LR: 4.90e-04 | 1338.0ms/step | 14.9 samples/s +Step 4670/44000 | Loss: 3.3298 | LR: 4.90e-04 | 1339.8ms/step | 14.9 samples/s +Step 4680/44000 | Loss: 3.3530 | LR: 4.90e-04 | 1338.2ms/step | 14.9 samples/s +Step 4690/44000 | Loss: 3.3464 | LR: 4.90e-04 | 1336.2ms/step | 15.0 samples/s +Step 4700/44000 | Loss: 3.3817 | LR: 4.90e-04 | 1336.3ms/step | 15.0 samples/s +Step 4710/44000 | Loss: 3.3562 | LR: 4.90e-04 | 1334.8ms/step | 15.0 samples/s +Step 4720/44000 | Loss: 3.3351 | LR: 4.90e-04 | 1336.8ms/step | 15.0 samples/s +Step 4730/44000 | Loss: 3.3545 | LR: 4.90e-04 | 1336.5ms/step | 15.0 samples/s +Step 4740/44000 | Loss: 3.3452 | LR: 4.90e-04 | 1338.1ms/step | 14.9 samples/s +Step 4750/44000 | Loss: 3.3554 | LR: 4.90e-04 | 1337.4ms/step | 15.0 samples/s +Validation at step 4750: Loss = 3.3610, Perplexity = 28.82 +Step 4760/44000 | Loss: 3.3347 | LR: 4.89e-04 | 3579.4ms/step | 5.6 samples/s +Step 4770/44000 | Loss: 3.3595 | LR: 4.89e-04 | 1340.1ms/step | 14.9 samples/s +Step 4780/44000 | Loss: 3.3548 | LR: 4.89e-04 | 1339.0ms/step | 14.9 samples/s +Step 4790/44000 | Loss: 3.3294 | LR: 4.89e-04 | 1336.6ms/step | 15.0 samples/s +Step 4800/44000 | Loss: 3.3563 | LR: 4.89e-04 | 1333.5ms/step | 15.0 samples/s +Step 4810/44000 | Loss: 3.3531 | LR: 4.89e-04 | 1335.9ms/step | 15.0 samples/s +Step 4820/44000 | Loss: 3.3527 | LR: 4.89e-04 | 1335.9ms/step | 15.0 samples/s +Step 4830/44000 | Loss: 3.3404 | LR: 4.89e-04 | 1333.8ms/step | 15.0 samples/s +Step 4840/44000 | Loss: 3.3534 | LR: 4.89e-04 | 1333.0ms/step | 15.0 samples/s +Step 4850/44000 | Loss: 3.3547 | LR: 4.89e-04 | 1334.0ms/step | 15.0 samples/s +Step 4860/44000 | Loss: 3.3621 | LR: 4.89e-04 | 1333.6ms/step | 15.0 samples/s +Step 4870/44000 | Loss: 3.3264 | LR: 4.89e-04 | 1335.8ms/step | 15.0 samples/s +Step 4880/44000 | Loss: 3.3258 | LR: 4.89e-04 | 1335.6ms/step | 15.0 samples/s +Step 4890/44000 | Loss: 3.3169 | LR: 4.89e-04 | 1334.8ms/step | 15.0 samples/s +Step 4900/44000 | Loss: 3.3005 | LR: 4.89e-04 | 1339.6ms/step | 14.9 samples/s +Step 4910/44000 | Loss: 3.3373 | LR: 4.89e-04 | 1337.6ms/step | 15.0 samples/s +Step 4920/44000 | Loss: 3.3376 | LR: 4.89e-04 | 1336.9ms/step | 15.0 samples/s +Step 4930/44000 | Loss: 3.3222 | LR: 4.89e-04 | 1336.7ms/step | 15.0 samples/s +Step 4940/44000 | Loss: 3.3309 | LR: 4.89e-04 | 1335.4ms/step | 15.0 samples/s +Step 4950/44000 | Loss: 3.3331 | LR: 4.88e-04 | 1333.6ms/step | 15.0 samples/s +Step 4960/44000 | Loss: 3.3219 | LR: 4.88e-04 | 1338.7ms/step | 14.9 samples/s +Step 4970/44000 | Loss: 3.3136 | LR: 4.88e-04 | 1335.7ms/step | 15.0 samples/s +Step 4980/44000 | Loss: 3.3119 | LR: 4.88e-04 | 1336.3ms/step | 15.0 samples/s +Step 4990/44000 | Loss: 3.3380 | LR: 4.88e-04 | 1336.1ms/step | 15.0 samples/s +Step 5000/44000 | Loss: 3.3355 | LR: 4.88e-04 | 1337.2ms/step | 15.0 samples/s +Validation at step 5000: Loss = 3.3452, Perplexity = 28.37 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-5000 +Step 5010/44000 | Loss: 3.3442 | LR: 4.88e-04 | 3875.2ms/step | 5.2 samples/s +Step 5020/44000 | Loss: 3.3232 | LR: 4.88e-04 | 1333.5ms/step | 15.0 samples/s +Step 5030/44000 | Loss: 3.3305 | LR: 4.88e-04 | 1333.8ms/step | 15.0 samples/s +Step 5040/44000 | Loss: 3.3395 | LR: 4.88e-04 | 1337.6ms/step | 15.0 samples/s +Step 5050/44000 | Loss: 3.3148 | LR: 4.88e-04 | 1336.3ms/step | 15.0 samples/s +Step 5060/44000 | Loss: 3.3446 | LR: 4.88e-04 | 1337.5ms/step | 15.0 samples/s +Step 5070/44000 | Loss: 3.3493 | LR: 4.88e-04 | 1336.8ms/step | 15.0 samples/s +Step 5080/44000 | Loss: 3.3403 | LR: 4.88e-04 | 1338.4ms/step | 14.9 samples/s +Step 5090/44000 | Loss: 3.3123 | LR: 4.88e-04 | 1339.7ms/step | 14.9 samples/s +Step 5100/44000 | Loss: 3.3406 | LR: 4.88e-04 | 1340.1ms/step | 14.9 samples/s +Step 5110/44000 | Loss: 3.3570 | LR: 4.88e-04 | 1338.0ms/step | 14.9 samples/s +Step 5120/44000 | Loss: 3.3559 | LR: 4.88e-04 | 1337.3ms/step | 15.0 samples/s +Step 5130/44000 | Loss: 3.3368 | LR: 4.87e-04 | 1336.1ms/step | 15.0 samples/s +Step 5140/44000 | Loss: 3.3132 | LR: 4.87e-04 | 1336.8ms/step | 15.0 samples/s +Step 5150/44000 | Loss: 3.3571 | LR: 4.87e-04 | 1337.7ms/step | 15.0 samples/s +Step 5160/44000 | Loss: 3.3542 | LR: 4.87e-04 | 1336.0ms/step | 15.0 samples/s +Step 5170/44000 | Loss: 3.3438 | LR: 4.87e-04 | 1338.0ms/step | 14.9 samples/s +Step 5180/44000 | Loss: 3.3017 | LR: 4.87e-04 | 1339.3ms/step | 14.9 samples/s +Step 5190/44000 | Loss: 3.3297 | LR: 4.87e-04 | 1340.9ms/step | 14.9 samples/s +Step 5200/44000 | Loss: 3.2976 | LR: 4.87e-04 | 1338.9ms/step | 14.9 samples/s +Step 5210/44000 | Loss: 3.3330 | LR: 4.87e-04 | 1340.0ms/step | 14.9 samples/s +Step 5220/44000 | Loss: 3.3264 | LR: 4.87e-04 | 1336.9ms/step | 15.0 samples/s +Step 5230/44000 | Loss: 3.2807 | LR: 4.87e-04 | 1338.7ms/step | 14.9 samples/s +Step 5240/44000 | Loss: 3.3108 | LR: 4.87e-04 | 1338.3ms/step | 14.9 samples/s +Step 5250/44000 | Loss: 3.3084 | LR: 4.87e-04 | 1339.7ms/step | 14.9 samples/s +Validation at step 5250: Loss = 3.3293, Perplexity = 27.92 +Step 5260/44000 | Loss: 3.3329 | LR: 4.87e-04 | 3582.2ms/step | 5.6 samples/s +Step 5270/44000 | Loss: 3.2996 | LR: 4.87e-04 | 1340.9ms/step | 14.9 samples/s +Step 5280/44000 | Loss: 3.3281 | LR: 4.87e-04 | 1339.7ms/step | 14.9 samples/s +Step 5290/44000 | Loss: 3.3134 | LR: 4.87e-04 | 1336.2ms/step | 15.0 samples/s +Step 5300/44000 | Loss: 3.2656 | LR: 4.86e-04 | 1338.8ms/step | 14.9 samples/s +Step 5310/44000 | Loss: 3.3088 | LR: 4.86e-04 | 1338.6ms/step | 14.9 samples/s +Step 5320/44000 | Loss: 3.3203 | LR: 4.86e-04 | 1338.3ms/step | 14.9 samples/s +Step 5330/44000 | Loss: 3.3153 | LR: 4.86e-04 | 1338.0ms/step | 14.9 samples/s +Step 5340/44000 | Loss: 3.3273 | LR: 4.86e-04 | 1337.4ms/step | 15.0 samples/s +Step 5350/44000 | Loss: 3.2941 | LR: 4.86e-04 | 1337.1ms/step | 15.0 samples/s +Step 5360/44000 | Loss: 3.3188 | LR: 4.86e-04 | 1338.0ms/step | 14.9 samples/s +Step 5370/44000 | Loss: 3.3178 | LR: 4.86e-04 | 1335.5ms/step | 15.0 samples/s +Step 5380/44000 | Loss: 3.3045 | LR: 4.86e-04 | 1335.5ms/step | 15.0 samples/s +Step 5390/44000 | Loss: 3.3285 | LR: 4.86e-04 | 1333.3ms/step | 15.0 samples/s +Step 5400/44000 | Loss: 3.3334 | LR: 4.86e-04 | 1335.2ms/step | 15.0 samples/s +Step 5410/44000 | Loss: 3.3190 | LR: 4.86e-04 | 1335.1ms/step | 15.0 samples/s +Step 5420/44000 | Loss: 3.3157 | LR: 4.86e-04 | 1340.9ms/step | 14.9 samples/s +Step 5430/44000 | Loss: 3.2995 | LR: 4.86e-04 | 1339.2ms/step | 14.9 samples/s +Step 5440/44000 | Loss: 3.3097 | LR: 4.86e-04 | 1338.6ms/step | 14.9 samples/s +Step 5450/44000 | Loss: 3.3219 | LR: 4.86e-04 | 1339.3ms/step | 14.9 samples/s +Step 5460/44000 | Loss: 3.3380 | LR: 4.86e-04 | 1339.2ms/step | 14.9 samples/s +Step 5470/44000 | Loss: 3.3171 | LR: 4.85e-04 | 1336.3ms/step | 15.0 samples/s +Step 5480/44000 | Loss: 3.2994 | LR: 4.85e-04 | 1337.1ms/step | 15.0 samples/s +Step 5490/44000 | Loss: 3.2864 | LR: 4.85e-04 | 1334.9ms/step | 15.0 samples/s +Step 5500/44000 | Loss: 3.3101 | LR: 4.85e-04 | 1333.2ms/step | 15.0 samples/s +Validation at step 5500: Loss = 3.3151, Perplexity = 27.52 +Step 5510/44000 | Loss: 3.3057 | LR: 4.85e-04 | 3564.3ms/step | 5.6 samples/s +Step 5520/44000 | Loss: 3.3083 | LR: 4.85e-04 | 1332.1ms/step | 15.0 samples/s +Step 5530/44000 | Loss: 3.2782 | LR: 4.85e-04 | 1332.0ms/step | 15.0 samples/s +Step 5540/44000 | Loss: 3.3129 | LR: 4.85e-04 | 1330.4ms/step | 15.0 samples/s +Step 5550/44000 | Loss: 3.2933 | LR: 4.85e-04 | 1328.1ms/step | 15.1 samples/s +Step 5560/44000 | Loss: 3.3042 | LR: 4.85e-04 | 1330.8ms/step | 15.0 samples/s +Step 5570/44000 | Loss: 3.2976 | LR: 4.85e-04 | 1328.2ms/step | 15.1 samples/s +Step 5580/44000 | Loss: 3.2842 | LR: 4.85e-04 | 1327.5ms/step | 15.1 samples/s +Step 5590/44000 | Loss: 3.2801 | LR: 4.85e-04 | 1330.8ms/step | 15.0 samples/s +Step 5600/44000 | Loss: 3.2809 | LR: 4.85e-04 | 1328.4ms/step | 15.1 samples/s +Step 5610/44000 | Loss: 3.3116 | LR: 4.85e-04 | 1329.6ms/step | 15.0 samples/s +Step 5620/44000 | Loss: 3.2944 | LR: 4.85e-04 | 1330.6ms/step | 15.0 samples/s +Step 5630/44000 | Loss: 3.3140 | LR: 4.84e-04 | 1329.2ms/step | 15.0 samples/s +Step 5640/44000 | Loss: 3.2859 | LR: 4.84e-04 | 1330.3ms/step | 15.0 samples/s +Step 5650/44000 | Loss: 3.2837 | LR: 4.84e-04 | 1331.1ms/step | 15.0 samples/s +Step 5660/44000 | Loss: 3.2704 | LR: 4.84e-04 | 1331.2ms/step | 15.0 samples/s +Step 5670/44000 | Loss: 3.2888 | LR: 4.84e-04 | 1334.0ms/step | 15.0 samples/s +Step 5680/44000 | Loss: 3.2726 | LR: 4.84e-04 | 1331.6ms/step | 15.0 samples/s +Step 5690/44000 | Loss: 3.3195 | LR: 4.84e-04 | 1335.2ms/step | 15.0 samples/s +Step 5700/44000 | Loss: 3.3099 | LR: 4.84e-04 | 1337.0ms/step | 15.0 samples/s +Step 5710/44000 | Loss: 3.2571 | LR: 4.84e-04 | 1337.7ms/step | 15.0 samples/s +Step 5720/44000 | Loss: 3.2587 | LR: 4.84e-04 | 1336.3ms/step | 15.0 samples/s +Step 5730/44000 | Loss: 3.2773 | LR: 4.84e-04 | 1336.4ms/step | 15.0 samples/s +Step 5740/44000 | Loss: 3.2795 | LR: 4.84e-04 | 1333.0ms/step | 15.0 samples/s +Step 5750/44000 | Loss: 3.2832 | LR: 4.84e-04 | 1335.6ms/step | 15.0 samples/s +Validation at step 5750: Loss = 3.3022, Perplexity = 27.17 +Step 5760/44000 | Loss: 3.3058 | LR: 4.84e-04 | 3577.4ms/step | 5.6 samples/s +Step 5770/44000 | Loss: 3.3113 | LR: 4.84e-04 | 1337.6ms/step | 15.0 samples/s +Step 5780/44000 | Loss: 3.2882 | LR: 4.83e-04 | 1332.6ms/step | 15.0 samples/s +Step 5790/44000 | Loss: 3.2734 | LR: 4.83e-04 | 1333.7ms/step | 15.0 samples/s +Step 5800/44000 | Loss: 3.2985 | LR: 4.83e-04 | 1334.8ms/step | 15.0 samples/s +Step 5810/44000 | Loss: 3.3133 | LR: 4.83e-04 | 1337.2ms/step | 15.0 samples/s +Step 5820/44000 | Loss: 3.2941 | LR: 4.83e-04 | 1338.4ms/step | 14.9 samples/s +Step 5830/44000 | Loss: 3.2900 | LR: 4.83e-04 | 1336.2ms/step | 15.0 samples/s +Step 5840/44000 | Loss: 3.2837 | LR: 4.83e-04 | 1339.7ms/step | 14.9 samples/s +Step 5850/44000 | Loss: 3.2647 | LR: 4.83e-04 | 1337.2ms/step | 15.0 samples/s +Step 5860/44000 | Loss: 3.2938 | LR: 4.83e-04 | 1335.0ms/step | 15.0 samples/s +Step 5870/44000 | Loss: 3.3002 | LR: 4.83e-04 | 1337.1ms/step | 15.0 samples/s +Step 5880/44000 | Loss: 3.2800 | LR: 4.83e-04 | 1336.2ms/step | 15.0 samples/s +Step 5890/44000 | Loss: 3.2960 | LR: 4.83e-04 | 1337.3ms/step | 15.0 samples/s +Step 5900/44000 | Loss: 3.2835 | LR: 4.83e-04 | 1339.5ms/step | 14.9 samples/s +Step 5910/44000 | Loss: 3.2912 | LR: 4.83e-04 | 1336.2ms/step | 15.0 samples/s +Step 5920/44000 | Loss: 3.3007 | LR: 4.83e-04 | 1339.4ms/step | 14.9 samples/s +Step 5930/44000 | Loss: 3.2523 | LR: 4.83e-04 | 1338.4ms/step | 14.9 samples/s +Step 5940/44000 | Loss: 3.3017 | LR: 4.82e-04 | 1339.5ms/step | 14.9 samples/s +Step 5950/44000 | Loss: 3.2628 | LR: 4.82e-04 | 1338.1ms/step | 14.9 samples/s +Step 5960/44000 | Loss: 3.2534 | LR: 4.82e-04 | 1340.0ms/step | 14.9 samples/s +Step 5970/44000 | Loss: 3.2594 | LR: 4.82e-04 | 1339.9ms/step | 14.9 samples/s +Step 5980/44000 | Loss: 3.2550 | LR: 4.82e-04 | 1336.8ms/step | 15.0 samples/s +Step 5990/44000 | Loss: 3.2541 | LR: 4.82e-04 | 1336.1ms/step | 15.0 samples/s +Step 6000/44000 | Loss: 3.2805 | LR: 4.82e-04 | 1336.9ms/step | 15.0 samples/s +Validation at step 6000: Loss = 3.2894, Perplexity = 26.83 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-6000 +Step 6010/44000 | Loss: 3.3043 | LR: 4.82e-04 | 3883.1ms/step | 5.2 samples/s +Step 6020/44000 | Loss: 3.2644 | LR: 4.82e-04 | 1334.9ms/step | 15.0 samples/s +Step 6030/44000 | Loss: 3.2694 | LR: 4.82e-04 | 1334.7ms/step | 15.0 samples/s +Step 6040/44000 | Loss: 3.2731 | LR: 4.82e-04 | 1331.0ms/step | 15.0 samples/s +Step 6050/44000 | Loss: 3.2765 | LR: 4.82e-04 | 1333.0ms/step | 15.0 samples/s +Step 6060/44000 | Loss: 3.3003 | LR: 4.82e-04 | 1333.3ms/step | 15.0 samples/s +Step 6070/44000 | Loss: 3.2806 | LR: 4.82e-04 | 1331.7ms/step | 15.0 samples/s +Step 6080/44000 | Loss: 3.2734 | LR: 4.81e-04 | 1331.1ms/step | 15.0 samples/s +Step 6090/44000 | Loss: 3.3002 | LR: 4.81e-04 | 1331.6ms/step | 15.0 samples/s +Step 6100/44000 | Loss: 3.2549 | LR: 4.81e-04 | 1333.7ms/step | 15.0 samples/s +Step 6110/44000 | Loss: 3.2698 | LR: 4.81e-04 | 1330.0ms/step | 15.0 samples/s +Step 6120/44000 | Loss: 3.2510 | LR: 4.81e-04 | 1329.6ms/step | 15.0 samples/s +Step 6130/44000 | Loss: 3.2673 | LR: 4.81e-04 | 1329.2ms/step | 15.0 samples/s +Step 6140/44000 | Loss: 3.2542 | LR: 4.81e-04 | 1329.6ms/step | 15.0 samples/s +Step 6150/44000 | Loss: 3.2628 | LR: 4.81e-04 | 1330.3ms/step | 15.0 samples/s +Step 6160/44000 | Loss: 3.2597 | LR: 4.81e-04 | 1330.8ms/step | 15.0 samples/s +Step 6170/44000 | Loss: 3.2771 | LR: 4.81e-04 | 1336.0ms/step | 15.0 samples/s +Step 6180/44000 | Loss: 3.2733 | LR: 4.81e-04 | 1333.0ms/step | 15.0 samples/s +Step 6190/44000 | Loss: 3.2580 | LR: 4.81e-04 | 1336.0ms/step | 15.0 samples/s +Step 6200/44000 | Loss: 3.2731 | LR: 4.81e-04 | 1333.2ms/step | 15.0 samples/s +Step 6210/44000 | Loss: 3.2680 | LR: 4.81e-04 | 1333.9ms/step | 15.0 samples/s +Step 6220/44000 | Loss: 3.3012 | LR: 4.81e-04 | 1331.9ms/step | 15.0 samples/s +Step 6230/44000 | Loss: 3.2650 | LR: 4.80e-04 | 1333.1ms/step | 15.0 samples/s +Step 6240/44000 | Loss: 3.2867 | LR: 4.80e-04 | 1335.4ms/step | 15.0 samples/s +Step 6250/44000 | Loss: 3.2813 | LR: 4.80e-04 | 1332.7ms/step | 15.0 samples/s +Validation at step 6250: Loss = 3.2864, Perplexity = 26.75 +Step 6260/44000 | Loss: 3.2765 | LR: 4.80e-04 | 3572.7ms/step | 5.6 samples/s +Step 6270/44000 | Loss: 3.3016 | LR: 4.80e-04 | 1335.1ms/step | 15.0 samples/s +Step 6280/44000 | Loss: 3.2514 | LR: 4.80e-04 | 1336.3ms/step | 15.0 samples/s +Step 6290/44000 | Loss: 3.2821 | LR: 4.80e-04 | 1334.6ms/step | 15.0 samples/s +Step 6300/44000 | Loss: 3.2586 | LR: 4.80e-04 | 1334.0ms/step | 15.0 samples/s +Step 6310/44000 | Loss: 3.2623 | LR: 4.80e-04 | 1337.9ms/step | 14.9 samples/s +Step 6320/44000 | Loss: 3.2573 | LR: 4.80e-04 | 1336.2ms/step | 15.0 samples/s +Step 6330/44000 | Loss: 3.2647 | LR: 4.80e-04 | 1338.6ms/step | 14.9 samples/s +Step 6340/44000 | Loss: 3.2758 | LR: 4.80e-04 | 1338.6ms/step | 14.9 samples/s +Step 6350/44000 | Loss: 3.2354 | LR: 4.80e-04 | 1333.1ms/step | 15.0 samples/s +Step 6360/44000 | Loss: 3.2891 | LR: 4.80e-04 | 1328.9ms/step | 15.0 samples/s +Step 6370/44000 | Loss: 3.2594 | LR: 4.79e-04 | 1331.7ms/step | 15.0 samples/s +Step 6380/44000 | Loss: 3.2464 | LR: 4.79e-04 | 1328.1ms/step | 15.1 samples/s +Step 6390/44000 | Loss: 3.2386 | LR: 4.79e-04 | 1333.1ms/step | 15.0 samples/s +Step 6400/44000 | Loss: 3.2716 | LR: 4.79e-04 | 1332.6ms/step | 15.0 samples/s +Step 6410/44000 | Loss: 3.2411 | LR: 4.79e-04 | 1331.2ms/step | 15.0 samples/s +Step 6420/44000 | Loss: 3.2715 | LR: 4.79e-04 | 1332.6ms/step | 15.0 samples/s +Step 6430/44000 | Loss: 3.2360 | LR: 4.79e-04 | 1332.6ms/step | 15.0 samples/s +Step 6440/44000 | Loss: 3.2518 | LR: 4.79e-04 | 1331.4ms/step | 15.0 samples/s +Step 6450/44000 | Loss: 3.2490 | LR: 4.79e-04 | 1337.4ms/step | 15.0 samples/s +Step 6460/44000 | Loss: 3.2576 | LR: 4.79e-04 | 1334.8ms/step | 15.0 samples/s +Step 6470/44000 | Loss: 3.2367 | LR: 4.79e-04 | 1336.4ms/step | 15.0 samples/s +Step 6480/44000 | Loss: 3.2516 | LR: 4.79e-04 | 1333.7ms/step | 15.0 samples/s +Step 6490/44000 | Loss: 3.2442 | LR: 4.79e-04 | 1331.5ms/step | 15.0 samples/s +Step 6500/44000 | Loss: 3.2429 | LR: 4.79e-04 | 1329.6ms/step | 15.0 samples/s +Validation at step 6500: Loss = 3.2698, Perplexity = 26.31 +Step 6510/44000 | Loss: 3.2677 | LR: 4.78e-04 | 3574.7ms/step | 5.6 samples/s +Step 6520/44000 | Loss: 3.2736 | LR: 4.78e-04 | 1332.7ms/step | 15.0 samples/s +Step 6530/44000 | Loss: 3.2689 | LR: 4.78e-04 | 1334.2ms/step | 15.0 samples/s +Step 6540/44000 | Loss: 3.2663 | LR: 4.78e-04 | 1336.5ms/step | 15.0 samples/s +Step 6550/44000 | Loss: 3.2670 | LR: 4.78e-04 | 1339.5ms/step | 14.9 samples/s +Step 6560/44000 | Loss: 3.2480 | LR: 4.78e-04 | 1336.3ms/step | 15.0 samples/s +Step 6570/44000 | Loss: 3.2489 | LR: 4.78e-04 | 1333.0ms/step | 15.0 samples/s +Step 6580/44000 | Loss: 3.2889 | LR: 4.78e-04 | 1334.4ms/step | 15.0 samples/s +Step 6590/44000 | Loss: 3.2565 | LR: 4.78e-04 | 1333.1ms/step | 15.0 samples/s +Step 6600/44000 | Loss: 3.2447 | LR: 4.78e-04 | 1329.9ms/step | 15.0 samples/s +Step 6610/44000 | Loss: 3.2102 | LR: 4.78e-04 | 1331.5ms/step | 15.0 samples/s +Step 6620/44000 | Loss: 3.2424 | LR: 4.78e-04 | 1332.1ms/step | 15.0 samples/s +Step 6630/44000 | Loss: 3.2449 | LR: 4.78e-04 | 1333.0ms/step | 15.0 samples/s +Step 6640/44000 | Loss: 3.2358 | LR: 4.77e-04 | 1332.0ms/step | 15.0 samples/s +Step 6650/44000 | Loss: 3.2613 | LR: 4.77e-04 | 1329.2ms/step | 15.0 samples/s +Step 6660/44000 | Loss: 3.2866 | LR: 4.77e-04 | 1328.8ms/step | 15.1 samples/s +Step 6670/44000 | Loss: 3.2344 | LR: 4.77e-04 | 1329.2ms/step | 15.0 samples/s +Step 6680/44000 | Loss: 3.2581 | LR: 4.77e-04 | 1329.9ms/step | 15.0 samples/s +Step 6690/44000 | Loss: 3.2589 | LR: 4.77e-04 | 1331.5ms/step | 15.0 samples/s +Step 6700/44000 | Loss: 3.2601 | LR: 4.77e-04 | 1332.6ms/step | 15.0 samples/s +Step 6710/44000 | Loss: 3.2582 | LR: 4.77e-04 | 1332.2ms/step | 15.0 samples/s +Step 6720/44000 | Loss: 3.2240 | LR: 4.77e-04 | 1331.6ms/step | 15.0 samples/s +Step 6730/44000 | Loss: 3.2564 | LR: 4.77e-04 | 1331.1ms/step | 15.0 samples/s +Step 6740/44000 | Loss: 3.2330 | LR: 4.77e-04 | 1330.8ms/step | 15.0 samples/s +Step 6750/44000 | Loss: 3.2392 | LR: 4.77e-04 | 1331.6ms/step | 15.0 samples/s +Validation at step 6750: Loss = 3.2596, Perplexity = 26.04 +Step 6760/44000 | Loss: 3.2648 | LR: 4.77e-04 | 3560.9ms/step | 5.6 samples/s +Step 6770/44000 | Loss: 3.2619 | LR: 4.76e-04 | 1331.8ms/step | 15.0 samples/s +Step 6780/44000 | Loss: 3.2579 | LR: 4.76e-04 | 1332.8ms/step | 15.0 samples/s +Step 6790/44000 | Loss: 3.2511 | LR: 4.76e-04 | 1330.4ms/step | 15.0 samples/s +Step 6800/44000 | Loss: 3.2038 | LR: 4.76e-04 | 1334.1ms/step | 15.0 samples/s +Step 6810/44000 | Loss: 3.2655 | LR: 4.76e-04 | 1332.1ms/step | 15.0 samples/s +Step 6820/44000 | Loss: 3.2252 | LR: 4.76e-04 | 1330.2ms/step | 15.0 samples/s +Step 6830/44000 | Loss: 3.2469 | LR: 4.76e-04 | 1331.0ms/step | 15.0 samples/s +Step 6840/44000 | Loss: 3.2516 | LR: 4.76e-04 | 1332.1ms/step | 15.0 samples/s +Step 6850/44000 | Loss: 3.2526 | LR: 4.76e-04 | 1332.1ms/step | 15.0 samples/s +Step 6860/44000 | Loss: 3.2508 | LR: 4.76e-04 | 1330.3ms/step | 15.0 samples/s +Step 6870/44000 | Loss: 3.2278 | LR: 4.76e-04 | 1330.6ms/step | 15.0 samples/s +Step 6880/44000 | Loss: 3.2007 | LR: 4.76e-04 | 1331.4ms/step | 15.0 samples/s +Step 6890/44000 | Loss: 3.2558 | LR: 4.76e-04 | 1333.8ms/step | 15.0 samples/s +Step 6900/44000 | Loss: 3.2679 | LR: 4.75e-04 | 1333.6ms/step | 15.0 samples/s +Step 6910/44000 | Loss: 3.2301 | LR: 4.75e-04 | 1331.1ms/step | 15.0 samples/s +Step 6920/44000 | Loss: 3.2496 | LR: 4.75e-04 | 1331.0ms/step | 15.0 samples/s +Step 6930/44000 | Loss: 3.2321 | LR: 4.75e-04 | 1333.6ms/step | 15.0 samples/s +Step 6940/44000 | Loss: 3.2585 | LR: 4.75e-04 | 1336.7ms/step | 15.0 samples/s +Step 6950/44000 | Loss: 3.2566 | LR: 4.75e-04 | 1333.7ms/step | 15.0 samples/s +Step 6960/44000 | Loss: 3.2300 | LR: 4.75e-04 | 1335.0ms/step | 15.0 samples/s +Step 6970/44000 | Loss: 3.2521 | LR: 4.75e-04 | 1335.8ms/step | 15.0 samples/s +Step 6980/44000 | Loss: 3.2198 | LR: 4.75e-04 | 1331.9ms/step | 15.0 samples/s +Step 6990/44000 | Loss: 3.2275 | LR: 4.75e-04 | 1334.4ms/step | 15.0 samples/s +Step 7000/44000 | Loss: 3.2339 | LR: 4.75e-04 | 1331.0ms/step | 15.0 samples/s +Validation at step 7000: Loss = 3.2508, Perplexity = 25.81 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-7000 +Step 7010/44000 | Loss: 3.2261 | LR: 4.75e-04 | 3870.7ms/step | 5.2 samples/s +Step 7020/44000 | Loss: 3.2282 | LR: 4.75e-04 | 1333.9ms/step | 15.0 samples/s +Step 7030/44000 | Loss: 3.2497 | LR: 4.74e-04 | 1332.2ms/step | 15.0 samples/s +Step 7040/44000 | Loss: 3.2420 | LR: 4.74e-04 | 1332.5ms/step | 15.0 samples/s +Step 7050/44000 | Loss: 3.2664 | LR: 4.74e-04 | 1332.7ms/step | 15.0 samples/s +Step 7060/44000 | Loss: 3.2480 | LR: 4.74e-04 | 1334.0ms/step | 15.0 samples/s +Step 7070/44000 | Loss: 3.2346 | LR: 4.74e-04 | 1332.0ms/step | 15.0 samples/s +Step 7080/44000 | Loss: 3.2262 | LR: 4.74e-04 | 1334.2ms/step | 15.0 samples/s +Step 7090/44000 | Loss: 3.2053 | LR: 4.74e-04 | 1334.0ms/step | 15.0 samples/s +Step 7100/44000 | Loss: 3.2323 | LR: 4.74e-04 | 1335.0ms/step | 15.0 samples/s +Step 7110/44000 | Loss: 3.2064 | LR: 4.74e-04 | 1333.5ms/step | 15.0 samples/s +Step 7120/44000 | Loss: 3.2271 | LR: 4.74e-04 | 1333.7ms/step | 15.0 samples/s +Step 7130/44000 | Loss: 3.2398 | LR: 4.74e-04 | 1330.3ms/step | 15.0 samples/s +Step 7140/44000 | Loss: 3.2593 | LR: 4.74e-04 | 1332.4ms/step | 15.0 samples/s +Step 7150/44000 | Loss: 3.2391 | LR: 4.73e-04 | 1331.8ms/step | 15.0 samples/s +Step 7160/44000 | Loss: 3.2496 | LR: 4.73e-04 | 1335.7ms/step | 15.0 samples/s +Step 7170/44000 | Loss: 3.2507 | LR: 4.73e-04 | 1334.3ms/step | 15.0 samples/s +Step 7180/44000 | Loss: 3.2342 | LR: 4.73e-04 | 1332.9ms/step | 15.0 samples/s +Step 7190/44000 | Loss: 3.1951 | LR: 4.73e-04 | 1332.7ms/step | 15.0 samples/s +Step 7200/44000 | Loss: 3.2484 | LR: 4.73e-04 | 1333.8ms/step | 15.0 samples/s +Step 7210/44000 | Loss: 3.2687 | LR: 4.73e-04 | 1335.5ms/step | 15.0 samples/s +Step 7220/44000 | Loss: 3.2515 | LR: 4.73e-04 | 1332.9ms/step | 15.0 samples/s +Step 7230/44000 | Loss: 3.2474 | LR: 4.73e-04 | 1335.3ms/step | 15.0 samples/s +Step 7240/44000 | Loss: 3.2388 | LR: 4.73e-04 | 1330.6ms/step | 15.0 samples/s +Step 7250/44000 | Loss: 3.2410 | LR: 4.73e-04 | 1332.1ms/step | 15.0 samples/s +Validation at step 7250: Loss = 3.2402, Perplexity = 25.54 +Step 7260/44000 | Loss: 3.2230 | LR: 4.73e-04 | 3576.8ms/step | 5.6 samples/s +Step 7270/44000 | Loss: 3.2326 | LR: 4.72e-04 | 1331.3ms/step | 15.0 samples/s +Step 7280/44000 | Loss: 3.2126 | LR: 4.72e-04 | 1329.6ms/step | 15.0 samples/s +Step 7290/44000 | Loss: 3.2538 | LR: 4.72e-04 | 1332.0ms/step | 15.0 samples/s +Step 7300/44000 | Loss: 3.2368 | LR: 4.72e-04 | 1385.4ms/step | 14.4 samples/s +Step 7310/44000 | Loss: 3.2521 | LR: 4.72e-04 | 1349.7ms/step | 14.8 samples/s +Step 7320/44000 | Loss: 3.2530 | LR: 4.72e-04 | 1352.8ms/step | 14.8 samples/s +Step 7330/44000 | Loss: 3.2466 | LR: 4.72e-04 | 1340.9ms/step | 14.9 samples/s +Step 7340/44000 | Loss: 3.2558 | LR: 4.72e-04 | 1336.0ms/step | 15.0 samples/s +Step 7350/44000 | Loss: 3.2033 | LR: 4.72e-04 | 1330.8ms/step | 15.0 samples/s +Step 7360/44000 | Loss: 3.2116 | LR: 4.72e-04 | 1337.9ms/step | 14.9 samples/s +Step 7370/44000 | Loss: 3.2019 | LR: 4.72e-04 | 1335.5ms/step | 15.0 samples/s +Step 7380/44000 | Loss: 3.2318 | LR: 4.72e-04 | 1333.0ms/step | 15.0 samples/s +Step 7390/44000 | Loss: 3.2372 | LR: 4.71e-04 | 1332.5ms/step | 15.0 samples/s +Step 7400/44000 | Loss: 3.2287 | LR: 4.71e-04 | 1331.3ms/step | 15.0 samples/s +Step 7410/44000 | Loss: 3.2513 | LR: 4.71e-04 | 1331.9ms/step | 15.0 samples/s +Step 7420/44000 | Loss: 3.2549 | LR: 4.71e-04 | 1332.6ms/step | 15.0 samples/s +Step 7430/44000 | Loss: 3.2338 | LR: 4.71e-04 | 1331.5ms/step | 15.0 samples/s +Step 7440/44000 | Loss: 3.2353 | LR: 4.71e-04 | 1331.9ms/step | 15.0 samples/s +Step 7450/44000 | Loss: 3.2495 | LR: 4.71e-04 | 1329.3ms/step | 15.0 samples/s +Step 7460/44000 | Loss: 3.1946 | LR: 4.71e-04 | 1334.4ms/step | 15.0 samples/s +Step 7470/44000 | Loss: 3.2367 | LR: 4.71e-04 | 1333.1ms/step | 15.0 samples/s +Step 7480/44000 | Loss: 3.1912 | LR: 4.71e-04 | 1331.2ms/step | 15.0 samples/s +Step 7490/44000 | Loss: 3.2312 | LR: 4.71e-04 | 1331.5ms/step | 15.0 samples/s +Step 7500/44000 | Loss: 3.1958 | LR: 4.71e-04 | 1330.6ms/step | 15.0 samples/s +Validation at step 7500: Loss = 3.2330, Perplexity = 25.36 +Step 7510/44000 | Loss: 3.2083 | LR: 4.70e-04 | 3569.0ms/step | 5.6 samples/s +Step 7520/44000 | Loss: 3.2226 | LR: 4.70e-04 | 1335.1ms/step | 15.0 samples/s +Step 7530/44000 | Loss: 3.2521 | LR: 4.70e-04 | 1332.3ms/step | 15.0 samples/s +Step 7540/44000 | Loss: 3.2087 | LR: 4.70e-04 | 1332.0ms/step | 15.0 samples/s +Step 7550/44000 | Loss: 3.2144 | LR: 4.70e-04 | 1331.6ms/step | 15.0 samples/s +Step 7560/44000 | Loss: 3.2162 | LR: 4.70e-04 | 1330.4ms/step | 15.0 samples/s +Step 7570/44000 | Loss: 3.2457 | LR: 4.70e-04 | 1331.0ms/step | 15.0 samples/s +Step 7580/44000 | Loss: 3.2026 | LR: 4.70e-04 | 1332.8ms/step | 15.0 samples/s +Step 7590/44000 | Loss: 3.2457 | LR: 4.70e-04 | 1332.8ms/step | 15.0 samples/s +Step 7600/44000 | Loss: 3.2271 | LR: 4.70e-04 | 1332.0ms/step | 15.0 samples/s +Step 7610/44000 | Loss: 3.2447 | LR: 4.70e-04 | 1331.1ms/step | 15.0 samples/s +Step 7620/44000 | Loss: 3.1964 | LR: 4.70e-04 | 1334.0ms/step | 15.0 samples/s +Step 7630/44000 | Loss: 3.2524 | LR: 4.69e-04 | 1328.6ms/step | 15.1 samples/s +Step 7640/44000 | Loss: 3.2108 | LR: 4.69e-04 | 1332.0ms/step | 15.0 samples/s +Step 7650/44000 | Loss: 3.2222 | LR: 4.69e-04 | 1330.1ms/step | 15.0 samples/s +Step 7660/44000 | Loss: 3.2324 | LR: 4.69e-04 | 1328.4ms/step | 15.1 samples/s +Step 7670/44000 | Loss: 3.2126 | LR: 4.69e-04 | 1330.9ms/step | 15.0 samples/s +Step 7680/44000 | Loss: 3.2331 | LR: 4.69e-04 | 1332.2ms/step | 15.0 samples/s +Step 7690/44000 | Loss: 3.1941 | LR: 4.69e-04 | 1331.8ms/step | 15.0 samples/s +Step 7700/44000 | Loss: 3.2192 | LR: 4.69e-04 | 1335.1ms/step | 15.0 samples/s +Step 7710/44000 | Loss: 3.2435 | LR: 4.69e-04 | 1331.0ms/step | 15.0 samples/s +Step 7720/44000 | Loss: 3.2422 | LR: 4.69e-04 | 1331.5ms/step | 15.0 samples/s +Step 7730/44000 | Loss: 3.2367 | LR: 4.69e-04 | 1332.9ms/step | 15.0 samples/s +Step 7740/44000 | Loss: 3.2071 | LR: 4.68e-04 | 1332.2ms/step | 15.0 samples/s +Step 7750/44000 | Loss: 3.1849 | LR: 4.68e-04 | 1330.4ms/step | 15.0 samples/s +Validation at step 7750: Loss = 3.2230, Perplexity = 25.10 +Step 7760/44000 | Loss: 3.1962 | LR: 4.68e-04 | 3568.9ms/step | 5.6 samples/s +Step 7770/44000 | Loss: 3.1985 | LR: 4.68e-04 | 1332.4ms/step | 15.0 samples/s +Step 7780/44000 | Loss: 3.1941 | LR: 4.68e-04 | 1332.6ms/step | 15.0 samples/s +Step 7790/44000 | Loss: 3.2188 | LR: 4.68e-04 | 1331.8ms/step | 15.0 samples/s +Step 7800/44000 | Loss: 3.2081 | LR: 4.68e-04 | 1332.0ms/step | 15.0 samples/s +Step 7810/44000 | Loss: 3.1967 | LR: 4.68e-04 | 1333.7ms/step | 15.0 samples/s +Step 7820/44000 | Loss: 3.2130 | LR: 4.68e-04 | 1328.2ms/step | 15.1 samples/s +Step 7830/44000 | Loss: 3.2276 | LR: 4.68e-04 | 1329.6ms/step | 15.0 samples/s +Step 7840/44000 | Loss: 3.2059 | LR: 4.68e-04 | 1333.3ms/step | 15.0 samples/s +Step 7850/44000 | Loss: 3.1850 | LR: 4.67e-04 | 1327.9ms/step | 15.1 samples/s +Step 7860/44000 | Loss: 3.2047 | LR: 4.67e-04 | 1328.8ms/step | 15.1 samples/s +Step 7870/44000 | Loss: 3.2082 | LR: 4.67e-04 | 1328.3ms/step | 15.1 samples/s +Step 7880/44000 | Loss: 3.1681 | LR: 4.67e-04 | 1332.7ms/step | 15.0 samples/s +Step 7890/44000 | Loss: 3.1874 | LR: 4.67e-04 | 1332.4ms/step | 15.0 samples/s +Step 7900/44000 | Loss: 3.2350 | LR: 4.67e-04 | 1333.4ms/step | 15.0 samples/s +Step 7910/44000 | Loss: 3.1834 | LR: 4.67e-04 | 1333.4ms/step | 15.0 samples/s +Step 7920/44000 | Loss: 3.2201 | LR: 4.67e-04 | 1331.7ms/step | 15.0 samples/s +Step 7930/44000 | Loss: 3.1984 | LR: 4.67e-04 | 1330.1ms/step | 15.0 samples/s +Step 7940/44000 | Loss: 3.2150 | LR: 4.67e-04 | 1331.5ms/step | 15.0 samples/s +Step 7950/44000 | Loss: 3.2082 | LR: 4.67e-04 | 1333.3ms/step | 15.0 samples/s +Step 7960/44000 | Loss: 3.2020 | LR: 4.66e-04 | 1336.0ms/step | 15.0 samples/s +Step 7970/44000 | Loss: 3.1967 | LR: 4.66e-04 | 1333.2ms/step | 15.0 samples/s +Step 7980/44000 | Loss: 3.2241 | LR: 4.66e-04 | 1330.9ms/step | 15.0 samples/s +Step 7990/44000 | Loss: 3.2203 | LR: 4.66e-04 | 1331.9ms/step | 15.0 samples/s +Step 8000/44000 | Loss: 3.1923 | LR: 4.66e-04 | 1331.7ms/step | 15.0 samples/s +Validation at step 8000: Loss = 3.2148, Perplexity = 24.90 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-8000 +Step 8010/44000 | Loss: 3.1613 | LR: 4.66e-04 | 3885.1ms/step | 5.1 samples/s +Step 8020/44000 | Loss: 3.1834 | LR: 4.66e-04 | 1336.7ms/step | 15.0 samples/s +Step 8030/44000 | Loss: 3.1842 | LR: 4.66e-04 | 1335.9ms/step | 15.0 samples/s +Step 8040/44000 | Loss: 3.2091 | LR: 4.66e-04 | 1341.8ms/step | 14.9 samples/s +Step 8050/44000 | Loss: 3.1920 | LR: 4.66e-04 | 1338.2ms/step | 14.9 samples/s +Step 8060/44000 | Loss: 3.2256 | LR: 4.66e-04 | 1339.3ms/step | 14.9 samples/s +Step 8070/44000 | Loss: 3.1905 | LR: 4.65e-04 | 1340.8ms/step | 14.9 samples/s +Step 8080/44000 | Loss: 3.1811 | LR: 4.65e-04 | 1336.8ms/step | 15.0 samples/s +Step 8090/44000 | Loss: 3.1821 | LR: 4.65e-04 | 1339.5ms/step | 14.9 samples/s +Step 8100/44000 | Loss: 3.2035 | LR: 4.65e-04 | 1341.6ms/step | 14.9 samples/s +Step 8110/44000 | Loss: 3.1999 | LR: 4.65e-04 | 1336.4ms/step | 15.0 samples/s +Step 8120/44000 | Loss: 3.1925 | LR: 4.65e-04 | 1339.1ms/step | 14.9 samples/s +Step 8130/44000 | Loss: 3.1940 | LR: 4.65e-04 | 1337.0ms/step | 15.0 samples/s +Step 8140/44000 | Loss: 3.2283 | LR: 4.65e-04 | 1338.7ms/step | 14.9 samples/s +Step 8150/44000 | Loss: 3.1912 | LR: 4.65e-04 | 1334.7ms/step | 15.0 samples/s +Step 8160/44000 | Loss: 3.1821 | LR: 4.65e-04 | 1336.8ms/step | 15.0 samples/s +Step 8170/44000 | Loss: 3.2079 | LR: 4.65e-04 | 1338.1ms/step | 14.9 samples/s +Step 8180/44000 | Loss: 3.1966 | LR: 4.64e-04 | 1338.0ms/step | 14.9 samples/s +Step 8190/44000 | Loss: 3.1894 | LR: 4.64e-04 | 1339.0ms/step | 14.9 samples/s +Step 8200/44000 | Loss: 3.2153 | LR: 4.64e-04 | 1341.1ms/step | 14.9 samples/s +Step 8210/44000 | Loss: 3.2141 | LR: 4.64e-04 | 1338.2ms/step | 14.9 samples/s +Step 8220/44000 | Loss: 3.2216 | LR: 4.64e-04 | 1341.7ms/step | 14.9 samples/s +Step 8230/44000 | Loss: 3.1820 | LR: 4.64e-04 | 1339.3ms/step | 14.9 samples/s +Step 8240/44000 | Loss: 3.1949 | LR: 4.64e-04 | 1338.1ms/step | 14.9 samples/s +Step 8250/44000 | Loss: 3.1907 | LR: 4.64e-04 | 1338.3ms/step | 14.9 samples/s +Validation at step 8250: Loss = 3.2075, Perplexity = 24.72 +Step 8260/44000 | Loss: 3.1766 | LR: 4.64e-04 | 3587.2ms/step | 5.6 samples/s +Step 8270/44000 | Loss: 3.2205 | LR: 4.64e-04 | 1336.6ms/step | 15.0 samples/s +Step 8280/44000 | Loss: 3.1980 | LR: 4.64e-04 | 1336.1ms/step | 15.0 samples/s +Step 8290/44000 | Loss: 3.2005 | LR: 4.63e-04 | 1339.1ms/step | 14.9 samples/s +Step 8300/44000 | Loss: 3.1567 | LR: 4.63e-04 | 1340.0ms/step | 14.9 samples/s +Step 8310/44000 | Loss: 3.2074 | LR: 4.63e-04 | 1339.3ms/step | 14.9 samples/s +Step 8320/44000 | Loss: 3.1833 | LR: 4.63e-04 | 1339.3ms/step | 14.9 samples/s +Step 8330/44000 | Loss: 3.1895 | LR: 4.63e-04 | 1335.3ms/step | 15.0 samples/s +Step 8340/44000 | Loss: 3.2384 | LR: 4.63e-04 | 1334.7ms/step | 15.0 samples/s +Step 8350/44000 | Loss: 3.1854 | LR: 4.63e-04 | 1336.8ms/step | 15.0 samples/s +Step 8360/44000 | Loss: 3.2087 | LR: 4.63e-04 | 1337.5ms/step | 15.0 samples/s +Step 8370/44000 | Loss: 3.1932 | LR: 4.63e-04 | 1333.9ms/step | 15.0 samples/s +Step 8380/44000 | Loss: 3.2307 | LR: 4.63e-04 | 1335.8ms/step | 15.0 samples/s +Step 8390/44000 | Loss: 3.1661 | LR: 4.62e-04 | 1336.4ms/step | 15.0 samples/s +Step 8400/44000 | Loss: 3.1828 | LR: 4.62e-04 | 1335.9ms/step | 15.0 samples/s +Step 8410/44000 | Loss: 3.1806 | LR: 4.62e-04 | 1336.6ms/step | 15.0 samples/s +Step 8420/44000 | Loss: 3.2208 | LR: 4.62e-04 | 1337.3ms/step | 15.0 samples/s +Step 8430/44000 | Loss: 3.1856 | LR: 4.62e-04 | 1337.3ms/step | 15.0 samples/s +Step 8440/44000 | Loss: 3.2114 | LR: 4.62e-04 | 1335.1ms/step | 15.0 samples/s +Step 8450/44000 | Loss: 3.1631 | LR: 4.62e-04 | 1335.5ms/step | 15.0 samples/s +Step 8460/44000 | Loss: 3.2116 | LR: 4.62e-04 | 1337.4ms/step | 15.0 samples/s +Step 8470/44000 | Loss: 3.1596 | LR: 4.62e-04 | 1335.8ms/step | 15.0 samples/s +Step 8480/44000 | Loss: 3.1854 | LR: 4.62e-04 | 1334.4ms/step | 15.0 samples/s +Step 8490/44000 | Loss: 3.2060 | LR: 4.62e-04 | 1339.5ms/step | 14.9 samples/s +Step 8500/44000 | Loss: 3.2129 | LR: 4.61e-04 | 1335.3ms/step | 15.0 samples/s +Validation at step 8500: Loss = 3.2011, Perplexity = 24.56 +Step 8510/44000 | Loss: 3.2105 | LR: 4.61e-04 | 3579.3ms/step | 5.6 samples/s +Step 8520/44000 | Loss: 3.1820 | LR: 4.61e-04 | 1339.1ms/step | 14.9 samples/s +Step 8530/44000 | Loss: 3.2093 | LR: 4.61e-04 | 1337.6ms/step | 15.0 samples/s +Step 8540/44000 | Loss: 3.1694 | LR: 4.61e-04 | 1338.4ms/step | 14.9 samples/s +Step 8550/44000 | Loss: 3.1889 | LR: 4.61e-04 | 1334.6ms/step | 15.0 samples/s +Step 8560/44000 | Loss: 3.1950 | LR: 4.61e-04 | 1333.6ms/step | 15.0 samples/s +Step 8570/44000 | Loss: 3.1619 | LR: 4.61e-04 | 1334.9ms/step | 15.0 samples/s +Step 8580/44000 | Loss: 3.1933 | LR: 4.61e-04 | 1335.2ms/step | 15.0 samples/s +Step 8590/44000 | Loss: 3.1914 | LR: 4.61e-04 | 1335.4ms/step | 15.0 samples/s +Step 8600/44000 | Loss: 3.1807 | LR: 4.60e-04 | 1337.7ms/step | 15.0 samples/s +Step 8610/44000 | Loss: 3.1593 | LR: 4.60e-04 | 1336.1ms/step | 15.0 samples/s +Step 8620/44000 | Loss: 3.1907 | LR: 4.60e-04 | 1336.6ms/step | 15.0 samples/s +Step 8630/44000 | Loss: 3.1799 | LR: 4.60e-04 | 1336.3ms/step | 15.0 samples/s +Step 8640/44000 | Loss: 3.1855 | LR: 4.60e-04 | 1337.5ms/step | 15.0 samples/s +Step 8650/44000 | Loss: 3.1917 | LR: 4.60e-04 | 1335.6ms/step | 15.0 samples/s +Step 8660/44000 | Loss: 3.1522 | LR: 4.60e-04 | 1337.2ms/step | 15.0 samples/s +Step 8670/44000 | Loss: 3.1941 | LR: 4.60e-04 | 1334.5ms/step | 15.0 samples/s +Step 8680/44000 | Loss: 3.1931 | LR: 4.60e-04 | 1336.9ms/step | 15.0 samples/s +Step 8690/44000 | Loss: 3.1722 | LR: 4.60e-04 | 1332.3ms/step | 15.0 samples/s +Step 8700/44000 | Loss: 3.1498 | LR: 4.59e-04 | 1336.8ms/step | 15.0 samples/s +Step 8710/44000 | Loss: 3.1824 | LR: 4.59e-04 | 1336.3ms/step | 15.0 samples/s +Step 8720/44000 | Loss: 3.1872 | LR: 4.59e-04 | 1337.6ms/step | 15.0 samples/s +Step 8730/44000 | Loss: 3.1883 | LR: 4.59e-04 | 1338.4ms/step | 14.9 samples/s +Step 8740/44000 | Loss: 3.1819 | LR: 4.59e-04 | 1334.7ms/step | 15.0 samples/s +Step 8750/44000 | Loss: 3.1550 | LR: 4.59e-04 | 1336.3ms/step | 15.0 samples/s +Validation at step 8750: Loss = 3.1938, Perplexity = 24.38 +Step 8760/44000 | Loss: 3.1678 | LR: 4.59e-04 | 3586.3ms/step | 5.6 samples/s +Step 8770/44000 | Loss: 3.2074 | LR: 4.59e-04 | 1334.6ms/step | 15.0 samples/s +Step 8780/44000 | Loss: 3.1717 | LR: 4.59e-04 | 1335.7ms/step | 15.0 samples/s +Step 8790/44000 | Loss: 3.1597 | LR: 4.59e-04 | 1336.7ms/step | 15.0 samples/s +Step 8800/44000 | Loss: 3.1549 | LR: 4.58e-04 | 1334.7ms/step | 15.0 samples/s +Step 8810/44000 | Loss: 3.1774 | LR: 4.58e-04 | 1337.2ms/step | 15.0 samples/s +Step 8820/44000 | Loss: 3.1613 | LR: 4.58e-04 | 1336.0ms/step | 15.0 samples/s +Step 8830/44000 | Loss: 3.1666 | LR: 4.58e-04 | 1337.2ms/step | 15.0 samples/s +Step 8840/44000 | Loss: 3.1770 | LR: 4.58e-04 | 1335.9ms/step | 15.0 samples/s +Step 8850/44000 | Loss: 3.1778 | LR: 4.58e-04 | 1336.7ms/step | 15.0 samples/s +Step 8860/44000 | Loss: 3.1965 | LR: 4.58e-04 | 1337.9ms/step | 14.9 samples/s +Step 8870/44000 | Loss: 3.1789 | LR: 4.58e-04 | 1337.0ms/step | 15.0 samples/s +Step 8880/44000 | Loss: 3.1578 | LR: 4.58e-04 | 1336.3ms/step | 15.0 samples/s +Step 8890/44000 | Loss: 3.2033 | LR: 4.58e-04 | 1336.6ms/step | 15.0 samples/s +Step 8900/44000 | Loss: 3.1643 | LR: 4.57e-04 | 1334.0ms/step | 15.0 samples/s +Step 8910/44000 | Loss: 3.1994 | LR: 4.57e-04 | 1336.2ms/step | 15.0 samples/s +Step 8920/44000 | Loss: 3.1792 | LR: 4.57e-04 | 1336.0ms/step | 15.0 samples/s +Step 8930/44000 | Loss: 3.1765 | LR: 4.57e-04 | 1334.3ms/step | 15.0 samples/s +Step 8940/44000 | Loss: 3.1698 | LR: 4.57e-04 | 1336.8ms/step | 15.0 samples/s +Step 8950/44000 | Loss: 3.1758 | LR: 4.57e-04 | 1337.0ms/step | 15.0 samples/s +Step 8960/44000 | Loss: 3.1589 | LR: 4.57e-04 | 1336.8ms/step | 15.0 samples/s +Step 8970/44000 | Loss: 3.1812 | LR: 4.57e-04 | 1335.9ms/step | 15.0 samples/s +Step 8980/44000 | Loss: 3.1806 | LR: 4.57e-04 | 1334.5ms/step | 15.0 samples/s +Step 8990/44000 | Loss: 3.1653 | LR: 4.57e-04 | 1339.0ms/step | 14.9 samples/s +Step 9000/44000 | Loss: 3.1664 | LR: 4.56e-04 | 1339.9ms/step | 14.9 samples/s +Validation at step 9000: Loss = 3.1875, Perplexity = 24.23 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-9000 +Step 9010/44000 | Loss: 3.1667 | LR: 4.56e-04 | 3882.6ms/step | 5.2 samples/s +Step 9020/44000 | Loss: 3.1853 | LR: 4.56e-04 | 1331.1ms/step | 15.0 samples/s +Step 9030/44000 | Loss: 3.1594 | LR: 4.56e-04 | 1333.9ms/step | 15.0 samples/s +Step 9040/44000 | Loss: 3.1615 | LR: 4.56e-04 | 1332.6ms/step | 15.0 samples/s +Step 9050/44000 | Loss: 3.1632 | LR: 4.56e-04 | 1333.1ms/step | 15.0 samples/s +Step 9060/44000 | Loss: 3.2009 | LR: 4.56e-04 | 1333.8ms/step | 15.0 samples/s +Step 9070/44000 | Loss: 3.1943 | LR: 4.56e-04 | 1331.2ms/step | 15.0 samples/s +Step 9080/44000 | Loss: 3.2175 | LR: 4.56e-04 | 1331.5ms/step | 15.0 samples/s +Step 9090/44000 | Loss: 3.1459 | LR: 4.56e-04 | 1334.7ms/step | 15.0 samples/s +Step 9100/44000 | Loss: 3.1522 | LR: 4.55e-04 | 1331.6ms/step | 15.0 samples/s +Step 9110/44000 | Loss: 3.1492 | LR: 4.55e-04 | 1330.8ms/step | 15.0 samples/s +Step 9120/44000 | Loss: 3.1509 | LR: 4.55e-04 | 1330.8ms/step | 15.0 samples/s +Step 9130/44000 | Loss: 3.1970 | LR: 4.55e-04 | 1335.1ms/step | 15.0 samples/s +Step 9140/44000 | Loss: 3.1452 | LR: 4.55e-04 | 1331.4ms/step | 15.0 samples/s +Step 9150/44000 | Loss: 3.1732 | LR: 4.55e-04 | 1336.6ms/step | 15.0 samples/s +Step 9160/44000 | Loss: 3.1487 | LR: 4.55e-04 | 1336.6ms/step | 15.0 samples/s +Step 9170/44000 | Loss: 3.1311 | LR: 4.55e-04 | 1335.8ms/step | 15.0 samples/s +Step 9180/44000 | Loss: 3.1782 | LR: 4.55e-04 | 1334.0ms/step | 15.0 samples/s +Step 9190/44000 | Loss: 3.1544 | LR: 4.54e-04 | 1334.9ms/step | 15.0 samples/s +Step 9200/44000 | Loss: 3.1817 | LR: 4.54e-04 | 1332.4ms/step | 15.0 samples/s +Step 9210/44000 | Loss: 3.1752 | LR: 4.54e-04 | 1335.0ms/step | 15.0 samples/s +Step 9220/44000 | Loss: 3.1652 | LR: 4.54e-04 | 1331.8ms/step | 15.0 samples/s +Step 9230/44000 | Loss: 3.1666 | LR: 4.54e-04 | 1335.6ms/step | 15.0 samples/s +Step 9240/44000 | Loss: 3.2159 | LR: 4.54e-04 | 1333.4ms/step | 15.0 samples/s +Step 9250/44000 | Loss: 3.1694 | LR: 4.54e-04 | 1333.9ms/step | 15.0 samples/s +Validation at step 9250: Loss = 3.1803, Perplexity = 24.05 +Step 9260/44000 | Loss: 3.1765 | LR: 4.54e-04 | 3569.2ms/step | 5.6 samples/s +Step 9270/44000 | Loss: 3.1730 | LR: 4.54e-04 | 1334.0ms/step | 15.0 samples/s +Step 9280/44000 | Loss: 3.1735 | LR: 4.54e-04 | 1332.9ms/step | 15.0 samples/s +Step 9290/44000 | Loss: 3.1834 | LR: 4.53e-04 | 1332.0ms/step | 15.0 samples/s +Step 9300/44000 | Loss: 3.1439 | LR: 4.53e-04 | 1332.5ms/step | 15.0 samples/s +Step 9310/44000 | Loss: 3.1644 | LR: 4.53e-04 | 1331.8ms/step | 15.0 samples/s +Step 9320/44000 | Loss: 3.1486 | LR: 4.53e-04 | 1334.9ms/step | 15.0 samples/s +Step 9330/44000 | Loss: 3.1685 | LR: 4.53e-04 | 1336.5ms/step | 15.0 samples/s +Step 9340/44000 | Loss: 3.1523 | LR: 4.53e-04 | 1338.1ms/step | 14.9 samples/s +Step 9350/44000 | Loss: 3.1424 | LR: 4.53e-04 | 1337.8ms/step | 14.9 samples/s +Step 9360/44000 | Loss: 3.1690 | LR: 4.53e-04 | 1334.8ms/step | 15.0 samples/s +Step 9370/44000 | Loss: 3.1709 | LR: 4.53e-04 | 1331.5ms/step | 15.0 samples/s +Step 9380/44000 | Loss: 3.1670 | LR: 4.52e-04 | 1334.1ms/step | 15.0 samples/s +Step 9390/44000 | Loss: 3.1804 | LR: 4.52e-04 | 1333.4ms/step | 15.0 samples/s +Step 9400/44000 | Loss: 3.1567 | LR: 4.52e-04 | 1333.5ms/step | 15.0 samples/s +Step 9410/44000 | Loss: 3.1624 | LR: 4.52e-04 | 1333.0ms/step | 15.0 samples/s +Step 9420/44000 | Loss: 3.1721 | LR: 4.52e-04 | 1334.1ms/step | 15.0 samples/s +Step 9430/44000 | Loss: 3.1580 | LR: 4.52e-04 | 1333.0ms/step | 15.0 samples/s +Step 9440/44000 | Loss: 3.1363 | LR: 4.52e-04 | 1332.6ms/step | 15.0 samples/s +Step 9450/44000 | Loss: 3.1596 | LR: 4.52e-04 | 1334.4ms/step | 15.0 samples/s +Step 9460/44000 | Loss: 3.1723 | LR: 4.52e-04 | 1330.5ms/step | 15.0 samples/s +Step 9470/44000 | Loss: 3.1539 | LR: 4.52e-04 | 1328.7ms/step | 15.1 samples/s +Step 9480/44000 | Loss: 3.1505 | LR: 4.51e-04 | 1332.3ms/step | 15.0 samples/s +Step 9490/44000 | Loss: 3.1644 | LR: 4.51e-04 | 1328.1ms/step | 15.1 samples/s +Step 9500/44000 | Loss: 3.1671 | LR: 4.51e-04 | 1331.0ms/step | 15.0 samples/s +Validation at step 9500: Loss = 3.1740, Perplexity = 23.90 +Step 9510/44000 | Loss: 3.1975 | LR: 4.51e-04 | 3571.4ms/step | 5.6 samples/s +Step 9520/44000 | Loss: 3.1499 | LR: 4.51e-04 | 1334.7ms/step | 15.0 samples/s +Step 9530/44000 | Loss: 3.1895 | LR: 4.51e-04 | 1336.1ms/step | 15.0 samples/s +Step 9540/44000 | Loss: 3.1865 | LR: 4.51e-04 | 1332.7ms/step | 15.0 samples/s +Step 9550/44000 | Loss: 3.1730 | LR: 4.51e-04 | 1338.1ms/step | 14.9 samples/s +Step 9560/44000 | Loss: 3.1535 | LR: 4.51e-04 | 1332.8ms/step | 15.0 samples/s +Step 9570/44000 | Loss: 3.1495 | LR: 4.50e-04 | 1330.0ms/step | 15.0 samples/s +Step 9580/44000 | Loss: 3.1789 | LR: 4.50e-04 | 1328.8ms/step | 15.1 samples/s +Step 9590/44000 | Loss: 3.1446 | LR: 4.50e-04 | 1331.0ms/step | 15.0 samples/s +Step 9600/44000 | Loss: 3.1480 | LR: 4.50e-04 | 1332.4ms/step | 15.0 samples/s +Step 9610/44000 | Loss: 3.1495 | LR: 4.50e-04 | 1332.7ms/step | 15.0 samples/s +Step 9620/44000 | Loss: 3.1882 | LR: 4.50e-04 | 1332.3ms/step | 15.0 samples/s +Step 9630/44000 | Loss: 3.1654 | LR: 4.50e-04 | 1339.4ms/step | 14.9 samples/s +Step 9640/44000 | Loss: 3.1615 | LR: 4.50e-04 | 1339.5ms/step | 14.9 samples/s +Step 9650/44000 | Loss: 3.1638 | LR: 4.50e-04 | 1333.0ms/step | 15.0 samples/s +Step 9660/44000 | Loss: 3.1381 | LR: 4.49e-04 | 1330.1ms/step | 15.0 samples/s +Step 9670/44000 | Loss: 3.1613 | LR: 4.49e-04 | 1331.0ms/step | 15.0 samples/s +Step 9680/44000 | Loss: 3.1661 | LR: 4.49e-04 | 1332.8ms/step | 15.0 samples/s +Step 9690/44000 | Loss: 3.1642 | LR: 4.49e-04 | 1329.0ms/step | 15.0 samples/s +Step 9700/44000 | Loss: 3.1673 | LR: 4.49e-04 | 1331.2ms/step | 15.0 samples/s +Step 9710/44000 | Loss: 3.1653 | LR: 4.49e-04 | 1332.1ms/step | 15.0 samples/s +Step 9720/44000 | Loss: 3.1534 | LR: 4.49e-04 | 1331.6ms/step | 15.0 samples/s +Step 9730/44000 | Loss: 3.1690 | LR: 4.49e-04 | 1331.7ms/step | 15.0 samples/s +Step 9740/44000 | Loss: 3.1565 | LR: 4.49e-04 | 1333.1ms/step | 15.0 samples/s +Step 9750/44000 | Loss: 3.1507 | LR: 4.48e-04 | 1331.3ms/step | 15.0 samples/s +Validation at step 9750: Loss = 3.1684, Perplexity = 23.77 +Step 9760/44000 | Loss: 3.1287 | LR: 4.48e-04 | 3565.1ms/step | 5.6 samples/s +Step 9770/44000 | Loss: 3.1294 | LR: 4.48e-04 | 1333.7ms/step | 15.0 samples/s +Step 9780/44000 | Loss: 3.1540 | LR: 4.48e-04 | 1335.1ms/step | 15.0 samples/s +Step 9790/44000 | Loss: 3.1722 | LR: 4.48e-04 | 1333.1ms/step | 15.0 samples/s +Step 9800/44000 | Loss: 3.1549 | LR: 4.48e-04 | 1333.6ms/step | 15.0 samples/s +Step 9810/44000 | Loss: 3.1738 | LR: 4.48e-04 | 1333.1ms/step | 15.0 samples/s +Step 9820/44000 | Loss: 3.1726 | LR: 4.48e-04 | 1331.8ms/step | 15.0 samples/s +Step 9830/44000 | Loss: 3.2003 | LR: 4.48e-04 | 1330.2ms/step | 15.0 samples/s +Step 9840/44000 | Loss: 3.1471 | LR: 4.47e-04 | 1328.5ms/step | 15.1 samples/s +Step 9850/44000 | Loss: 3.1669 | LR: 4.47e-04 | 1332.9ms/step | 15.0 samples/s +Step 9860/44000 | Loss: 3.1265 | LR: 4.47e-04 | 1331.7ms/step | 15.0 samples/s +Step 9870/44000 | Loss: 3.1508 | LR: 4.47e-04 | 1330.0ms/step | 15.0 samples/s +Step 9880/44000 | Loss: 3.1537 | LR: 4.47e-04 | 1334.5ms/step | 15.0 samples/s +Step 9890/44000 | Loss: 3.1364 | LR: 4.47e-04 | 1333.1ms/step | 15.0 samples/s +Step 9900/44000 | Loss: 3.1596 | LR: 4.47e-04 | 1332.4ms/step | 15.0 samples/s +Step 9910/44000 | Loss: 3.1745 | LR: 4.47e-04 | 1331.8ms/step | 15.0 samples/s +Step 9920/44000 | Loss: 3.1402 | LR: 4.47e-04 | 1332.8ms/step | 15.0 samples/s +Step 9930/44000 | Loss: 3.1336 | LR: 4.46e-04 | 1333.4ms/step | 15.0 samples/s +Step 9940/44000 | Loss: 3.1573 | LR: 4.46e-04 | 1336.5ms/step | 15.0 samples/s +Step 9950/44000 | Loss: 3.1393 | LR: 4.46e-04 | 1332.4ms/step | 15.0 samples/s +Step 9960/44000 | Loss: 3.1526 | LR: 4.46e-04 | 1334.4ms/step | 15.0 samples/s +Step 9970/44000 | Loss: 3.1967 | LR: 4.46e-04 | 1331.4ms/step | 15.0 samples/s +Step 9980/44000 | Loss: 3.1469 | LR: 4.46e-04 | 1332.7ms/step | 15.0 samples/s +Step 9990/44000 | Loss: 3.1564 | LR: 4.46e-04 | 1330.4ms/step | 15.0 samples/s +Step 10000/44000 | Loss: 3.1502 | LR: 4.46e-04 | 1332.4ms/step | 15.0 samples/s +Validation at step 10000: Loss = 3.1619, Perplexity = 23.62 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-10000 +Step 10010/44000 | Loss: 3.1459 | LR: 4.46e-04 | 3871.5ms/step | 5.2 samples/s +Step 10020/44000 | Loss: 3.1738 | LR: 4.45e-04 | 1337.0ms/step | 15.0 samples/s +Step 10030/44000 | Loss: 3.1560 | LR: 4.45e-04 | 1337.3ms/step | 15.0 samples/s +Step 10040/44000 | Loss: 3.1242 | LR: 4.45e-04 | 1337.9ms/step | 14.9 samples/s +Step 10050/44000 | Loss: 3.1343 | LR: 4.45e-04 | 1336.4ms/step | 15.0 samples/s +Step 10060/44000 | Loss: 3.1337 | LR: 4.45e-04 | 1339.5ms/step | 14.9 samples/s +Step 10070/44000 | Loss: 3.1363 | LR: 4.45e-04 | 1334.2ms/step | 15.0 samples/s +Step 10080/44000 | Loss: 3.1450 | LR: 4.45e-04 | 1337.1ms/step | 15.0 samples/s +Step 10090/44000 | Loss: 3.1436 | LR: 4.45e-04 | 1339.2ms/step | 14.9 samples/s +Step 10100/44000 | Loss: 3.1606 | LR: 4.45e-04 | 1335.3ms/step | 15.0 samples/s +Step 10110/44000 | Loss: 3.1681 | LR: 4.44e-04 | 1334.8ms/step | 15.0 samples/s +Step 10120/44000 | Loss: 3.1922 | LR: 4.44e-04 | 1336.7ms/step | 15.0 samples/s +Step 10130/44000 | Loss: 3.1386 | LR: 4.44e-04 | 1336.7ms/step | 15.0 samples/s +Step 10140/44000 | Loss: 3.1979 | LR: 4.44e-04 | 1331.8ms/step | 15.0 samples/s +Step 10150/44000 | Loss: 3.1567 | LR: 4.44e-04 | 1331.1ms/step | 15.0 samples/s +Step 10160/44000 | Loss: 3.1557 | LR: 4.44e-04 | 1331.8ms/step | 15.0 samples/s +Step 10170/44000 | Loss: 3.1257 | LR: 4.44e-04 | 1332.1ms/step | 15.0 samples/s +Step 10180/44000 | Loss: 3.1610 | LR: 4.44e-04 | 1334.9ms/step | 15.0 samples/s +Step 10190/44000 | Loss: 3.1311 | LR: 4.43e-04 | 1328.4ms/step | 15.1 samples/s +Step 10200/44000 | Loss: 3.1352 | LR: 4.43e-04 | 1332.4ms/step | 15.0 samples/s +Step 10210/44000 | Loss: 3.1510 | LR: 4.43e-04 | 1335.1ms/step | 15.0 samples/s +Step 10220/44000 | Loss: 3.1367 | LR: 4.43e-04 | 1332.6ms/step | 15.0 samples/s +Step 10230/44000 | Loss: 3.1598 | LR: 4.43e-04 | 1335.4ms/step | 15.0 samples/s +Step 10240/44000 | Loss: 3.1365 | LR: 4.43e-04 | 1334.1ms/step | 15.0 samples/s +Step 10250/44000 | Loss: 3.1579 | LR: 4.43e-04 | 1338.5ms/step | 14.9 samples/s +Validation at step 10250: Loss = 3.1574, Perplexity = 23.51 +Step 10260/44000 | Loss: 3.1161 | LR: 4.43e-04 | 3593.5ms/step | 5.6 samples/s +Step 10270/44000 | Loss: 3.1036 | LR: 4.43e-04 | 1335.0ms/step | 15.0 samples/s +Step 10280/44000 | Loss: 3.1058 | LR: 4.42e-04 | 1330.5ms/step | 15.0 samples/s +Step 10290/44000 | Loss: 3.1013 | LR: 4.42e-04 | 1330.8ms/step | 15.0 samples/s +Step 10300/44000 | Loss: 3.1334 | LR: 4.42e-04 | 1332.6ms/step | 15.0 samples/s +Step 10310/44000 | Loss: 3.1579 | LR: 4.42e-04 | 1338.4ms/step | 14.9 samples/s +Step 10320/44000 | Loss: 3.1248 | LR: 4.42e-04 | 1337.3ms/step | 15.0 samples/s +Step 10330/44000 | Loss: 3.1654 | LR: 4.42e-04 | 1338.6ms/step | 14.9 samples/s +Step 10340/44000 | Loss: 3.1397 | LR: 4.42e-04 | 1334.2ms/step | 15.0 samples/s +Step 10350/44000 | Loss: 3.1529 | LR: 4.42e-04 | 1336.2ms/step | 15.0 samples/s +Step 10360/44000 | Loss: 3.1253 | LR: 4.42e-04 | 1337.3ms/step | 15.0 samples/s +Step 10370/44000 | Loss: 3.1526 | LR: 4.41e-04 | 1338.4ms/step | 14.9 samples/s +Step 10380/44000 | Loss: 3.1646 | LR: 4.41e-04 | 1337.8ms/step | 15.0 samples/s +Step 10390/44000 | Loss: 3.1339 | LR: 4.41e-04 | 1336.7ms/step | 15.0 samples/s +Step 10400/44000 | Loss: 3.1675 | LR: 4.41e-04 | 1336.1ms/step | 15.0 samples/s +Step 10410/44000 | Loss: 3.1718 | LR: 4.41e-04 | 1333.2ms/step | 15.0 samples/s +Step 10420/44000 | Loss: 3.1649 | LR: 4.41e-04 | 1334.2ms/step | 15.0 samples/s +Step 10430/44000 | Loss: 3.1562 | LR: 4.41e-04 | 1335.9ms/step | 15.0 samples/s +Step 10440/44000 | Loss: 3.1263 | LR: 4.41e-04 | 1334.8ms/step | 15.0 samples/s +Step 10450/44000 | Loss: 3.1387 | LR: 4.40e-04 | 1337.7ms/step | 15.0 samples/s +Step 10460/44000 | Loss: 3.1330 | LR: 4.40e-04 | 1336.7ms/step | 15.0 samples/s +Step 10470/44000 | Loss: 3.1628 | LR: 4.40e-04 | 1333.0ms/step | 15.0 samples/s +Step 10480/44000 | Loss: 3.1315 | LR: 4.40e-04 | 1337.0ms/step | 15.0 samples/s +Step 10490/44000 | Loss: 3.1176 | LR: 4.40e-04 | 1336.9ms/step | 15.0 samples/s +Step 10500/44000 | Loss: 3.1697 | LR: 4.40e-04 | 1338.8ms/step | 14.9 samples/s +Validation at step 10500: Loss = 3.1533, Perplexity = 23.41 +Step 10510/44000 | Loss: 3.1771 | LR: 4.40e-04 | 3579.6ms/step | 5.6 samples/s +Step 10520/44000 | Loss: 3.1161 | LR: 4.40e-04 | 1329.2ms/step | 15.0 samples/s +Step 10530/44000 | Loss: 3.1327 | LR: 4.40e-04 | 1335.3ms/step | 15.0 samples/s +Step 10540/44000 | Loss: 3.1415 | LR: 4.39e-04 | 1334.4ms/step | 15.0 samples/s +Step 10550/44000 | Loss: 3.1325 | LR: 4.39e-04 | 1333.9ms/step | 15.0 samples/s +Step 10560/44000 | Loss: 3.1211 | LR: 4.39e-04 | 1334.9ms/step | 15.0 samples/s +Step 10570/44000 | Loss: 3.1357 | LR: 4.39e-04 | 1337.3ms/step | 15.0 samples/s +Step 10580/44000 | Loss: 3.1523 | LR: 4.39e-04 | 1335.7ms/step | 15.0 samples/s +Step 10590/44000 | Loss: 3.1021 | LR: 4.39e-04 | 1334.0ms/step | 15.0 samples/s +Step 10600/44000 | Loss: 3.1251 | LR: 4.39e-04 | 1336.3ms/step | 15.0 samples/s +Step 10610/44000 | Loss: 3.1140 | LR: 4.39e-04 | 1337.2ms/step | 15.0 samples/s +Step 10620/44000 | Loss: 3.1596 | LR: 4.38e-04 | 1336.0ms/step | 15.0 samples/s +Step 10630/44000 | Loss: 3.1489 | LR: 4.38e-04 | 1337.5ms/step | 15.0 samples/s +Step 10640/44000 | Loss: 3.1285 | LR: 4.38e-04 | 1337.6ms/step | 15.0 samples/s +Step 10650/44000 | Loss: 3.1435 | LR: 4.38e-04 | 1338.8ms/step | 14.9 samples/s +Step 10660/44000 | Loss: 3.1293 | LR: 4.38e-04 | 1332.0ms/step | 15.0 samples/s +Step 10670/44000 | Loss: 3.1341 | LR: 4.38e-04 | 1334.3ms/step | 15.0 samples/s +Step 10680/44000 | Loss: 3.1513 | LR: 4.38e-04 | 1333.5ms/step | 15.0 samples/s +Step 10690/44000 | Loss: 3.1025 | LR: 4.38e-04 | 1337.1ms/step | 15.0 samples/s +Step 10700/44000 | Loss: 3.0751 | LR: 4.37e-04 | 1338.4ms/step | 14.9 samples/s +Step 10710/44000 | Loss: 3.1084 | LR: 4.37e-04 | 1337.8ms/step | 15.0 samples/s +Step 10720/44000 | Loss: 3.0976 | LR: 4.37e-04 | 1337.5ms/step | 15.0 samples/s +Step 10730/44000 | Loss: 3.1087 | LR: 4.37e-04 | 1339.7ms/step | 14.9 samples/s +Step 10740/44000 | Loss: 3.1194 | LR: 4.37e-04 | 1332.2ms/step | 15.0 samples/s +Step 10750/44000 | Loss: 3.1126 | LR: 4.37e-04 | 1332.2ms/step | 15.0 samples/s +Validation at step 10750: Loss = 3.1473, Perplexity = 23.27 +Step 10760/44000 | Loss: 3.1498 | LR: 4.37e-04 | 3576.1ms/step | 5.6 samples/s +Step 10770/44000 | Loss: 3.1514 | LR: 4.37e-04 | 1331.1ms/step | 15.0 samples/s +Step 10780/44000 | Loss: 3.1246 | LR: 4.37e-04 | 1329.1ms/step | 15.0 samples/s +Step 10790/44000 | Loss: 3.1333 | LR: 4.36e-04 | 1329.7ms/step | 15.0 samples/s +Step 10800/44000 | Loss: 3.1186 | LR: 4.36e-04 | 1330.9ms/step | 15.0 samples/s +Step 10810/44000 | Loss: 3.1355 | LR: 4.36e-04 | 1332.3ms/step | 15.0 samples/s +Step 10820/44000 | Loss: 3.1444 | LR: 4.36e-04 | 1332.6ms/step | 15.0 samples/s +Step 10830/44000 | Loss: 3.1277 | LR: 4.36e-04 | 1329.8ms/step | 15.0 samples/s +Step 10840/44000 | Loss: 3.1503 | LR: 4.36e-04 | 1336.1ms/step | 15.0 samples/s +Step 10850/44000 | Loss: 3.1456 | LR: 4.36e-04 | 1334.8ms/step | 15.0 samples/s +Step 10860/44000 | Loss: 3.1659 | LR: 4.36e-04 | 1338.0ms/step | 14.9 samples/s +Step 10870/44000 | Loss: 3.1294 | LR: 4.35e-04 | 1336.8ms/step | 15.0 samples/s +Step 10880/44000 | Loss: 3.1255 | LR: 4.35e-04 | 1336.3ms/step | 15.0 samples/s +Step 10890/44000 | Loss: 3.1321 | LR: 4.35e-04 | 1335.2ms/step | 15.0 samples/s +Step 10900/44000 | Loss: 3.1353 | LR: 4.35e-04 | 1335.5ms/step | 15.0 samples/s +Step 10910/44000 | Loss: 3.1117 | LR: 4.35e-04 | 1333.0ms/step | 15.0 samples/s +Step 10920/44000 | Loss: 3.0974 | LR: 4.35e-04 | 1329.8ms/step | 15.0 samples/s +Step 10930/44000 | Loss: 3.1646 | LR: 4.35e-04 | 1331.3ms/step | 15.0 samples/s +Step 10940/44000 | Loss: 3.1326 | LR: 4.35e-04 | 1333.8ms/step | 15.0 samples/s +Step 10950/44000 | Loss: 3.1126 | LR: 4.34e-04 | 1334.5ms/step | 15.0 samples/s +Step 10960/44000 | Loss: 3.1432 | LR: 4.34e-04 | 1335.0ms/step | 15.0 samples/s +Step 10970/44000 | Loss: 3.1267 | LR: 4.34e-04 | 1336.1ms/step | 15.0 samples/s +Step 10980/44000 | Loss: 3.1180 | LR: 4.34e-04 | 1331.1ms/step | 15.0 samples/s +Step 10990/44000 | Loss: 3.1321 | LR: 4.34e-04 | 1331.3ms/step | 15.0 samples/s +Step 11000/44000 | Loss: 3.1248 | LR: 4.34e-04 | 1332.8ms/step | 15.0 samples/s +Validation at step 11000: Loss = 3.1416, Perplexity = 23.14 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-11000 +Step 11010/44000 | Loss: 3.1396 | LR: 4.34e-04 | 3895.8ms/step | 5.1 samples/s +Step 11020/44000 | Loss: 3.1521 | LR: 4.34e-04 | 1335.8ms/step | 15.0 samples/s +Step 11030/44000 | Loss: 3.0952 | LR: 4.33e-04 | 1335.9ms/step | 15.0 samples/s +Step 11040/44000 | Loss: 3.1386 | LR: 4.33e-04 | 1337.7ms/step | 15.0 samples/s +Step 11050/44000 | Loss: 3.1189 | LR: 4.33e-04 | 1339.0ms/step | 14.9 samples/s +Step 11060/44000 | Loss: 3.1335 | LR: 4.33e-04 | 1342.5ms/step | 14.9 samples/s +Step 11070/44000 | Loss: 3.1264 | LR: 4.33e-04 | 1340.0ms/step | 14.9 samples/s +Step 11080/44000 | Loss: 3.0908 | LR: 4.33e-04 | 1337.7ms/step | 15.0 samples/s +Step 11090/44000 | Loss: 3.1502 | LR: 4.33e-04 | 1339.2ms/step | 14.9 samples/s +Step 11100/44000 | Loss: 3.1242 | LR: 4.33e-04 | 1339.6ms/step | 14.9 samples/s +Step 11110/44000 | Loss: 3.0898 | LR: 4.32e-04 | 1338.7ms/step | 14.9 samples/s +Step 11120/44000 | Loss: 3.1174 | LR: 4.32e-04 | 1340.0ms/step | 14.9 samples/s +Step 11130/44000 | Loss: 3.1146 | LR: 4.32e-04 | 1336.3ms/step | 15.0 samples/s +Step 11140/44000 | Loss: 3.1178 | LR: 4.32e-04 | 1339.8ms/step | 14.9 samples/s +Step 11150/44000 | Loss: 3.1387 | LR: 4.32e-04 | 1337.1ms/step | 15.0 samples/s +Step 11160/44000 | Loss: 3.1203 | LR: 4.32e-04 | 1335.1ms/step | 15.0 samples/s +Step 11170/44000 | Loss: 3.1180 | LR: 4.32e-04 | 1337.5ms/step | 15.0 samples/s +Step 11180/44000 | Loss: 3.1282 | LR: 4.32e-04 | 1340.1ms/step | 14.9 samples/s +Step 11190/44000 | Loss: 3.1256 | LR: 4.31e-04 | 1337.3ms/step | 15.0 samples/s +Step 11200/44000 | Loss: 3.1272 | LR: 4.31e-04 | 1338.7ms/step | 14.9 samples/s +Step 11210/44000 | Loss: 3.1279 | LR: 4.31e-04 | 1339.6ms/step | 14.9 samples/s +Step 11220/44000 | Loss: 3.1027 | LR: 4.31e-04 | 1337.4ms/step | 15.0 samples/s +Step 11230/44000 | Loss: 3.1262 | LR: 4.31e-04 | 1341.4ms/step | 14.9 samples/s +Step 11240/44000 | Loss: 3.1142 | LR: 4.31e-04 | 1341.2ms/step | 14.9 samples/s +Step 11250/44000 | Loss: 3.1205 | LR: 4.31e-04 | 1340.6ms/step | 14.9 samples/s +Validation at step 11250: Loss = 3.1367, Perplexity = 23.03 +Step 11260/44000 | Loss: 3.0962 | LR: 4.31e-04 | 3589.5ms/step | 5.6 samples/s +Step 11270/44000 | Loss: 3.1389 | LR: 4.30e-04 | 1340.3ms/step | 14.9 samples/s +Step 11280/44000 | Loss: 3.1138 | LR: 4.30e-04 | 1337.4ms/step | 15.0 samples/s +Step 11290/44000 | Loss: 3.1238 | LR: 4.30e-04 | 1337.8ms/step | 15.0 samples/s +Step 11300/44000 | Loss: 3.1416 | LR: 4.30e-04 | 1338.2ms/step | 14.9 samples/s +Step 11310/44000 | Loss: 3.1082 | LR: 4.30e-04 | 1335.2ms/step | 15.0 samples/s +Step 11320/44000 | Loss: 3.1217 | LR: 4.30e-04 | 1338.5ms/step | 14.9 samples/s +Step 11330/44000 | Loss: 3.1239 | LR: 4.30e-04 | 1338.2ms/step | 14.9 samples/s +Step 11340/44000 | Loss: 3.0925 | LR: 4.30e-04 | 1339.6ms/step | 14.9 samples/s +Step 11350/44000 | Loss: 3.1213 | LR: 4.29e-04 | 1340.0ms/step | 14.9 samples/s +Step 11360/44000 | Loss: 3.1036 | LR: 4.29e-04 | 1338.3ms/step | 14.9 samples/s +Step 11370/44000 | Loss: 3.1325 | LR: 4.29e-04 | 1335.8ms/step | 15.0 samples/s +Step 11380/44000 | Loss: 3.1335 | LR: 4.29e-04 | 1340.6ms/step | 14.9 samples/s +Step 11390/44000 | Loss: 3.1500 | LR: 4.29e-04 | 1340.8ms/step | 14.9 samples/s +Step 11400/44000 | Loss: 3.1145 | LR: 4.29e-04 | 1339.6ms/step | 14.9 samples/s +Step 11410/44000 | Loss: 3.0834 | LR: 4.29e-04 | 1338.6ms/step | 14.9 samples/s +Step 11420/44000 | Loss: 3.1327 | LR: 4.29e-04 | 1336.3ms/step | 15.0 samples/s +Step 11430/44000 | Loss: 3.1146 | LR: 4.28e-04 | 1335.1ms/step | 15.0 samples/s +Step 11440/44000 | Loss: 3.1387 | LR: 4.28e-04 | 1339.1ms/step | 14.9 samples/s +Step 11450/44000 | Loss: 3.1146 | LR: 4.28e-04 | 1339.3ms/step | 14.9 samples/s +Step 11460/44000 | Loss: 3.1493 | LR: 4.28e-04 | 1339.0ms/step | 14.9 samples/s +Step 11470/44000 | Loss: 3.1225 | LR: 4.28e-04 | 1336.4ms/step | 15.0 samples/s +Step 11480/44000 | Loss: 3.1122 | LR: 4.28e-04 | 1335.4ms/step | 15.0 samples/s +Step 11490/44000 | Loss: 3.1141 | LR: 4.28e-04 | 1336.6ms/step | 15.0 samples/s +Step 11500/44000 | Loss: 3.1169 | LR: 4.28e-04 | 1337.3ms/step | 15.0 samples/s +Validation at step 11500: Loss = 3.1307, Perplexity = 22.89 +Step 11510/44000 | Loss: 3.1313 | LR: 4.27e-04 | 3588.8ms/step | 5.6 samples/s +Step 11520/44000 | Loss: 3.0895 | LR: 4.27e-04 | 1336.8ms/step | 15.0 samples/s +Step 11530/44000 | Loss: 3.1188 | LR: 4.27e-04 | 1334.2ms/step | 15.0 samples/s +Step 11540/44000 | Loss: 3.1188 | LR: 4.27e-04 | 1334.2ms/step | 15.0 samples/s +Step 11550/44000 | Loss: 3.1030 | LR: 4.27e-04 | 1336.4ms/step | 15.0 samples/s +Step 11560/44000 | Loss: 3.1196 | LR: 4.27e-04 | 1336.8ms/step | 15.0 samples/s +Step 11570/44000 | Loss: 3.1194 | LR: 4.27e-04 | 1334.9ms/step | 15.0 samples/s +Step 11580/44000 | Loss: 3.1185 | LR: 4.27e-04 | 1333.8ms/step | 15.0 samples/s +Step 11590/44000 | Loss: 3.1283 | LR: 4.26e-04 | 1336.1ms/step | 15.0 samples/s +Step 11600/44000 | Loss: 3.1134 | LR: 4.26e-04 | 1338.4ms/step | 14.9 samples/s +Step 11610/44000 | Loss: 3.1211 | LR: 4.26e-04 | 1337.8ms/step | 15.0 samples/s +Step 11620/44000 | Loss: 3.1154 | LR: 4.26e-04 | 1337.5ms/step | 15.0 samples/s +Step 11630/44000 | Loss: 3.0948 | LR: 4.26e-04 | 1335.3ms/step | 15.0 samples/s +Step 11640/44000 | Loss: 3.1194 | LR: 4.26e-04 | 1340.1ms/step | 14.9 samples/s +Step 11650/44000 | Loss: 3.1205 | LR: 4.26e-04 | 1338.1ms/step | 14.9 samples/s +Step 11660/44000 | Loss: 3.0900 | LR: 4.26e-04 | 1334.0ms/step | 15.0 samples/s +Step 11670/44000 | Loss: 3.1139 | LR: 4.25e-04 | 1338.1ms/step | 14.9 samples/s +Step 11680/44000 | Loss: 3.0893 | LR: 4.25e-04 | 1336.7ms/step | 15.0 samples/s +Step 11690/44000 | Loss: 3.1462 | LR: 4.25e-04 | 1337.7ms/step | 15.0 samples/s +Step 11700/44000 | Loss: 3.0842 | LR: 4.25e-04 | 1336.3ms/step | 15.0 samples/s +Step 11710/44000 | Loss: 3.1353 | LR: 4.25e-04 | 1337.7ms/step | 15.0 samples/s +Step 11720/44000 | Loss: 3.1262 | LR: 4.25e-04 | 1336.2ms/step | 15.0 samples/s +Step 11730/44000 | Loss: 3.1244 | LR: 4.25e-04 | 1335.9ms/step | 15.0 samples/s +Step 11740/44000 | Loss: 3.1494 | LR: 4.24e-04 | 1334.7ms/step | 15.0 samples/s +Step 11750/44000 | Loss: 3.1110 | LR: 4.24e-04 | 1332.9ms/step | 15.0 samples/s +Validation at step 11750: Loss = 3.1272, Perplexity = 22.81 +Step 11760/44000 | Loss: 3.1465 | LR: 4.24e-04 | 3581.9ms/step | 5.6 samples/s +Step 11770/44000 | Loss: 3.1395 | LR: 4.24e-04 | 1339.7ms/step | 14.9 samples/s +Step 11780/44000 | Loss: 3.1440 | LR: 4.24e-04 | 1331.3ms/step | 15.0 samples/s +Step 11790/44000 | Loss: 3.1084 | LR: 4.24e-04 | 1337.6ms/step | 15.0 samples/s +Step 11800/44000 | Loss: 3.1025 | LR: 4.24e-04 | 1337.7ms/step | 15.0 samples/s +Step 11810/44000 | Loss: 3.0943 | LR: 4.24e-04 | 1336.2ms/step | 15.0 samples/s +Step 11820/44000 | Loss: 3.1221 | LR: 4.23e-04 | 1339.8ms/step | 14.9 samples/s +Step 11830/44000 | Loss: 3.1461 | LR: 4.23e-04 | 1340.0ms/step | 14.9 samples/s +Step 11840/44000 | Loss: 3.0857 | LR: 4.23e-04 | 1339.6ms/step | 14.9 samples/s +Step 11850/44000 | Loss: 3.1273 | LR: 4.23e-04 | 1338.7ms/step | 14.9 samples/s +Step 11860/44000 | Loss: 3.1015 | LR: 4.23e-04 | 1339.4ms/step | 14.9 samples/s +Step 11870/44000 | Loss: 3.1272 | LR: 4.23e-04 | 1337.6ms/step | 15.0 samples/s +Step 11880/44000 | Loss: 3.1115 | LR: 4.23e-04 | 1336.0ms/step | 15.0 samples/s +Step 11890/44000 | Loss: 3.0855 | LR: 4.23e-04 | 1339.1ms/step | 14.9 samples/s +Step 11900/44000 | Loss: 3.1438 | LR: 4.22e-04 | 1338.2ms/step | 14.9 samples/s +Step 11910/44000 | Loss: 3.1147 | LR: 4.22e-04 | 1338.2ms/step | 14.9 samples/s +Step 11920/44000 | Loss: 3.1121 | LR: 4.22e-04 | 1338.8ms/step | 14.9 samples/s +Step 11930/44000 | Loss: 3.1155 | LR: 4.22e-04 | 1338.8ms/step | 14.9 samples/s +Step 11940/44000 | Loss: 3.1023 | LR: 4.22e-04 | 1342.1ms/step | 14.9 samples/s +Step 11950/44000 | Loss: 3.0808 | LR: 4.22e-04 | 1341.8ms/step | 14.9 samples/s +Step 11960/44000 | Loss: 3.0996 | LR: 4.22e-04 | 1338.2ms/step | 14.9 samples/s +Step 11970/44000 | Loss: 3.1284 | LR: 4.21e-04 | 1337.8ms/step | 15.0 samples/s +Step 11980/44000 | Loss: 3.1023 | LR: 4.21e-04 | 1336.4ms/step | 15.0 samples/s +Step 11990/44000 | Loss: 3.0999 | LR: 4.21e-04 | 1338.5ms/step | 14.9 samples/s +Step 12000/44000 | Loss: 3.1178 | LR: 4.21e-04 | 1338.5ms/step | 14.9 samples/s +Validation at step 12000: Loss = 3.1218, Perplexity = 22.69 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-12000 +Step 12010/44000 | Loss: 3.1021 | LR: 4.21e-04 | 3894.4ms/step | 5.1 samples/s +Step 12020/44000 | Loss: 3.0836 | LR: 4.21e-04 | 1337.4ms/step | 15.0 samples/s +Step 12030/44000 | Loss: 3.1207 | LR: 4.21e-04 | 1337.1ms/step | 15.0 samples/s +Step 12040/44000 | Loss: 3.1235 | LR: 4.21e-04 | 1339.0ms/step | 14.9 samples/s +Step 12050/44000 | Loss: 3.1071 | LR: 4.20e-04 | 1337.6ms/step | 15.0 samples/s +Step 12060/44000 | Loss: 3.1003 | LR: 4.20e-04 | 1341.1ms/step | 14.9 samples/s +Step 12070/44000 | Loss: 3.1410 | LR: 4.20e-04 | 1336.2ms/step | 15.0 samples/s +Step 12080/44000 | Loss: 3.1154 | LR: 4.20e-04 | 1337.7ms/step | 15.0 samples/s +Step 12090/44000 | Loss: 3.1288 | LR: 4.20e-04 | 1336.3ms/step | 15.0 samples/s +Step 12100/44000 | Loss: 3.1198 | LR: 4.20e-04 | 1338.0ms/step | 14.9 samples/s +Step 12110/44000 | Loss: 3.1180 | LR: 4.20e-04 | 1340.3ms/step | 14.9 samples/s +Step 12120/44000 | Loss: 3.1188 | LR: 4.19e-04 | 1339.0ms/step | 14.9 samples/s +Step 12130/44000 | Loss: 3.1330 | LR: 4.19e-04 | 1337.0ms/step | 15.0 samples/s +Step 12140/44000 | Loss: 3.0831 | LR: 4.19e-04 | 1340.4ms/step | 14.9 samples/s +Step 12150/44000 | Loss: 3.0976 | LR: 4.19e-04 | 1339.5ms/step | 14.9 samples/s +Step 12160/44000 | Loss: 3.1299 | LR: 4.19e-04 | 1340.3ms/step | 14.9 samples/s +Step 12170/44000 | Loss: 3.1166 | LR: 4.19e-04 | 1337.8ms/step | 15.0 samples/s +Step 12180/44000 | Loss: 3.0941 | LR: 4.19e-04 | 1340.4ms/step | 14.9 samples/s +Step 12190/44000 | Loss: 3.1086 | LR: 4.19e-04 | 1335.9ms/step | 15.0 samples/s +Step 12200/44000 | Loss: 3.0742 | LR: 4.18e-04 | 1338.2ms/step | 14.9 samples/s +Step 12210/44000 | Loss: 3.1052 | LR: 4.18e-04 | 1335.7ms/step | 15.0 samples/s +Step 12220/44000 | Loss: 3.0803 | LR: 4.18e-04 | 1336.4ms/step | 15.0 samples/s +Step 12230/44000 | Loss: 3.0797 | LR: 4.18e-04 | 1339.0ms/step | 14.9 samples/s +Step 12240/44000 | Loss: 3.1335 | LR: 4.18e-04 | 1340.1ms/step | 14.9 samples/s +Step 12250/44000 | Loss: 3.1159 | LR: 4.18e-04 | 1338.6ms/step | 14.9 samples/s +Validation at step 12250: Loss = 3.1190, Perplexity = 22.62 +Step 12260/44000 | Loss: 3.0928 | LR: 4.18e-04 | 3580.2ms/step | 5.6 samples/s +Step 12270/44000 | Loss: 3.1196 | LR: 4.17e-04 | 1338.9ms/step | 14.9 samples/s +Step 12280/44000 | Loss: 3.0983 | LR: 4.17e-04 | 1336.8ms/step | 15.0 samples/s +Step 12290/44000 | Loss: 3.1150 | LR: 4.17e-04 | 1337.1ms/step | 15.0 samples/s +Step 12300/44000 | Loss: 3.1155 | LR: 4.17e-04 | 1337.1ms/step | 15.0 samples/s +Step 12310/44000 | Loss: 3.1218 | LR: 4.17e-04 | 1337.6ms/step | 15.0 samples/s +Step 12320/44000 | Loss: 3.1006 | LR: 4.17e-04 | 1340.1ms/step | 14.9 samples/s +Step 12330/44000 | Loss: 3.1280 | LR: 4.17e-04 | 1340.4ms/step | 14.9 samples/s +Step 12340/44000 | Loss: 3.1090 | LR: 4.17e-04 | 1337.7ms/step | 15.0 samples/s +Step 12350/44000 | Loss: 3.1245 | LR: 4.16e-04 | 1338.7ms/step | 14.9 samples/s +Step 12360/44000 | Loss: 3.1077 | LR: 4.16e-04 | 1335.7ms/step | 15.0 samples/s +Step 12370/44000 | Loss: 3.1033 | LR: 4.16e-04 | 1338.7ms/step | 14.9 samples/s +Step 12380/44000 | Loss: 3.0755 | LR: 4.16e-04 | 1340.4ms/step | 14.9 samples/s +Step 12390/44000 | Loss: 3.1096 | LR: 4.16e-04 | 1339.5ms/step | 14.9 samples/s +Step 12400/44000 | Loss: 3.0748 | LR: 4.16e-04 | 1334.7ms/step | 15.0 samples/s +Step 12410/44000 | Loss: 3.0984 | LR: 4.16e-04 | 1338.4ms/step | 14.9 samples/s +Step 12420/44000 | Loss: 3.1117 | LR: 4.15e-04 | 1337.5ms/step | 15.0 samples/s +Step 12430/44000 | Loss: 3.0914 | LR: 4.15e-04 | 1336.4ms/step | 15.0 samples/s +Step 12440/44000 | Loss: 3.1059 | LR: 4.15e-04 | 1336.0ms/step | 15.0 samples/s +Step 12450/44000 | Loss: 3.1008 | LR: 4.15e-04 | 1336.0ms/step | 15.0 samples/s +Step 12460/44000 | Loss: 3.1088 | LR: 4.15e-04 | 1335.3ms/step | 15.0 samples/s +Step 12470/44000 | Loss: 3.1011 | LR: 4.15e-04 | 1337.6ms/step | 15.0 samples/s +Step 12480/44000 | Loss: 3.0938 | LR: 4.15e-04 | 1333.8ms/step | 15.0 samples/s +Step 12490/44000 | Loss: 3.0745 | LR: 4.14e-04 | 1336.7ms/step | 15.0 samples/s +Step 12500/44000 | Loss: 3.0691 | LR: 4.14e-04 | 1337.8ms/step | 15.0 samples/s +Validation at step 12500: Loss = 3.1140, Perplexity = 22.51 +Step 12510/44000 | Loss: 3.1256 | LR: 4.14e-04 | 3582.7ms/step | 5.6 samples/s +Step 12520/44000 | Loss: 3.1080 | LR: 4.14e-04 | 1340.4ms/step | 14.9 samples/s +Step 12530/44000 | Loss: 3.1018 | LR: 4.14e-04 | 1337.1ms/step | 15.0 samples/s +Step 12540/44000 | Loss: 3.1013 | LR: 4.14e-04 | 1336.9ms/step | 15.0 samples/s +Step 12550/44000 | Loss: 3.1161 | LR: 4.14e-04 | 1339.5ms/step | 14.9 samples/s +Step 12560/44000 | Loss: 3.0799 | LR: 4.14e-04 | 1339.7ms/step | 14.9 samples/s +Step 12570/44000 | Loss: 3.0936 | LR: 4.13e-04 | 1336.2ms/step | 15.0 samples/s +Step 12580/44000 | Loss: 3.1367 | LR: 4.13e-04 | 1339.0ms/step | 14.9 samples/s +Step 12590/44000 | Loss: 3.0948 | LR: 4.13e-04 | 1337.2ms/step | 15.0 samples/s +Step 12600/44000 | Loss: 3.0999 | LR: 4.13e-04 | 1339.1ms/step | 14.9 samples/s +Step 12610/44000 | Loss: 3.1139 | LR: 4.13e-04 | 1338.0ms/step | 14.9 samples/s +Step 12620/44000 | Loss: 3.1476 | LR: 4.13e-04 | 1338.8ms/step | 14.9 samples/s +Step 12630/44000 | Loss: 3.1093 | LR: 4.13e-04 | 1338.9ms/step | 14.9 samples/s +Step 12640/44000 | Loss: 3.0989 | LR: 4.12e-04 | 1337.1ms/step | 15.0 samples/s +Step 12650/44000 | Loss: 3.1091 | LR: 4.12e-04 | 1335.7ms/step | 15.0 samples/s +Step 12660/44000 | Loss: 3.0976 | LR: 4.12e-04 | 1338.6ms/step | 14.9 samples/s +Step 12670/44000 | Loss: 3.1108 | LR: 4.12e-04 | 1339.6ms/step | 14.9 samples/s +Step 12680/44000 | Loss: 3.1138 | LR: 4.12e-04 | 1336.8ms/step | 15.0 samples/s +Step 12690/44000 | Loss: 3.1037 | LR: 4.12e-04 | 1335.5ms/step | 15.0 samples/s +Step 12700/44000 | Loss: 3.0983 | LR: 4.12e-04 | 1335.8ms/step | 15.0 samples/s +Step 12710/44000 | Loss: 3.0637 | LR: 4.11e-04 | 1337.2ms/step | 15.0 samples/s +Step 12720/44000 | Loss: 3.0619 | LR: 4.11e-04 | 1340.3ms/step | 14.9 samples/s +Step 12730/44000 | Loss: 3.0887 | LR: 4.11e-04 | 1336.4ms/step | 15.0 samples/s +Step 12740/44000 | Loss: 3.1071 | LR: 4.11e-04 | 1336.5ms/step | 15.0 samples/s +Step 12750/44000 | Loss: 3.0688 | LR: 4.11e-04 | 1340.1ms/step | 14.9 samples/s +Validation at step 12750: Loss = 3.1091, Perplexity = 22.40 +Step 12760/44000 | Loss: 3.0954 | LR: 4.11e-04 | 3580.5ms/step | 5.6 samples/s +Step 12770/44000 | Loss: 3.1050 | LR: 4.11e-04 | 1337.2ms/step | 15.0 samples/s +Step 12780/44000 | Loss: 3.0850 | LR: 4.10e-04 | 1335.2ms/step | 15.0 samples/s +Step 12790/44000 | Loss: 3.0903 | LR: 4.10e-04 | 1338.7ms/step | 14.9 samples/s +Step 12800/44000 | Loss: 3.1088 | LR: 4.10e-04 | 1333.5ms/step | 15.0 samples/s +Step 12810/44000 | Loss: 3.1098 | LR: 4.10e-04 | 1337.8ms/step | 14.9 samples/s +Step 12820/44000 | Loss: 3.0859 | LR: 4.10e-04 | 1335.3ms/step | 15.0 samples/s +Step 12830/44000 | Loss: 3.0967 | LR: 4.10e-04 | 1337.3ms/step | 15.0 samples/s +Step 12840/44000 | Loss: 3.0780 | LR: 4.10e-04 | 1338.4ms/step | 14.9 samples/s +Step 12850/44000 | Loss: 3.0963 | LR: 4.09e-04 | 1336.5ms/step | 15.0 samples/s +Step 12860/44000 | Loss: 3.0745 | LR: 4.09e-04 | 1340.1ms/step | 14.9 samples/s +Step 12870/44000 | Loss: 3.1033 | LR: 4.09e-04 | 1339.8ms/step | 14.9 samples/s +Step 12880/44000 | Loss: 3.0643 | LR: 4.09e-04 | 1339.0ms/step | 14.9 samples/s +Step 12890/44000 | Loss: 3.1185 | LR: 4.09e-04 | 1338.5ms/step | 14.9 samples/s +Step 12900/44000 | Loss: 3.0811 | LR: 4.09e-04 | 1342.0ms/step | 14.9 samples/s +Step 12910/44000 | Loss: 3.0960 | LR: 4.09e-04 | 1338.4ms/step | 14.9 samples/s +Step 12920/44000 | Loss: 3.0969 | LR: 4.09e-04 | 1338.6ms/step | 14.9 samples/s +Step 12930/44000 | Loss: 3.0970 | LR: 4.08e-04 | 1343.6ms/step | 14.9 samples/s +Step 12940/44000 | Loss: 3.1130 | LR: 4.08e-04 | 1341.2ms/step | 14.9 samples/s +Step 12950/44000 | Loss: 3.0968 | LR: 4.08e-04 | 1338.2ms/step | 14.9 samples/s +Step 12960/44000 | Loss: 3.1042 | LR: 4.08e-04 | 1339.2ms/step | 14.9 samples/s +Step 12970/44000 | Loss: 3.1125 | LR: 4.08e-04 | 1337.5ms/step | 15.0 samples/s +Step 12980/44000 | Loss: 3.1070 | LR: 4.08e-04 | 1339.1ms/step | 14.9 samples/s +Step 12990/44000 | Loss: 3.1002 | LR: 4.08e-04 | 1340.6ms/step | 14.9 samples/s +Step 13000/44000 | Loss: 3.0852 | LR: 4.07e-04 | 1340.0ms/step | 14.9 samples/s +Validation at step 13000: Loss = 3.1057, Perplexity = 22.32 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-13000 +Step 13010/44000 | Loss: 3.0930 | LR: 4.07e-04 | 3881.3ms/step | 5.2 samples/s +Step 13020/44000 | Loss: 3.0935 | LR: 4.07e-04 | 1337.3ms/step | 15.0 samples/s +Step 13030/44000 | Loss: 3.1012 | LR: 4.07e-04 | 1339.7ms/step | 14.9 samples/s +Step 13040/44000 | Loss: 3.0743 | LR: 4.07e-04 | 1342.2ms/step | 14.9 samples/s +Step 13050/44000 | Loss: 3.0599 | LR: 4.07e-04 | 1340.2ms/step | 14.9 samples/s +Step 13060/44000 | Loss: 3.1047 | LR: 4.07e-04 | 1338.7ms/step | 14.9 samples/s +Step 13070/44000 | Loss: 3.0981 | LR: 4.06e-04 | 1338.3ms/step | 14.9 samples/s +Step 13080/44000 | Loss: 3.1157 | LR: 4.06e-04 | 1340.1ms/step | 14.9 samples/s +Step 13090/44000 | Loss: 3.0836 | LR: 4.06e-04 | 1338.8ms/step | 14.9 samples/s +Step 13100/44000 | Loss: 3.0865 | LR: 4.06e-04 | 1339.1ms/step | 14.9 samples/s +Step 13110/44000 | Loss: 3.0985 | LR: 4.06e-04 | 1341.0ms/step | 14.9 samples/s +Step 13120/44000 | Loss: 3.1075 | LR: 4.06e-04 | 1338.1ms/step | 14.9 samples/s +Step 13130/44000 | Loss: 3.1081 | LR: 4.06e-04 | 1339.3ms/step | 14.9 samples/s +Step 13140/44000 | Loss: 3.1093 | LR: 4.05e-04 | 1338.6ms/step | 14.9 samples/s +Step 13150/44000 | Loss: 3.0919 | LR: 4.05e-04 | 1338.8ms/step | 14.9 samples/s +Step 13160/44000 | Loss: 3.0840 | LR: 4.05e-04 | 1339.1ms/step | 14.9 samples/s +Step 13170/44000 | Loss: 3.0888 | LR: 4.05e-04 | 1340.9ms/step | 14.9 samples/s +Step 13180/44000 | Loss: 3.1109 | LR: 4.05e-04 | 1336.2ms/step | 15.0 samples/s +Step 13190/44000 | Loss: 3.0866 | LR: 4.05e-04 | 1337.9ms/step | 14.9 samples/s +Step 13200/44000 | Loss: 3.1195 | LR: 4.05e-04 | 1337.1ms/step | 15.0 samples/s +Step 13210/44000 | Loss: 3.0721 | LR: 4.04e-04 | 1338.8ms/step | 14.9 samples/s +Step 13220/44000 | Loss: 3.0766 | LR: 4.04e-04 | 1339.8ms/step | 14.9 samples/s +Step 13230/44000 | Loss: 3.1064 | LR: 4.04e-04 | 1335.8ms/step | 15.0 samples/s +Step 13240/44000 | Loss: 3.0861 | LR: 4.04e-04 | 1335.1ms/step | 15.0 samples/s +Step 13250/44000 | Loss: 3.1020 | LR: 4.04e-04 | 1339.5ms/step | 14.9 samples/s +Validation at step 13250: Loss = 3.1017, Perplexity = 22.24 +Step 13260/44000 | Loss: 3.0939 | LR: 4.04e-04 | 3586.0ms/step | 5.6 samples/s +Step 13270/44000 | Loss: 3.0841 | LR: 4.04e-04 | 1337.7ms/step | 15.0 samples/s +Step 13280/44000 | Loss: 3.1103 | LR: 4.03e-04 | 1337.4ms/step | 15.0 samples/s +Step 13290/44000 | Loss: 3.0972 | LR: 4.03e-04 | 1337.8ms/step | 15.0 samples/s +Step 13300/44000 | Loss: 3.0586 | LR: 4.03e-04 | 1335.5ms/step | 15.0 samples/s +Step 13310/44000 | Loss: 3.0900 | LR: 4.03e-04 | 1335.6ms/step | 15.0 samples/s +Step 13320/44000 | Loss: 3.0729 | LR: 4.03e-04 | 1336.5ms/step | 15.0 samples/s +Step 13330/44000 | Loss: 3.0801 | LR: 4.03e-04 | 1333.6ms/step | 15.0 samples/s +Step 13340/44000 | Loss: 3.0877 | LR: 4.03e-04 | 1338.2ms/step | 14.9 samples/s +Step 13350/44000 | Loss: 3.0750 | LR: 4.02e-04 | 1339.8ms/step | 14.9 samples/s +Step 13360/44000 | Loss: 3.0873 | LR: 4.02e-04 | 1337.0ms/step | 15.0 samples/s +Step 13370/44000 | Loss: 3.1176 | LR: 4.02e-04 | 1337.4ms/step | 15.0 samples/s +Step 13380/44000 | Loss: 3.1103 | LR: 4.02e-04 | 1333.5ms/step | 15.0 samples/s +Step 13390/44000 | Loss: 3.0798 | LR: 4.02e-04 | 1336.8ms/step | 15.0 samples/s +Step 13400/44000 | Loss: 3.0800 | LR: 4.02e-04 | 1336.4ms/step | 15.0 samples/s +Step 13410/44000 | Loss: 3.0740 | LR: 4.02e-04 | 1337.8ms/step | 14.9 samples/s +Step 13420/44000 | Loss: 3.0432 | LR: 4.01e-04 | 1337.3ms/step | 15.0 samples/s +Step 13430/44000 | Loss: 3.0994 | LR: 4.01e-04 | 1336.2ms/step | 15.0 samples/s +Step 13440/44000 | Loss: 3.0898 | LR: 4.01e-04 | 1336.7ms/step | 15.0 samples/s +Step 13450/44000 | Loss: 3.0996 | LR: 4.01e-04 | 1336.9ms/step | 15.0 samples/s +Step 13460/44000 | Loss: 3.0774 | LR: 4.01e-04 | 1336.3ms/step | 15.0 samples/s +Step 13470/44000 | Loss: 3.0896 | LR: 4.01e-04 | 1336.0ms/step | 15.0 samples/s +Step 13480/44000 | Loss: 3.0641 | LR: 4.01e-04 | 1335.5ms/step | 15.0 samples/s +Step 13490/44000 | Loss: 3.0906 | LR: 4.00e-04 | 1334.8ms/step | 15.0 samples/s +Step 13500/44000 | Loss: 3.0924 | LR: 4.00e-04 | 1336.5ms/step | 15.0 samples/s +Validation at step 13500: Loss = 3.0967, Perplexity = 22.12 +Step 13510/44000 | Loss: 3.0785 | LR: 4.00e-04 | 3576.3ms/step | 5.6 samples/s +Step 13520/44000 | Loss: 3.0775 | LR: 4.00e-04 | 1335.7ms/step | 15.0 samples/s +Step 13530/44000 | Loss: 3.0728 | LR: 4.00e-04 | 1336.7ms/step | 15.0 samples/s +Step 13540/44000 | Loss: 3.0645 | LR: 4.00e-04 | 1335.5ms/step | 15.0 samples/s +Step 13550/44000 | Loss: 3.0816 | LR: 4.00e-04 | 1336.0ms/step | 15.0 samples/s +Step 13560/44000 | Loss: 3.0750 | LR: 3.99e-04 | 1336.5ms/step | 15.0 samples/s +Step 13570/44000 | Loss: 3.1108 | LR: 3.99e-04 | 1338.3ms/step | 14.9 samples/s +Step 13580/44000 | Loss: 3.0898 | LR: 3.99e-04 | 1334.0ms/step | 15.0 samples/s +Step 13590/44000 | Loss: 3.0672 | LR: 3.99e-04 | 1335.2ms/step | 15.0 samples/s +Step 13600/44000 | Loss: 3.0780 | LR: 3.99e-04 | 1337.3ms/step | 15.0 samples/s +Step 13610/44000 | Loss: 3.0698 | LR: 3.99e-04 | 1336.5ms/step | 15.0 samples/s +Step 13620/44000 | Loss: 3.1019 | LR: 3.98e-04 | 1334.0ms/step | 15.0 samples/s +Step 13630/44000 | Loss: 3.0922 | LR: 3.98e-04 | 1335.6ms/step | 15.0 samples/s +Step 13640/44000 | Loss: 3.0673 | LR: 3.98e-04 | 1336.7ms/step | 15.0 samples/s +Step 13650/44000 | Loss: 3.0860 | LR: 3.98e-04 | 1338.6ms/step | 14.9 samples/s +Step 13660/44000 | Loss: 3.0735 | LR: 3.98e-04 | 1335.8ms/step | 15.0 samples/s +Step 13670/44000 | Loss: 3.0595 | LR: 3.98e-04 | 1335.9ms/step | 15.0 samples/s +Step 13680/44000 | Loss: 3.0727 | LR: 3.98e-04 | 1336.9ms/step | 15.0 samples/s +Step 13690/44000 | Loss: 3.0910 | LR: 3.97e-04 | 1338.1ms/step | 14.9 samples/s +Step 13700/44000 | Loss: 3.0761 | LR: 3.97e-04 | 1336.8ms/step | 15.0 samples/s +Step 13710/44000 | Loss: 3.0866 | LR: 3.97e-04 | 1338.5ms/step | 14.9 samples/s +Step 13720/44000 | Loss: 3.0702 | LR: 3.97e-04 | 1338.1ms/step | 14.9 samples/s +Step 13730/44000 | Loss: 3.0863 | LR: 3.97e-04 | 1339.1ms/step | 14.9 samples/s +Step 13740/44000 | Loss: 3.0934 | LR: 3.97e-04 | 1337.4ms/step | 15.0 samples/s +Step 13750/44000 | Loss: 3.1235 | LR: 3.97e-04 | 1335.9ms/step | 15.0 samples/s +Validation at step 13750: Loss = 3.0944, Perplexity = 22.07 +Step 13760/44000 | Loss: 3.1128 | LR: 3.96e-04 | 3584.3ms/step | 5.6 samples/s +Step 13770/44000 | Loss: 3.0855 | LR: 3.96e-04 | 1340.4ms/step | 14.9 samples/s +Step 13780/44000 | Loss: 3.0795 | LR: 3.96e-04 | 1339.6ms/step | 14.9 samples/s +Step 13790/44000 | Loss: 3.1150 | LR: 3.96e-04 | 1338.1ms/step | 14.9 samples/s +Step 13800/44000 | Loss: 3.0717 | LR: 3.96e-04 | 1333.8ms/step | 15.0 samples/s +Step 13810/44000 | Loss: 3.0643 | LR: 3.96e-04 | 1335.1ms/step | 15.0 samples/s +Step 13820/44000 | Loss: 3.0787 | LR: 3.96e-04 | 1338.2ms/step | 14.9 samples/s +Step 13830/44000 | Loss: 3.0635 | LR: 3.95e-04 | 1339.5ms/step | 14.9 samples/s +Step 13840/44000 | Loss: 3.0541 | LR: 3.95e-04 | 1342.1ms/step | 14.9 samples/s +Step 13850/44000 | Loss: 3.0741 | LR: 3.95e-04 | 1338.7ms/step | 14.9 samples/s +Step 13860/44000 | Loss: 3.0825 | LR: 3.95e-04 | 1337.2ms/step | 15.0 samples/s +Step 13870/44000 | Loss: 3.0810 | LR: 3.95e-04 | 1338.4ms/step | 14.9 samples/s +Step 13880/44000 | Loss: 3.0979 | LR: 3.95e-04 | 1337.9ms/step | 14.9 samples/s +Step 13890/44000 | Loss: 3.0657 | LR: 3.95e-04 | 1337.9ms/step | 14.9 samples/s +Step 13900/44000 | Loss: 3.1153 | LR: 3.94e-04 | 1339.9ms/step | 14.9 samples/s +Step 13910/44000 | Loss: 3.0884 | LR: 3.94e-04 | 1340.5ms/step | 14.9 samples/s +Step 13920/44000 | Loss: 3.0692 | LR: 3.94e-04 | 1339.9ms/step | 14.9 samples/s +Step 13930/44000 | Loss: 3.0820 | LR: 3.94e-04 | 1337.0ms/step | 15.0 samples/s +Step 13940/44000 | Loss: 3.0618 | LR: 3.94e-04 | 1337.9ms/step | 14.9 samples/s +Step 13950/44000 | Loss: 3.0633 | LR: 3.94e-04 | 1332.1ms/step | 15.0 samples/s +Step 13960/44000 | Loss: 3.0826 | LR: 3.93e-04 | 1335.3ms/step | 15.0 samples/s +Step 13970/44000 | Loss: 3.0670 | LR: 3.93e-04 | 1335.9ms/step | 15.0 samples/s +Step 13980/44000 | Loss: 3.0659 | LR: 3.93e-04 | 1338.3ms/step | 14.9 samples/s +Step 13990/44000 | Loss: 3.0670 | LR: 3.93e-04 | 1339.5ms/step | 14.9 samples/s +Step 14000/44000 | Loss: 3.0867 | LR: 3.93e-04 | 1337.3ms/step | 15.0 samples/s +Validation at step 14000: Loss = 3.0898, Perplexity = 21.97 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-14000 +Step 14010/44000 | Loss: 3.0889 | LR: 3.93e-04 | 3870.0ms/step | 5.2 samples/s +Step 14020/44000 | Loss: 3.0623 | LR: 3.93e-04 | 1333.8ms/step | 15.0 samples/s +Step 14030/44000 | Loss: 3.0319 | LR: 3.92e-04 | 1333.0ms/step | 15.0 samples/s +Step 14040/44000 | Loss: 3.0487 | LR: 3.92e-04 | 1333.4ms/step | 15.0 samples/s +Step 14050/44000 | Loss: 3.0401 | LR: 3.92e-04 | 1333.9ms/step | 15.0 samples/s +Step 14060/44000 | Loss: 3.0975 | LR: 3.92e-04 | 1332.6ms/step | 15.0 samples/s +Step 14070/44000 | Loss: 3.0897 | LR: 3.92e-04 | 1333.0ms/step | 15.0 samples/s +Step 14080/44000 | Loss: 3.0790 | LR: 3.92e-04 | 1332.4ms/step | 15.0 samples/s +Step 14090/44000 | Loss: 3.0625 | LR: 3.92e-04 | 1334.8ms/step | 15.0 samples/s +Step 14100/44000 | Loss: 3.0898 | LR: 3.91e-04 | 1333.1ms/step | 15.0 samples/s +Step 14110/44000 | Loss: 3.0846 | LR: 3.91e-04 | 1333.1ms/step | 15.0 samples/s +Step 14120/44000 | Loss: 3.0768 | LR: 3.91e-04 | 1331.4ms/step | 15.0 samples/s +Step 14130/44000 | Loss: 3.1001 | LR: 3.91e-04 | 1334.3ms/step | 15.0 samples/s +Step 14140/44000 | Loss: 3.0863 | LR: 3.91e-04 | 1331.4ms/step | 15.0 samples/s +Step 14150/44000 | Loss: 3.0574 | LR: 3.91e-04 | 1332.3ms/step | 15.0 samples/s +Step 14160/44000 | Loss: 3.0689 | LR: 3.90e-04 | 1331.8ms/step | 15.0 samples/s +Step 14170/44000 | Loss: 3.0931 | LR: 3.90e-04 | 1331.6ms/step | 15.0 samples/s +Step 14180/44000 | Loss: 3.0814 | LR: 3.90e-04 | 1330.5ms/step | 15.0 samples/s +Step 14190/44000 | Loss: 3.0760 | LR: 3.90e-04 | 1334.7ms/step | 15.0 samples/s +Step 14200/44000 | Loss: 3.0857 | LR: 3.90e-04 | 1331.3ms/step | 15.0 samples/s +Step 14210/44000 | Loss: 3.0704 | LR: 3.90e-04 | 1331.3ms/step | 15.0 samples/s +Step 14220/44000 | Loss: 3.0712 | LR: 3.90e-04 | 1332.5ms/step | 15.0 samples/s +Step 14230/44000 | Loss: 3.0761 | LR: 3.89e-04 | 1334.4ms/step | 15.0 samples/s +Step 14240/44000 | Loss: 3.0569 | LR: 3.89e-04 | 1334.4ms/step | 15.0 samples/s +Step 14250/44000 | Loss: 3.0707 | LR: 3.89e-04 | 1328.9ms/step | 15.0 samples/s +Validation at step 14250: Loss = 3.0863, Perplexity = 21.90 +Step 14260/44000 | Loss: 3.1026 | LR: 3.89e-04 | 3569.3ms/step | 5.6 samples/s +Step 14270/44000 | Loss: 3.0952 | LR: 3.89e-04 | 1330.7ms/step | 15.0 samples/s +Step 14280/44000 | Loss: 3.0930 | LR: 3.89e-04 | 1332.1ms/step | 15.0 samples/s +Step 14290/44000 | Loss: 3.0787 | LR: 3.89e-04 | 1333.8ms/step | 15.0 samples/s +Step 14300/44000 | Loss: 3.0788 | LR: 3.88e-04 | 1328.0ms/step | 15.1 samples/s +Step 14310/44000 | Loss: 3.0761 | LR: 3.88e-04 | 1328.2ms/step | 15.1 samples/s +Step 14320/44000 | Loss: 3.0762 | LR: 3.88e-04 | 1330.8ms/step | 15.0 samples/s +Step 14330/44000 | Loss: 3.0886 | LR: 3.88e-04 | 1333.0ms/step | 15.0 samples/s +Step 14340/44000 | Loss: 3.0859 | LR: 3.88e-04 | 1332.5ms/step | 15.0 samples/s +Step 14350/44000 | Loss: 3.0687 | LR: 3.88e-04 | 1332.0ms/step | 15.0 samples/s +Step 14360/44000 | Loss: 3.0859 | LR: 3.87e-04 | 1331.2ms/step | 15.0 samples/s +Step 14370/44000 | Loss: 3.0819 | LR: 3.87e-04 | 1331.4ms/step | 15.0 samples/s +Step 14380/44000 | Loss: 3.0640 | LR: 3.87e-04 | 1330.3ms/step | 15.0 samples/s +Step 14390/44000 | Loss: 3.0696 | LR: 3.87e-04 | 1330.1ms/step | 15.0 samples/s +Step 14400/44000 | Loss: 3.0722 | LR: 3.87e-04 | 1331.6ms/step | 15.0 samples/s +Step 14410/44000 | Loss: 3.0526 | LR: 3.87e-04 | 1330.9ms/step | 15.0 samples/s +Step 14420/44000 | Loss: 3.0753 | LR: 3.87e-04 | 1328.8ms/step | 15.1 samples/s +Step 14430/44000 | Loss: 3.0423 | LR: 3.86e-04 | 1331.3ms/step | 15.0 samples/s +Step 14440/44000 | Loss: 3.0832 | LR: 3.86e-04 | 1332.4ms/step | 15.0 samples/s +Step 14450/44000 | Loss: 3.0752 | LR: 3.86e-04 | 1333.7ms/step | 15.0 samples/s +Step 14460/44000 | Loss: 3.0859 | LR: 3.86e-04 | 1333.8ms/step | 15.0 samples/s +Step 14470/44000 | Loss: 3.0815 | LR: 3.86e-04 | 1334.2ms/step | 15.0 samples/s +Step 14480/44000 | Loss: 3.0458 | LR: 3.86e-04 | 1332.6ms/step | 15.0 samples/s +Step 14490/44000 | Loss: 3.0592 | LR: 3.85e-04 | 1333.8ms/step | 15.0 samples/s +Step 14500/44000 | Loss: 3.0880 | LR: 3.85e-04 | 1333.0ms/step | 15.0 samples/s +Validation at step 14500: Loss = 3.0824, Perplexity = 21.81 +Step 14510/44000 | Loss: 3.0557 | LR: 3.85e-04 | 3565.5ms/step | 5.6 samples/s +Step 14520/44000 | Loss: 3.0885 | LR: 3.85e-04 | 1331.6ms/step | 15.0 samples/s +Step 14530/44000 | Loss: 3.0677 | LR: 3.85e-04 | 1333.1ms/step | 15.0 samples/s +Step 14540/44000 | Loss: 3.0755 | LR: 3.85e-04 | 1332.3ms/step | 15.0 samples/s +Step 14550/44000 | Loss: 3.0751 | LR: 3.85e-04 | 1330.3ms/step | 15.0 samples/s +Step 14560/44000 | Loss: 3.0830 | LR: 3.84e-04 | 1332.8ms/step | 15.0 samples/s +Step 14570/44000 | Loss: 3.0838 | LR: 3.84e-04 | 1332.9ms/step | 15.0 samples/s +Step 14580/44000 | Loss: 3.0705 | LR: 3.84e-04 | 1331.8ms/step | 15.0 samples/s +Step 14590/44000 | Loss: 3.0818 | LR: 3.84e-04 | 1332.3ms/step | 15.0 samples/s +Step 14600/44000 | Loss: 3.0740 | LR: 3.84e-04 | 1333.1ms/step | 15.0 samples/s +Step 14610/44000 | Loss: 3.0736 | LR: 3.84e-04 | 1332.6ms/step | 15.0 samples/s +Step 14620/44000 | Loss: 3.0851 | LR: 3.83e-04 | 1332.8ms/step | 15.0 samples/s +Step 14630/44000 | Loss: 3.0609 | LR: 3.83e-04 | 1332.3ms/step | 15.0 samples/s +Step 14640/44000 | Loss: 3.0609 | LR: 3.83e-04 | 1330.0ms/step | 15.0 samples/s +Step 14650/44000 | Loss: 3.0708 | LR: 3.83e-04 | 1336.5ms/step | 15.0 samples/s +Step 14660/44000 | Loss: 3.0853 | LR: 3.83e-04 | 1331.8ms/step | 15.0 samples/s +Step 14670/44000 | Loss: 3.0805 | LR: 3.83e-04 | 1334.8ms/step | 15.0 samples/s +Step 14680/44000 | Loss: 3.0454 | LR: 3.83e-04 | 1332.4ms/step | 15.0 samples/s +Step 14690/44000 | Loss: 3.0652 | LR: 3.82e-04 | 1334.9ms/step | 15.0 samples/s +Step 14700/44000 | Loss: 3.0814 | LR: 3.82e-04 | 1328.9ms/step | 15.0 samples/s +Step 14710/44000 | Loss: 3.0708 | LR: 3.82e-04 | 1331.7ms/step | 15.0 samples/s +Step 14720/44000 | Loss: 3.0604 | LR: 3.82e-04 | 1328.5ms/step | 15.1 samples/s +Step 14730/44000 | Loss: 3.0755 | LR: 3.82e-04 | 1331.4ms/step | 15.0 samples/s +Step 14740/44000 | Loss: 3.0650 | LR: 3.82e-04 | 1333.4ms/step | 15.0 samples/s +Step 14750/44000 | Loss: 3.0941 | LR: 3.81e-04 | 1332.2ms/step | 15.0 samples/s +Validation at step 14750: Loss = 3.0790, Perplexity = 21.74 +Step 14760/44000 | Loss: 3.0667 | LR: 3.81e-04 | 3563.8ms/step | 5.6 samples/s +Step 14770/44000 | Loss: 3.0778 | LR: 3.81e-04 | 1329.9ms/step | 15.0 samples/s +Step 14780/44000 | Loss: 3.0876 | LR: 3.81e-04 | 1334.4ms/step | 15.0 samples/s +Step 14790/44000 | Loss: 3.0732 | LR: 3.81e-04 | 1331.9ms/step | 15.0 samples/s +Step 14800/44000 | Loss: 3.0412 | LR: 3.81e-04 | 1332.7ms/step | 15.0 samples/s +Step 14810/44000 | Loss: 3.0599 | LR: 3.81e-04 | 1330.9ms/step | 15.0 samples/s +Step 14820/44000 | Loss: 3.0688 | LR: 3.80e-04 | 1333.0ms/step | 15.0 samples/s +Step 14830/44000 | Loss: 3.0743 | LR: 3.80e-04 | 1332.8ms/step | 15.0 samples/s +Step 14840/44000 | Loss: 3.0616 | LR: 3.80e-04 | 1334.7ms/step | 15.0 samples/s +Step 14850/44000 | Loss: 3.0731 | LR: 3.80e-04 | 1333.5ms/step | 15.0 samples/s +Step 14860/44000 | Loss: 3.0547 | LR: 3.80e-04 | 1334.3ms/step | 15.0 samples/s +Step 14870/44000 | Loss: 3.0569 | LR: 3.80e-04 | 1335.1ms/step | 15.0 samples/s +Step 14880/44000 | Loss: 3.0532 | LR: 3.79e-04 | 1330.0ms/step | 15.0 samples/s +Step 14890/44000 | Loss: 3.0536 | LR: 3.79e-04 | 1332.6ms/step | 15.0 samples/s +Step 14900/44000 | Loss: 3.0609 | LR: 3.79e-04 | 1332.9ms/step | 15.0 samples/s +Step 14910/44000 | Loss: 3.0828 | LR: 3.79e-04 | 1333.2ms/step | 15.0 samples/s +Step 14920/44000 | Loss: 3.0820 | LR: 3.79e-04 | 1334.5ms/step | 15.0 samples/s +Step 14930/44000 | Loss: 3.0860 | LR: 3.79e-04 | 1332.8ms/step | 15.0 samples/s +Step 14940/44000 | Loss: 3.0756 | LR: 3.79e-04 | 1332.6ms/step | 15.0 samples/s +Step 14950/44000 | Loss: 3.1017 | LR: 3.78e-04 | 1331.2ms/step | 15.0 samples/s +Step 14960/44000 | Loss: 3.0617 | LR: 3.78e-04 | 1331.1ms/step | 15.0 samples/s +Step 14970/44000 | Loss: 3.0643 | LR: 3.78e-04 | 1331.3ms/step | 15.0 samples/s +Step 14980/44000 | Loss: 3.0656 | LR: 3.78e-04 | 1334.9ms/step | 15.0 samples/s +Step 14990/44000 | Loss: 3.0531 | LR: 3.78e-04 | 1331.8ms/step | 15.0 samples/s +Step 15000/44000 | Loss: 3.0835 | LR: 3.78e-04 | 1333.7ms/step | 15.0 samples/s +Validation at step 15000: Loss = 3.0761, Perplexity = 21.67 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-15000 +Step 15010/44000 | Loss: 3.0396 | LR: 3.77e-04 | 3883.7ms/step | 5.1 samples/s +Step 15020/44000 | Loss: 3.0408 | LR: 3.77e-04 | 1336.7ms/step | 15.0 samples/s +Step 15030/44000 | Loss: 3.0514 | LR: 3.77e-04 | 1341.2ms/step | 14.9 samples/s +Step 15040/44000 | Loss: 3.0605 | LR: 3.77e-04 | 1342.4ms/step | 14.9 samples/s +Step 15050/44000 | Loss: 3.0702 | LR: 3.77e-04 | 1341.0ms/step | 14.9 samples/s +Step 15060/44000 | Loss: 3.0693 | LR: 3.77e-04 | 1336.8ms/step | 15.0 samples/s +Step 15070/44000 | Loss: 3.0475 | LR: 3.77e-04 | 1341.3ms/step | 14.9 samples/s +Step 15080/44000 | Loss: 3.0914 | LR: 3.76e-04 | 1343.6ms/step | 14.9 samples/s +Step 15090/44000 | Loss: 3.0590 | LR: 3.76e-04 | 1339.1ms/step | 14.9 samples/s +Step 15100/44000 | Loss: 3.0525 | LR: 3.76e-04 | 1337.9ms/step | 14.9 samples/s +Step 15110/44000 | Loss: 3.0653 | LR: 3.76e-04 | 1341.1ms/step | 14.9 samples/s +Step 15120/44000 | Loss: 3.0593 | LR: 3.76e-04 | 1340.0ms/step | 14.9 samples/s +Step 15130/44000 | Loss: 3.0587 | LR: 3.76e-04 | 1341.0ms/step | 14.9 samples/s +Step 15140/44000 | Loss: 3.0670 | LR: 3.75e-04 | 1342.3ms/step | 14.9 samples/s +Step 15150/44000 | Loss: 3.0757 | LR: 3.75e-04 | 1338.8ms/step | 14.9 samples/s +Step 15160/44000 | Loss: 3.0798 | LR: 3.75e-04 | 1339.2ms/step | 14.9 samples/s +Step 15170/44000 | Loss: 3.0594 | LR: 3.75e-04 | 1341.7ms/step | 14.9 samples/s +Step 15180/44000 | Loss: 3.0499 | LR: 3.75e-04 | 1341.3ms/step | 14.9 samples/s +Step 15190/44000 | Loss: 3.0522 | LR: 3.75e-04 | 1339.1ms/step | 14.9 samples/s +Step 15200/44000 | Loss: 3.0702 | LR: 3.74e-04 | 1341.3ms/step | 14.9 samples/s +Step 15210/44000 | Loss: 3.0829 | LR: 3.74e-04 | 1339.3ms/step | 14.9 samples/s +Step 15220/44000 | Loss: 3.0879 | LR: 3.74e-04 | 1340.3ms/step | 14.9 samples/s +Step 15230/44000 | Loss: 3.0721 | LR: 3.74e-04 | 1338.7ms/step | 14.9 samples/s +Step 15240/44000 | Loss: 3.0506 | LR: 3.74e-04 | 1336.3ms/step | 15.0 samples/s +Step 15250/44000 | Loss: 3.0576 | LR: 3.74e-04 | 1337.5ms/step | 15.0 samples/s +Validation at step 15250: Loss = 3.0721, Perplexity = 21.59 +Step 15260/44000 | Loss: 3.0403 | LR: 3.74e-04 | 3582.4ms/step | 5.6 samples/s +Step 15270/44000 | Loss: 3.0624 | LR: 3.73e-04 | 1340.7ms/step | 14.9 samples/s +Step 15280/44000 | Loss: 3.0455 | LR: 3.73e-04 | 1337.5ms/step | 15.0 samples/s +Step 15290/44000 | Loss: 3.0214 | LR: 3.73e-04 | 1336.6ms/step | 15.0 samples/s +Step 15300/44000 | Loss: 3.0570 | LR: 3.73e-04 | 1339.0ms/step | 14.9 samples/s +Step 15310/44000 | Loss: 3.0679 | LR: 3.73e-04 | 1335.5ms/step | 15.0 samples/s +Step 15320/44000 | Loss: 3.0526 | LR: 3.73e-04 | 1339.3ms/step | 14.9 samples/s +Step 15330/44000 | Loss: 3.0671 | LR: 3.72e-04 | 1339.4ms/step | 14.9 samples/s +Step 15340/44000 | Loss: 3.0635 | LR: 3.72e-04 | 1338.2ms/step | 14.9 samples/s +Step 15350/44000 | Loss: 3.0834 | LR: 3.72e-04 | 1339.6ms/step | 14.9 samples/s +Step 15360/44000 | Loss: 3.0782 | LR: 3.72e-04 | 1338.7ms/step | 14.9 samples/s +Step 15370/44000 | Loss: 3.0644 | LR: 3.72e-04 | 1337.5ms/step | 15.0 samples/s +Step 15380/44000 | Loss: 3.0499 | LR: 3.72e-04 | 1337.6ms/step | 15.0 samples/s +Step 15390/44000 | Loss: 3.0872 | LR: 3.71e-04 | 1334.6ms/step | 15.0 samples/s +Step 15400/44000 | Loss: 3.0358 | LR: 3.71e-04 | 1335.1ms/step | 15.0 samples/s +Step 15410/44000 | Loss: 3.0569 | LR: 3.71e-04 | 1334.6ms/step | 15.0 samples/s +Step 15420/44000 | Loss: 3.0742 | LR: 3.71e-04 | 1335.5ms/step | 15.0 samples/s +Step 15430/44000 | Loss: 3.0671 | LR: 3.71e-04 | 1339.2ms/step | 14.9 samples/s +Step 15440/44000 | Loss: 3.0618 | LR: 3.71e-04 | 1337.1ms/step | 15.0 samples/s +Step 15450/44000 | Loss: 3.0767 | LR: 3.71e-04 | 1338.2ms/step | 14.9 samples/s +Step 15460/44000 | Loss: 3.0541 | LR: 3.70e-04 | 1337.7ms/step | 15.0 samples/s +Step 15470/44000 | Loss: 3.0701 | LR: 3.70e-04 | 1334.6ms/step | 15.0 samples/s +Step 15480/44000 | Loss: 3.0230 | LR: 3.70e-04 | 1334.6ms/step | 15.0 samples/s +Step 15490/44000 | Loss: 3.0533 | LR: 3.70e-04 | 1341.3ms/step | 14.9 samples/s +Step 15500/44000 | Loss: 3.0424 | LR: 3.70e-04 | 1338.8ms/step | 14.9 samples/s +Validation at step 15500: Loss = 3.0697, Perplexity = 21.54 +Step 15510/44000 | Loss: 3.0823 | LR: 3.70e-04 | 3585.5ms/step | 5.6 samples/s +Step 15520/44000 | Loss: 3.0681 | LR: 3.69e-04 | 1337.4ms/step | 15.0 samples/s +Step 15530/44000 | Loss: 3.0444 | LR: 3.69e-04 | 1337.1ms/step | 15.0 samples/s +Step 15540/44000 | Loss: 3.0612 | LR: 3.69e-04 | 1339.3ms/step | 14.9 samples/s +Step 15550/44000 | Loss: 3.0767 | LR: 3.69e-04 | 1339.2ms/step | 14.9 samples/s +Step 15560/44000 | Loss: 3.0635 | LR: 3.69e-04 | 1337.8ms/step | 14.9 samples/s +Step 15570/44000 | Loss: 3.0770 | LR: 3.69e-04 | 1336.2ms/step | 15.0 samples/s +Step 15580/44000 | Loss: 3.0402 | LR: 3.68e-04 | 1336.8ms/step | 15.0 samples/s +Step 15590/44000 | Loss: 3.0346 | LR: 3.68e-04 | 1336.6ms/step | 15.0 samples/s +Step 15600/44000 | Loss: 3.0766 | LR: 3.68e-04 | 1336.7ms/step | 15.0 samples/s +Step 15610/44000 | Loss: 3.0420 | LR: 3.68e-04 | 1338.0ms/step | 14.9 samples/s +Step 15620/44000 | Loss: 3.0317 | LR: 3.68e-04 | 1335.2ms/step | 15.0 samples/s +Step 15630/44000 | Loss: 3.0513 | LR: 3.68e-04 | 1335.7ms/step | 15.0 samples/s +Step 15640/44000 | Loss: 3.0493 | LR: 3.67e-04 | 1334.7ms/step | 15.0 samples/s +Step 15650/44000 | Loss: 3.0364 | LR: 3.67e-04 | 1335.7ms/step | 15.0 samples/s +Step 15660/44000 | Loss: 3.0624 | LR: 3.67e-04 | 1337.1ms/step | 15.0 samples/s +Step 15670/44000 | Loss: 3.0469 | LR: 3.67e-04 | 1337.7ms/step | 15.0 samples/s +Step 15680/44000 | Loss: 3.0639 | LR: 3.67e-04 | 1335.6ms/step | 15.0 samples/s +Step 15690/44000 | Loss: 3.0486 | LR: 3.67e-04 | 1336.6ms/step | 15.0 samples/s +Step 15700/44000 | Loss: 3.0264 | LR: 3.67e-04 | 1336.8ms/step | 15.0 samples/s +Step 15710/44000 | Loss: 3.0435 | LR: 3.66e-04 | 1336.9ms/step | 15.0 samples/s +Step 15720/44000 | Loss: 3.0454 | LR: 3.66e-04 | 1335.1ms/step | 15.0 samples/s +Step 15730/44000 | Loss: 3.0644 | LR: 3.66e-04 | 1337.8ms/step | 14.9 samples/s +Step 15740/44000 | Loss: 3.0519 | LR: 3.66e-04 | 1335.5ms/step | 15.0 samples/s +Step 15750/44000 | Loss: 3.0462 | LR: 3.66e-04 | 1336.7ms/step | 15.0 samples/s +Validation at step 15750: Loss = 3.0676, Perplexity = 21.49 +Step 15760/44000 | Loss: 3.0287 | LR: 3.66e-04 | 3572.3ms/step | 5.6 samples/s +Step 15770/44000 | Loss: 3.0829 | LR: 3.65e-04 | 1332.8ms/step | 15.0 samples/s +Step 15780/44000 | Loss: 3.0504 | LR: 3.65e-04 | 1329.5ms/step | 15.0 samples/s +Step 15790/44000 | Loss: 3.0764 | LR: 3.65e-04 | 1330.4ms/step | 15.0 samples/s +Step 15800/44000 | Loss: 3.0318 | LR: 3.65e-04 | 1331.9ms/step | 15.0 samples/s +Step 15810/44000 | Loss: 3.0623 | LR: 3.65e-04 | 1332.2ms/step | 15.0 samples/s +Step 15820/44000 | Loss: 3.0167 | LR: 3.65e-04 | 1330.5ms/step | 15.0 samples/s +Step 15830/44000 | Loss: 3.0467 | LR: 3.64e-04 | 1333.8ms/step | 15.0 samples/s +Step 15840/44000 | Loss: 3.0338 | LR: 3.64e-04 | 1331.5ms/step | 15.0 samples/s +Step 15850/44000 | Loss: 3.0482 | LR: 3.64e-04 | 1333.9ms/step | 15.0 samples/s +Step 15860/44000 | Loss: 3.0528 | LR: 3.64e-04 | 1334.3ms/step | 15.0 samples/s +Step 15870/44000 | Loss: 3.0642 | LR: 3.64e-04 | 1333.4ms/step | 15.0 samples/s +Step 15880/44000 | Loss: 3.0435 | LR: 3.64e-04 | 1335.0ms/step | 15.0 samples/s +Step 15890/44000 | Loss: 2.9896 | LR: 3.63e-04 | 1333.9ms/step | 15.0 samples/s +Step 15900/44000 | Loss: 3.0274 | LR: 3.63e-04 | 1332.8ms/step | 15.0 samples/s +Step 15910/44000 | Loss: 3.0603 | LR: 3.63e-04 | 1335.8ms/step | 15.0 samples/s +Step 15920/44000 | Loss: 3.0604 | LR: 3.63e-04 | 1334.7ms/step | 15.0 samples/s +Step 15930/44000 | Loss: 3.0613 | LR: 3.63e-04 | 1332.6ms/step | 15.0 samples/s +Step 15940/44000 | Loss: 3.0663 | LR: 3.63e-04 | 1329.9ms/step | 15.0 samples/s +Step 15950/44000 | Loss: 3.0610 | LR: 3.62e-04 | 1333.8ms/step | 15.0 samples/s +Step 15960/44000 | Loss: 3.0407 | LR: 3.62e-04 | 1333.4ms/step | 15.0 samples/s +Step 15970/44000 | Loss: 3.0591 | LR: 3.62e-04 | 1331.3ms/step | 15.0 samples/s +Step 15980/44000 | Loss: 3.0518 | LR: 3.62e-04 | 1329.5ms/step | 15.0 samples/s +Step 15990/44000 | Loss: 3.0364 | LR: 3.62e-04 | 1332.0ms/step | 15.0 samples/s +Step 16000/44000 | Loss: 3.0599 | LR: 3.62e-04 | 1331.8ms/step | 15.0 samples/s +Validation at step 16000: Loss = 3.0629, Perplexity = 21.39 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-16000 +Step 16010/44000 | Loss: 3.0625 | LR: 3.62e-04 | 3904.0ms/step | 5.1 samples/s +Step 16020/44000 | Loss: 3.0357 | LR: 3.61e-04 | 1338.3ms/step | 14.9 samples/s +Step 16030/44000 | Loss: 3.0629 | LR: 3.61e-04 | 1338.9ms/step | 14.9 samples/s +Step 16040/44000 | Loss: 3.0515 | LR: 3.61e-04 | 1339.5ms/step | 14.9 samples/s +Step 16050/44000 | Loss: 3.0707 | LR: 3.61e-04 | 1339.2ms/step | 14.9 samples/s +Step 16060/44000 | Loss: 3.0675 | LR: 3.61e-04 | 1338.1ms/step | 14.9 samples/s +Step 16070/44000 | Loss: 3.0670 | LR: 3.61e-04 | 1337.7ms/step | 15.0 samples/s +Step 16080/44000 | Loss: 3.0568 | LR: 3.60e-04 | 1339.8ms/step | 14.9 samples/s +Step 16090/44000 | Loss: 3.0334 | LR: 3.60e-04 | 1339.3ms/step | 14.9 samples/s +Step 16100/44000 | Loss: 3.0603 | LR: 3.60e-04 | 1340.6ms/step | 14.9 samples/s +Step 16110/44000 | Loss: 3.0859 | LR: 3.60e-04 | 1340.7ms/step | 14.9 samples/s +Step 16120/44000 | Loss: 3.0664 | LR: 3.60e-04 | 1337.5ms/step | 15.0 samples/s +Step 16130/44000 | Loss: 3.0590 | LR: 3.60e-04 | 1335.2ms/step | 15.0 samples/s +Step 16140/44000 | Loss: 3.0435 | LR: 3.59e-04 | 1339.1ms/step | 14.9 samples/s +Step 16150/44000 | Loss: 3.0483 | LR: 3.59e-04 | 1339.5ms/step | 14.9 samples/s +Step 16160/44000 | Loss: 3.0171 | LR: 3.59e-04 | 1338.3ms/step | 14.9 samples/s +Step 16170/44000 | Loss: 3.0148 | LR: 3.59e-04 | 1340.0ms/step | 14.9 samples/s +Step 16180/44000 | Loss: 3.0235 | LR: 3.59e-04 | 1340.4ms/step | 14.9 samples/s +Step 16190/44000 | Loss: 3.0332 | LR: 3.59e-04 | 1340.5ms/step | 14.9 samples/s +Step 16200/44000 | Loss: 3.0221 | LR: 3.58e-04 | 1339.9ms/step | 14.9 samples/s +Step 16210/44000 | Loss: 3.0379 | LR: 3.58e-04 | 1336.2ms/step | 15.0 samples/s +Step 16220/44000 | Loss: 3.0216 | LR: 3.58e-04 | 1336.4ms/step | 15.0 samples/s +Step 16230/44000 | Loss: 3.0318 | LR: 3.58e-04 | 1338.4ms/step | 14.9 samples/s +Step 16240/44000 | Loss: 3.0314 | LR: 3.58e-04 | 1338.4ms/step | 14.9 samples/s +Step 16250/44000 | Loss: 3.0523 | LR: 3.58e-04 | 1338.7ms/step | 14.9 samples/s +Validation at step 16250: Loss = 3.0594, Perplexity = 21.32 +Step 16260/44000 | Loss: 3.0713 | LR: 3.57e-04 | 3593.2ms/step | 5.6 samples/s +Step 16270/44000 | Loss: 3.0545 | LR: 3.57e-04 | 1339.6ms/step | 14.9 samples/s +Step 16280/44000 | Loss: 3.0284 | LR: 3.57e-04 | 1337.5ms/step | 15.0 samples/s +Step 16290/44000 | Loss: 3.0225 | LR: 3.57e-04 | 1339.4ms/step | 14.9 samples/s +Step 16300/44000 | Loss: 3.0703 | LR: 3.57e-04 | 1337.6ms/step | 15.0 samples/s +Step 16310/44000 | Loss: 3.0506 | LR: 3.57e-04 | 1340.0ms/step | 14.9 samples/s +Step 16320/44000 | Loss: 3.0422 | LR: 3.56e-04 | 1338.8ms/step | 14.9 samples/s +Step 16330/44000 | Loss: 3.0525 | LR: 3.56e-04 | 1341.0ms/step | 14.9 samples/s +Step 16340/44000 | Loss: 3.0519 | LR: 3.56e-04 | 1339.8ms/step | 14.9 samples/s +Step 16350/44000 | Loss: 3.0719 | LR: 3.56e-04 | 1338.2ms/step | 14.9 samples/s +Step 16360/44000 | Loss: 3.0303 | LR: 3.56e-04 | 1335.9ms/step | 15.0 samples/s +Step 16370/44000 | Loss: 3.0521 | LR: 3.56e-04 | 1337.0ms/step | 15.0 samples/s +Step 16380/44000 | Loss: 3.0355 | LR: 3.55e-04 | 1337.4ms/step | 15.0 samples/s +Step 16390/44000 | Loss: 3.0631 | LR: 3.55e-04 | 1337.8ms/step | 14.9 samples/s +Step 16400/44000 | Loss: 3.0457 | LR: 3.55e-04 | 1339.3ms/step | 14.9 samples/s +Step 16410/44000 | Loss: 3.0570 | LR: 3.55e-04 | 1337.1ms/step | 15.0 samples/s +Step 16420/44000 | Loss: 3.0449 | LR: 3.55e-04 | 1337.8ms/step | 14.9 samples/s +Step 16430/44000 | Loss: 3.0509 | LR: 3.55e-04 | 1333.3ms/step | 15.0 samples/s +Step 16440/44000 | Loss: 3.0549 | LR: 3.54e-04 | 1335.1ms/step | 15.0 samples/s +Step 16450/44000 | Loss: 3.0422 | LR: 3.54e-04 | 1336.9ms/step | 15.0 samples/s +Step 16460/44000 | Loss: 3.0393 | LR: 3.54e-04 | 1337.9ms/step | 14.9 samples/s +Step 16470/44000 | Loss: 3.0282 | LR: 3.54e-04 | 1338.7ms/step | 14.9 samples/s +Step 16480/44000 | Loss: 3.0180 | LR: 3.54e-04 | 1338.5ms/step | 14.9 samples/s +Step 16490/44000 | Loss: 3.0228 | LR: 3.54e-04 | 1338.1ms/step | 14.9 samples/s +Step 16500/44000 | Loss: 3.0488 | LR: 3.53e-04 | 1337.4ms/step | 15.0 samples/s +Validation at step 16500: Loss = 3.0566, Perplexity = 21.25 +Step 16510/44000 | Loss: 3.0531 | LR: 3.53e-04 | 3582.2ms/step | 5.6 samples/s +Step 16520/44000 | Loss: 3.0359 | LR: 3.53e-04 | 1338.2ms/step | 14.9 samples/s +Step 16530/44000 | Loss: 3.0163 | LR: 3.53e-04 | 1338.2ms/step | 14.9 samples/s +Step 16540/44000 | Loss: 3.0361 | LR: 3.53e-04 | 1336.4ms/step | 15.0 samples/s +Step 16550/44000 | Loss: 3.0456 | LR: 3.53e-04 | 1338.8ms/step | 14.9 samples/s +Step 16560/44000 | Loss: 3.0453 | LR: 3.52e-04 | 1337.3ms/step | 15.0 samples/s +Step 16570/44000 | Loss: 3.0546 | LR: 3.52e-04 | 1337.8ms/step | 15.0 samples/s +Step 16580/44000 | Loss: 3.0408 | LR: 3.52e-04 | 1334.4ms/step | 15.0 samples/s +Step 16590/44000 | Loss: 3.0392 | LR: 3.52e-04 | 1336.4ms/step | 15.0 samples/s +Step 16600/44000 | Loss: 3.0395 | LR: 3.52e-04 | 1335.3ms/step | 15.0 samples/s +Step 16610/44000 | Loss: 3.0379 | LR: 3.52e-04 | 1335.5ms/step | 15.0 samples/s +Step 16620/44000 | Loss: 3.0097 | LR: 3.51e-04 | 1336.7ms/step | 15.0 samples/s +Step 16630/44000 | Loss: 3.0402 | LR: 3.51e-04 | 1337.9ms/step | 14.9 samples/s +Step 16640/44000 | Loss: 3.0418 | LR: 3.51e-04 | 1337.8ms/step | 14.9 samples/s +Step 16650/44000 | Loss: 3.0470 | LR: 3.51e-04 | 1339.5ms/step | 14.9 samples/s +Step 16660/44000 | Loss: 3.0511 | LR: 3.51e-04 | 1339.7ms/step | 14.9 samples/s +Step 16670/44000 | Loss: 3.0473 | LR: 3.51e-04 | 1337.8ms/step | 14.9 samples/s +Step 16680/44000 | Loss: 3.0389 | LR: 3.50e-04 | 1338.7ms/step | 14.9 samples/s +Step 16690/44000 | Loss: 3.0514 | LR: 3.50e-04 | 1336.4ms/step | 15.0 samples/s +Step 16700/44000 | Loss: 3.0530 | LR: 3.50e-04 | 1337.6ms/step | 15.0 samples/s +Step 16710/44000 | Loss: 3.0430 | LR: 3.50e-04 | 1339.5ms/step | 14.9 samples/s +Step 16720/44000 | Loss: 3.0544 | LR: 3.50e-04 | 1336.5ms/step | 15.0 samples/s +Step 16730/44000 | Loss: 3.0213 | LR: 3.50e-04 | 1335.4ms/step | 15.0 samples/s +Step 16740/44000 | Loss: 3.0400 | LR: 3.49e-04 | 1338.4ms/step | 14.9 samples/s +Step 16750/44000 | Loss: 3.0189 | LR: 3.49e-04 | 1336.0ms/step | 15.0 samples/s +Validation at step 16750: Loss = 3.0526, Perplexity = 21.17 +Step 16760/44000 | Loss: 3.0419 | LR: 3.49e-04 | 3575.4ms/step | 5.6 samples/s +Step 16770/44000 | Loss: 3.0432 | LR: 3.49e-04 | 1338.7ms/step | 14.9 samples/s +Step 16780/44000 | Loss: 3.0661 | LR: 3.49e-04 | 1336.8ms/step | 15.0 samples/s +Step 16790/44000 | Loss: 3.0127 | LR: 3.49e-04 | 1336.3ms/step | 15.0 samples/s +Step 16800/44000 | Loss: 3.0515 | LR: 3.48e-04 | 1337.0ms/step | 15.0 samples/s +Step 16810/44000 | Loss: 3.0485 | LR: 3.48e-04 | 1336.4ms/step | 15.0 samples/s +Step 16820/44000 | Loss: 3.0428 | LR: 3.48e-04 | 1337.3ms/step | 15.0 samples/s +Step 16830/44000 | Loss: 3.0430 | LR: 3.48e-04 | 1339.0ms/step | 14.9 samples/s +Step 16840/44000 | Loss: 3.0183 | LR: 3.48e-04 | 1340.5ms/step | 14.9 samples/s +Step 16850/44000 | Loss: 3.0070 | LR: 3.48e-04 | 1338.9ms/step | 14.9 samples/s +Step 16860/44000 | Loss: 3.0551 | LR: 3.47e-04 | 1341.2ms/step | 14.9 samples/s +Step 16870/44000 | Loss: 3.0376 | LR: 3.47e-04 | 1341.5ms/step | 14.9 samples/s +Step 16880/44000 | Loss: 3.0647 | LR: 3.47e-04 | 1337.8ms/step | 15.0 samples/s +Step 16890/44000 | Loss: 3.0360 | LR: 3.47e-04 | 1337.9ms/step | 14.9 samples/s +Step 16900/44000 | Loss: 3.0518 | LR: 3.47e-04 | 1336.6ms/step | 15.0 samples/s +Step 16910/44000 | Loss: 3.0750 | LR: 3.47e-04 | 1338.8ms/step | 14.9 samples/s +Step 16920/44000 | Loss: 3.0426 | LR: 3.46e-04 | 1338.6ms/step | 14.9 samples/s +Step 16930/44000 | Loss: 3.0289 | LR: 3.46e-04 | 1338.8ms/step | 14.9 samples/s +Step 16940/44000 | Loss: 3.0549 | LR: 3.46e-04 | 1335.8ms/step | 15.0 samples/s +Step 16950/44000 | Loss: 2.9997 | LR: 3.46e-04 | 1336.7ms/step | 15.0 samples/s +Step 16960/44000 | Loss: 3.0396 | LR: 3.46e-04 | 1337.0ms/step | 15.0 samples/s +Step 16970/44000 | Loss: 3.0287 | LR: 3.46e-04 | 1337.5ms/step | 15.0 samples/s +Step 16980/44000 | Loss: 3.0365 | LR: 3.45e-04 | 1335.8ms/step | 15.0 samples/s +Step 16990/44000 | Loss: 3.0368 | LR: 3.45e-04 | 1337.5ms/step | 15.0 samples/s +Step 17000/44000 | Loss: 3.0462 | LR: 3.45e-04 | 1339.2ms/step | 14.9 samples/s +Validation at step 17000: Loss = 3.0494, Perplexity = 21.10 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-17000 +Step 17010/44000 | Loss: 3.0423 | LR: 3.45e-04 | 3917.4ms/step | 5.1 samples/s +Step 17020/44000 | Loss: 3.0385 | LR: 3.45e-04 | 1336.8ms/step | 15.0 samples/s +Step 17030/44000 | Loss: 3.0143 | LR: 3.45e-04 | 1336.1ms/step | 15.0 samples/s +Step 17040/44000 | Loss: 3.0581 | LR: 3.44e-04 | 1339.2ms/step | 14.9 samples/s +Step 17050/44000 | Loss: 3.0670 | LR: 3.44e-04 | 1338.1ms/step | 14.9 samples/s +Step 17060/44000 | Loss: 3.0093 | LR: 3.44e-04 | 1336.9ms/step | 15.0 samples/s +Step 17070/44000 | Loss: 2.9938 | LR: 3.44e-04 | 1332.8ms/step | 15.0 samples/s +Step 17080/44000 | Loss: 3.0335 | LR: 3.44e-04 | 1332.7ms/step | 15.0 samples/s +Step 17090/44000 | Loss: 3.0354 | LR: 3.44e-04 | 1334.3ms/step | 15.0 samples/s +Step 17100/44000 | Loss: 3.0585 | LR: 3.43e-04 | 1336.6ms/step | 15.0 samples/s +Step 17110/44000 | Loss: 3.0312 | LR: 3.43e-04 | 1330.9ms/step | 15.0 samples/s +Step 17120/44000 | Loss: 3.0367 | LR: 3.43e-04 | 1333.7ms/step | 15.0 samples/s +Step 17130/44000 | Loss: 3.0347 | LR: 3.43e-04 | 1333.7ms/step | 15.0 samples/s +Step 17140/44000 | Loss: 3.0109 | LR: 3.43e-04 | 1333.9ms/step | 15.0 samples/s +Step 17150/44000 | Loss: 3.0141 | LR: 3.43e-04 | 1332.5ms/step | 15.0 samples/s +Step 17160/44000 | Loss: 3.0274 | LR: 3.42e-04 | 1331.4ms/step | 15.0 samples/s +Step 17170/44000 | Loss: 3.0211 | LR: 3.42e-04 | 1333.2ms/step | 15.0 samples/s +Step 17180/44000 | Loss: 3.0036 | LR: 3.42e-04 | 1333.3ms/step | 15.0 samples/s +Step 17190/44000 | Loss: 3.0358 | LR: 3.42e-04 | 1329.5ms/step | 15.0 samples/s +Step 17200/44000 | Loss: 3.0187 | LR: 3.42e-04 | 1336.2ms/step | 15.0 samples/s +Step 17210/44000 | Loss: 3.0349 | LR: 3.42e-04 | 1335.1ms/step | 15.0 samples/s +Step 17220/44000 | Loss: 2.9948 | LR: 3.41e-04 | 1336.9ms/step | 15.0 samples/s +Step 17230/44000 | Loss: 3.0313 | LR: 3.41e-04 | 1336.0ms/step | 15.0 samples/s +Step 17240/44000 | Loss: 3.0154 | LR: 3.41e-04 | 1335.3ms/step | 15.0 samples/s +Step 17250/44000 | Loss: 3.0283 | LR: 3.41e-04 | 1336.7ms/step | 15.0 samples/s +Validation at step 17250: Loss = 3.0461, Perplexity = 21.03 +Step 17260/44000 | Loss: 3.0080 | LR: 3.41e-04 | 3577.0ms/step | 5.6 samples/s +Step 17270/44000 | Loss: 3.0351 | LR: 3.41e-04 | 1332.6ms/step | 15.0 samples/s +Step 17280/44000 | Loss: 3.0426 | LR: 3.40e-04 | 1332.5ms/step | 15.0 samples/s +Step 17290/44000 | Loss: 3.0560 | LR: 3.40e-04 | 1332.3ms/step | 15.0 samples/s +Step 17300/44000 | Loss: 3.0372 | LR: 3.40e-04 | 1331.0ms/step | 15.0 samples/s +Step 17310/44000 | Loss: 2.9877 | LR: 3.40e-04 | 1331.5ms/step | 15.0 samples/s +Step 17320/44000 | Loss: 3.0561 | LR: 3.40e-04 | 1333.9ms/step | 15.0 samples/s +Step 17330/44000 | Loss: 3.0447 | LR: 3.40e-04 | 1332.7ms/step | 15.0 samples/s +Step 17340/44000 | Loss: 3.0340 | LR: 3.39e-04 | 1333.0ms/step | 15.0 samples/s +Step 17350/44000 | Loss: 3.0332 | LR: 3.39e-04 | 1333.1ms/step | 15.0 samples/s +Step 17360/44000 | Loss: 3.0369 | LR: 3.39e-04 | 1334.9ms/step | 15.0 samples/s +Step 17370/44000 | Loss: 3.0484 | LR: 3.39e-04 | 1337.6ms/step | 15.0 samples/s +Step 17380/44000 | Loss: 3.0147 | LR: 3.39e-04 | 1338.9ms/step | 14.9 samples/s +Step 17390/44000 | Loss: 3.0469 | LR: 3.39e-04 | 1336.1ms/step | 15.0 samples/s +Step 17400/44000 | Loss: 3.0142 | LR: 3.38e-04 | 1334.2ms/step | 15.0 samples/s +Step 17410/44000 | Loss: 3.0728 | LR: 3.38e-04 | 1336.0ms/step | 15.0 samples/s +Step 17420/44000 | Loss: 3.0274 | LR: 3.38e-04 | 1338.9ms/step | 14.9 samples/s +Step 17430/44000 | Loss: 3.0019 | LR: 3.38e-04 | 1334.4ms/step | 15.0 samples/s +Step 17440/44000 | Loss: 3.0237 | LR: 3.38e-04 | 1333.4ms/step | 15.0 samples/s +Step 17450/44000 | Loss: 3.0352 | LR: 3.38e-04 | 1335.4ms/step | 15.0 samples/s +Step 17460/44000 | Loss: 3.0176 | LR: 3.37e-04 | 1330.8ms/step | 15.0 samples/s +Step 17470/44000 | Loss: 3.0419 | LR: 3.37e-04 | 1335.2ms/step | 15.0 samples/s +Step 17480/44000 | Loss: 3.0468 | LR: 3.37e-04 | 1341.0ms/step | 14.9 samples/s +Step 17490/44000 | Loss: 3.0390 | LR: 3.37e-04 | 1335.7ms/step | 15.0 samples/s +Step 17500/44000 | Loss: 3.0189 | LR: 3.37e-04 | 1337.3ms/step | 15.0 samples/s +Validation at step 17500: Loss = 3.0433, Perplexity = 20.97 +Step 17510/44000 | Loss: 3.0365 | LR: 3.37e-04 | 3583.2ms/step | 5.6 samples/s +Step 17520/44000 | Loss: 3.0423 | LR: 3.36e-04 | 1336.3ms/step | 15.0 samples/s +Step 17530/44000 | Loss: 3.0207 | LR: 3.36e-04 | 1336.9ms/step | 15.0 samples/s +Step 17540/44000 | Loss: 3.0162 | LR: 3.36e-04 | 1335.4ms/step | 15.0 samples/s +Step 17550/44000 | Loss: 3.0365 | LR: 3.36e-04 | 1332.9ms/step | 15.0 samples/s +Step 17560/44000 | Loss: 3.0710 | LR: 3.36e-04 | 1335.8ms/step | 15.0 samples/s +Step 17570/44000 | Loss: 3.0100 | LR: 3.35e-04 | 1337.5ms/step | 15.0 samples/s +Step 17580/44000 | Loss: 3.0149 | LR: 3.35e-04 | 1337.2ms/step | 15.0 samples/s +Step 17590/44000 | Loss: 3.0548 | LR: 3.35e-04 | 1336.1ms/step | 15.0 samples/s +Step 17600/44000 | Loss: 2.9883 | LR: 3.35e-04 | 1333.3ms/step | 15.0 samples/s +Step 17610/44000 | Loss: 2.9972 | LR: 3.35e-04 | 1334.9ms/step | 15.0 samples/s +Step 17620/44000 | Loss: 3.0307 | LR: 3.35e-04 | 1332.9ms/step | 15.0 samples/s +Step 17630/44000 | Loss: 3.0143 | LR: 3.34e-04 | 1335.1ms/step | 15.0 samples/s +Step 17640/44000 | Loss: 3.0106 | LR: 3.34e-04 | 1333.3ms/step | 15.0 samples/s +Step 17650/44000 | Loss: 3.0280 | LR: 3.34e-04 | 1333.5ms/step | 15.0 samples/s +Step 17660/44000 | Loss: 3.0111 | LR: 3.34e-04 | 1333.8ms/step | 15.0 samples/s +Step 17670/44000 | Loss: 3.0418 | LR: 3.34e-04 | 1335.1ms/step | 15.0 samples/s +Step 17680/44000 | Loss: 3.0259 | LR: 3.34e-04 | 1336.9ms/step | 15.0 samples/s +Step 17690/44000 | Loss: 3.0155 | LR: 3.33e-04 | 1335.3ms/step | 15.0 samples/s +Step 17700/44000 | Loss: 3.0380 | LR: 3.33e-04 | 1335.9ms/step | 15.0 samples/s +Step 17710/44000 | Loss: 3.0331 | LR: 3.33e-04 | 1337.5ms/step | 15.0 samples/s +Step 17720/44000 | Loss: 3.0216 | LR: 3.33e-04 | 1333.9ms/step | 15.0 samples/s +Step 17730/44000 | Loss: 3.0385 | LR: 3.33e-04 | 1332.1ms/step | 15.0 samples/s +Step 17740/44000 | Loss: 3.0274 | LR: 3.33e-04 | 1335.4ms/step | 15.0 samples/s +Step 17750/44000 | Loss: 3.0307 | LR: 3.32e-04 | 1336.8ms/step | 15.0 samples/s +Validation at step 17750: Loss = 3.0402, Perplexity = 20.91 +Step 17760/44000 | Loss: 3.0250 | LR: 3.32e-04 | 3574.1ms/step | 5.6 samples/s +Step 17770/44000 | Loss: 3.0193 | LR: 3.32e-04 | 1333.8ms/step | 15.0 samples/s +Step 17780/44000 | Loss: 3.0327 | LR: 3.32e-04 | 1332.5ms/step | 15.0 samples/s +Step 17790/44000 | Loss: 3.0720 | LR: 3.32e-04 | 1330.3ms/step | 15.0 samples/s +Step 17800/44000 | Loss: 3.0157 | LR: 3.32e-04 | 1332.5ms/step | 15.0 samples/s +Step 17810/44000 | Loss: 3.0147 | LR: 3.31e-04 | 1335.0ms/step | 15.0 samples/s +Step 17820/44000 | Loss: 3.0474 | LR: 3.31e-04 | 1331.3ms/step | 15.0 samples/s +Step 17830/44000 | Loss: 2.9929 | LR: 3.31e-04 | 1331.2ms/step | 15.0 samples/s +Step 17840/44000 | Loss: 3.0403 | LR: 3.31e-04 | 1332.3ms/step | 15.0 samples/s +Step 17850/44000 | Loss: 3.0392 | LR: 3.31e-04 | 1332.6ms/step | 15.0 samples/s +Step 17860/44000 | Loss: 3.0143 | LR: 3.31e-04 | 1332.1ms/step | 15.0 samples/s +Step 17870/44000 | Loss: 3.0424 | LR: 3.30e-04 | 1328.6ms/step | 15.1 samples/s +Step 17880/44000 | Loss: 3.0519 | LR: 3.30e-04 | 1329.5ms/step | 15.0 samples/s +Step 17890/44000 | Loss: 3.0390 | LR: 3.30e-04 | 1335.1ms/step | 15.0 samples/s +Step 17900/44000 | Loss: 3.0377 | LR: 3.30e-04 | 1332.3ms/step | 15.0 samples/s +Step 17910/44000 | Loss: 3.0716 | LR: 3.30e-04 | 1335.1ms/step | 15.0 samples/s +Step 17920/44000 | Loss: 3.0008 | LR: 3.29e-04 | 1332.6ms/step | 15.0 samples/s +Step 17930/44000 | Loss: 2.9982 | LR: 3.29e-04 | 1332.2ms/step | 15.0 samples/s +Step 17940/44000 | Loss: 3.0027 | LR: 3.29e-04 | 1335.0ms/step | 15.0 samples/s +Step 17950/44000 | Loss: 3.0190 | LR: 3.29e-04 | 1334.2ms/step | 15.0 samples/s +Step 17960/44000 | Loss: 3.0324 | LR: 3.29e-04 | 1337.6ms/step | 15.0 samples/s +Step 17970/44000 | Loss: 3.0126 | LR: 3.29e-04 | 1332.4ms/step | 15.0 samples/s +Step 17980/44000 | Loss: 3.0139 | LR: 3.28e-04 | 1335.3ms/step | 15.0 samples/s +Step 17990/44000 | Loss: 2.9935 | LR: 3.28e-04 | 1334.3ms/step | 15.0 samples/s +Step 18000/44000 | Loss: 3.0145 | LR: 3.28e-04 | 1333.1ms/step | 15.0 samples/s +Validation at step 18000: Loss = 3.0375, Perplexity = 20.85 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-18000 +Step 18010/44000 | Loss: 3.0021 | LR: 3.28e-04 | 3908.9ms/step | 5.1 samples/s +Step 18020/44000 | Loss: 3.0478 | LR: 3.28e-04 | 1335.1ms/step | 15.0 samples/s +Step 18030/44000 | Loss: 3.0125 | LR: 3.28e-04 | 1332.3ms/step | 15.0 samples/s +Step 18040/44000 | Loss: 3.0170 | LR: 3.27e-04 | 1331.5ms/step | 15.0 samples/s +Step 18050/44000 | Loss: 3.0467 | LR: 3.27e-04 | 1331.7ms/step | 15.0 samples/s +Step 18060/44000 | Loss: 3.0202 | LR: 3.27e-04 | 1333.7ms/step | 15.0 samples/s +Step 18070/44000 | Loss: 3.0184 | LR: 3.27e-04 | 1331.2ms/step | 15.0 samples/s +Step 18080/44000 | Loss: 3.0346 | LR: 3.27e-04 | 1331.4ms/step | 15.0 samples/s +Step 18090/44000 | Loss: 3.0242 | LR: 3.27e-04 | 1333.4ms/step | 15.0 samples/s +Step 18100/44000 | Loss: 3.0268 | LR: 3.26e-04 | 1330.1ms/step | 15.0 samples/s +Step 18110/44000 | Loss: 3.0412 | LR: 3.26e-04 | 1331.0ms/step | 15.0 samples/s +Step 18120/44000 | Loss: 3.0128 | LR: 3.26e-04 | 1331.0ms/step | 15.0 samples/s +Step 18130/44000 | Loss: 3.0185 | LR: 3.26e-04 | 1335.1ms/step | 15.0 samples/s +Step 18140/44000 | Loss: 3.0185 | LR: 3.26e-04 | 1334.0ms/step | 15.0 samples/s +Step 18150/44000 | Loss: 3.0258 | LR: 3.26e-04 | 1332.4ms/step | 15.0 samples/s +Step 18160/44000 | Loss: 3.0411 | LR: 3.25e-04 | 1332.4ms/step | 15.0 samples/s +Step 18170/44000 | Loss: 2.9975 | LR: 3.25e-04 | 1334.4ms/step | 15.0 samples/s +Step 18180/44000 | Loss: 3.0174 | LR: 3.25e-04 | 1333.5ms/step | 15.0 samples/s +Step 18190/44000 | Loss: 3.0369 | LR: 3.25e-04 | 1332.4ms/step | 15.0 samples/s +Step 18200/44000 | Loss: 3.0400 | LR: 3.25e-04 | 1327.1ms/step | 15.1 samples/s +Step 18210/44000 | Loss: 3.0523 | LR: 3.24e-04 | 1329.6ms/step | 15.0 samples/s +Step 18220/44000 | Loss: 3.0148 | LR: 3.24e-04 | 1330.4ms/step | 15.0 samples/s +Step 18230/44000 | Loss: 3.0297 | LR: 3.24e-04 | 1333.4ms/step | 15.0 samples/s +Step 18240/44000 | Loss: 3.0405 | LR: 3.24e-04 | 1335.0ms/step | 15.0 samples/s +Step 18250/44000 | Loss: 3.0011 | LR: 3.24e-04 | 1328.7ms/step | 15.1 samples/s +Validation at step 18250: Loss = 3.0348, Perplexity = 20.80 +Step 18260/44000 | Loss: 3.0290 | LR: 3.24e-04 | 3567.4ms/step | 5.6 samples/s +Step 18270/44000 | Loss: 3.0019 | LR: 3.23e-04 | 1331.4ms/step | 15.0 samples/s +Step 18280/44000 | Loss: 2.9973 | LR: 3.23e-04 | 1333.7ms/step | 15.0 samples/s +Step 18290/44000 | Loss: 3.0294 | LR: 3.23e-04 | 1330.8ms/step | 15.0 samples/s +Step 18300/44000 | Loss: 3.0055 | LR: 3.23e-04 | 1330.4ms/step | 15.0 samples/s +Step 18310/44000 | Loss: 3.0261 | LR: 3.23e-04 | 1332.8ms/step | 15.0 samples/s +Step 18320/44000 | Loss: 3.0355 | LR: 3.23e-04 | 1330.8ms/step | 15.0 samples/s +Step 18330/44000 | Loss: 3.0496 | LR: 3.22e-04 | 1332.4ms/step | 15.0 samples/s +Step 18340/44000 | Loss: 3.0389 | LR: 3.22e-04 | 1332.3ms/step | 15.0 samples/s +Step 18350/44000 | Loss: 3.0151 | LR: 3.22e-04 | 1330.5ms/step | 15.0 samples/s +Step 18360/44000 | Loss: 3.0334 | LR: 3.22e-04 | 1333.9ms/step | 15.0 samples/s +Step 18370/44000 | Loss: 3.0508 | LR: 3.22e-04 | 1330.0ms/step | 15.0 samples/s +Step 18380/44000 | Loss: 3.0238 | LR: 3.22e-04 | 1332.2ms/step | 15.0 samples/s +Step 18390/44000 | Loss: 3.0106 | LR: 3.21e-04 | 1331.3ms/step | 15.0 samples/s +Step 18400/44000 | Loss: 2.9807 | LR: 3.21e-04 | 1331.6ms/step | 15.0 samples/s +Step 18410/44000 | Loss: 3.0305 | LR: 3.21e-04 | 1332.4ms/step | 15.0 samples/s +Step 18420/44000 | Loss: 3.0117 | LR: 3.21e-04 | 1330.0ms/step | 15.0 samples/s +Step 18430/44000 | Loss: 3.0368 | LR: 3.21e-04 | 1328.9ms/step | 15.1 samples/s +Step 18440/44000 | Loss: 3.0093 | LR: 3.20e-04 | 1330.4ms/step | 15.0 samples/s +Step 18450/44000 | Loss: 3.0162 | LR: 3.20e-04 | 1332.3ms/step | 15.0 samples/s +Step 18460/44000 | Loss: 3.0149 | LR: 3.20e-04 | 1329.1ms/step | 15.0 samples/s +Step 18470/44000 | Loss: 3.0451 | LR: 3.20e-04 | 1327.7ms/step | 15.1 samples/s +Step 18480/44000 | Loss: 3.0145 | LR: 3.20e-04 | 1328.0ms/step | 15.1 samples/s +Step 18490/44000 | Loss: 3.0133 | LR: 3.20e-04 | 1329.7ms/step | 15.0 samples/s +Step 18500/44000 | Loss: 2.9973 | LR: 3.19e-04 | 1329.7ms/step | 15.0 samples/s +Validation at step 18500: Loss = 3.0316, Perplexity = 20.73 +Step 18510/44000 | Loss: 3.0217 | LR: 3.19e-04 | 3576.8ms/step | 5.6 samples/s +Step 18520/44000 | Loss: 2.9976 | LR: 3.19e-04 | 1330.6ms/step | 15.0 samples/s +Step 18530/44000 | Loss: 3.0297 | LR: 3.19e-04 | 1333.4ms/step | 15.0 samples/s +Step 18540/44000 | Loss: 2.9927 | LR: 3.19e-04 | 1333.0ms/step | 15.0 samples/s +Step 18550/44000 | Loss: 3.0234 | LR: 3.19e-04 | 1332.9ms/step | 15.0 samples/s +Step 18560/44000 | Loss: 3.0126 | LR: 3.18e-04 | 1332.3ms/step | 15.0 samples/s +Step 18570/44000 | Loss: 3.0094 | LR: 3.18e-04 | 1331.2ms/step | 15.0 samples/s +Step 18580/44000 | Loss: 2.9954 | LR: 3.18e-04 | 1332.5ms/step | 15.0 samples/s +Step 18590/44000 | Loss: 3.0018 | LR: 3.18e-04 | 1333.5ms/step | 15.0 samples/s +Step 18600/44000 | Loss: 3.0116 | LR: 3.18e-04 | 1334.0ms/step | 15.0 samples/s +Step 18610/44000 | Loss: 3.0317 | LR: 3.18e-04 | 1330.4ms/step | 15.0 samples/s +Step 18620/44000 | Loss: 3.0553 | LR: 3.17e-04 | 1331.0ms/step | 15.0 samples/s +Step 18630/44000 | Loss: 3.0450 | LR: 3.17e-04 | 1331.3ms/step | 15.0 samples/s +Step 18640/44000 | Loss: 3.0016 | LR: 3.17e-04 | 1331.3ms/step | 15.0 samples/s +Step 18650/44000 | Loss: 3.0279 | LR: 3.17e-04 | 1328.8ms/step | 15.1 samples/s +Step 18660/44000 | Loss: 3.0503 | LR: 3.17e-04 | 1334.2ms/step | 15.0 samples/s +Step 18670/44000 | Loss: 3.0372 | LR: 3.16e-04 | 1331.4ms/step | 15.0 samples/s +Step 18680/44000 | Loss: 3.0176 | LR: 3.16e-04 | 1331.2ms/step | 15.0 samples/s +Step 18690/44000 | Loss: 3.0091 | LR: 3.16e-04 | 1334.1ms/step | 15.0 samples/s +Step 18700/44000 | Loss: 3.0155 | LR: 3.16e-04 | 1334.3ms/step | 15.0 samples/s +Step 18710/44000 | Loss: 3.0310 | LR: 3.16e-04 | 1333.1ms/step | 15.0 samples/s +Step 18720/44000 | Loss: 3.0334 | LR: 3.16e-04 | 1332.7ms/step | 15.0 samples/s +Step 18730/44000 | Loss: 3.0183 | LR: 3.15e-04 | 1331.1ms/step | 15.0 samples/s +Step 18740/44000 | Loss: 3.0233 | LR: 3.15e-04 | 1329.7ms/step | 15.0 samples/s +Step 18750/44000 | Loss: 3.0199 | LR: 3.15e-04 | 1329.9ms/step | 15.0 samples/s +Validation at step 18750: Loss = 3.0285, Perplexity = 20.67 +Step 18760/44000 | Loss: 3.0417 | LR: 3.15e-04 | 3567.2ms/step | 5.6 samples/s +Step 18770/44000 | Loss: 3.0230 | LR: 3.15e-04 | 1334.9ms/step | 15.0 samples/s +Step 18780/44000 | Loss: 3.0368 | LR: 3.15e-04 | 1333.2ms/step | 15.0 samples/s +Step 18790/44000 | Loss: 3.0202 | LR: 3.14e-04 | 1330.1ms/step | 15.0 samples/s +Step 18800/44000 | Loss: 3.0198 | LR: 3.14e-04 | 1334.1ms/step | 15.0 samples/s +Step 18810/44000 | Loss: 3.0167 | LR: 3.14e-04 | 1332.1ms/step | 15.0 samples/s +Step 18820/44000 | Loss: 3.0086 | LR: 3.14e-04 | 1334.4ms/step | 15.0 samples/s +Step 18830/44000 | Loss: 3.0318 | LR: 3.14e-04 | 1333.4ms/step | 15.0 samples/s +Step 18840/44000 | Loss: 3.0249 | LR: 3.13e-04 | 1333.4ms/step | 15.0 samples/s +Step 18850/44000 | Loss: 3.0097 | LR: 3.13e-04 | 1332.1ms/step | 15.0 samples/s +Step 18860/44000 | Loss: 3.0087 | LR: 3.13e-04 | 1329.9ms/step | 15.0 samples/s +Step 18870/44000 | Loss: 3.0070 | LR: 3.13e-04 | 1334.7ms/step | 15.0 samples/s +Step 18880/44000 | Loss: 3.0217 | LR: 3.13e-04 | 1332.5ms/step | 15.0 samples/s +Step 18890/44000 | Loss: 3.0093 | LR: 3.13e-04 | 1332.0ms/step | 15.0 samples/s +Step 18900/44000 | Loss: 2.9989 | LR: 3.12e-04 | 1332.7ms/step | 15.0 samples/s +Step 18910/44000 | Loss: 2.9982 | LR: 3.12e-04 | 1331.1ms/step | 15.0 samples/s +Step 18920/44000 | Loss: 3.0291 | LR: 3.12e-04 | 1334.1ms/step | 15.0 samples/s +Step 18930/44000 | Loss: 3.0311 | LR: 3.12e-04 | 1331.3ms/step | 15.0 samples/s +Step 18940/44000 | Loss: 2.9995 | LR: 3.12e-04 | 1332.8ms/step | 15.0 samples/s +Step 18950/44000 | Loss: 3.0003 | LR: 3.12e-04 | 1331.9ms/step | 15.0 samples/s +Step 18960/44000 | Loss: 3.0037 | LR: 3.11e-04 | 1332.4ms/step | 15.0 samples/s +Step 18970/44000 | Loss: 3.0385 | LR: 3.11e-04 | 1330.0ms/step | 15.0 samples/s +Step 18980/44000 | Loss: 3.0392 | LR: 3.11e-04 | 1331.4ms/step | 15.0 samples/s +Step 18990/44000 | Loss: 3.0195 | LR: 3.11e-04 | 1333.4ms/step | 15.0 samples/s +Step 19000/44000 | Loss: 3.0326 | LR: 3.11e-04 | 1333.5ms/step | 15.0 samples/s +Validation at step 19000: Loss = 3.0255, Perplexity = 20.60 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-19000 +Step 19010/44000 | Loss: 3.0276 | LR: 3.11e-04 | 3902.3ms/step | 5.1 samples/s +Step 19020/44000 | Loss: 2.9809 | LR: 3.10e-04 | 1331.6ms/step | 15.0 samples/s +Step 19030/44000 | Loss: 3.0209 | LR: 3.10e-04 | 1333.0ms/step | 15.0 samples/s +Step 19040/44000 | Loss: 3.0328 | LR: 3.10e-04 | 1332.6ms/step | 15.0 samples/s +Step 19050/44000 | Loss: 3.0094 | LR: 3.10e-04 | 1331.8ms/step | 15.0 samples/s +Step 19060/44000 | Loss: 3.0178 | LR: 3.10e-04 | 1334.3ms/step | 15.0 samples/s +Step 19070/44000 | Loss: 3.0114 | LR: 3.09e-04 | 1334.3ms/step | 15.0 samples/s +Step 19080/44000 | Loss: 3.0083 | LR: 3.09e-04 | 1333.9ms/step | 15.0 samples/s +Step 19090/44000 | Loss: 3.0130 | LR: 3.09e-04 | 1334.7ms/step | 15.0 samples/s +Step 19100/44000 | Loss: 2.9822 | LR: 3.09e-04 | 1332.7ms/step | 15.0 samples/s +Step 19110/44000 | Loss: 3.0086 | LR: 3.09e-04 | 1332.7ms/step | 15.0 samples/s +Step 19120/44000 | Loss: 2.9708 | LR: 3.09e-04 | 1333.1ms/step | 15.0 samples/s +Step 19130/44000 | Loss: 3.0550 | LR: 3.08e-04 | 1332.1ms/step | 15.0 samples/s +Step 19140/44000 | Loss: 2.9962 | LR: 3.08e-04 | 1334.2ms/step | 15.0 samples/s +Step 19150/44000 | Loss: 3.0049 | LR: 3.08e-04 | 1332.1ms/step | 15.0 samples/s +Step 19160/44000 | Loss: 3.0213 | LR: 3.08e-04 | 1331.4ms/step | 15.0 samples/s +Step 19170/44000 | Loss: 3.0282 | LR: 3.08e-04 | 1335.4ms/step | 15.0 samples/s +Step 19180/44000 | Loss: 2.9811 | LR: 3.08e-04 | 1328.8ms/step | 15.1 samples/s +Step 19190/44000 | Loss: 3.0085 | LR: 3.07e-04 | 1331.8ms/step | 15.0 samples/s +Step 19200/44000 | Loss: 3.0034 | LR: 3.07e-04 | 1332.0ms/step | 15.0 samples/s +Step 19210/44000 | Loss: 2.9736 | LR: 3.07e-04 | 1332.5ms/step | 15.0 samples/s +Step 19220/44000 | Loss: 3.0276 | LR: 3.07e-04 | 1332.6ms/step | 15.0 samples/s +Step 19230/44000 | Loss: 3.0138 | LR: 3.07e-04 | 1327.7ms/step | 15.1 samples/s +Step 19240/44000 | Loss: 2.9896 | LR: 3.06e-04 | 1330.9ms/step | 15.0 samples/s +Step 19250/44000 | Loss: 3.0214 | LR: 3.06e-04 | 1326.8ms/step | 15.1 samples/s +Validation at step 19250: Loss = 3.0231, Perplexity = 20.55 +Step 19260/44000 | Loss: 3.0068 | LR: 3.06e-04 | 3573.6ms/step | 5.6 samples/s +Step 19270/44000 | Loss: 3.0128 | LR: 3.06e-04 | 1332.8ms/step | 15.0 samples/s +Step 19280/44000 | Loss: 3.0050 | LR: 3.06e-04 | 1332.6ms/step | 15.0 samples/s +Step 19290/44000 | Loss: 3.0084 | LR: 3.06e-04 | 1332.7ms/step | 15.0 samples/s +Step 19300/44000 | Loss: 2.9838 | LR: 3.05e-04 | 1330.9ms/step | 15.0 samples/s +Step 19310/44000 | Loss: 2.9853 | LR: 3.05e-04 | 1331.1ms/step | 15.0 samples/s +Step 19320/44000 | Loss: 3.0240 | LR: 3.05e-04 | 1330.9ms/step | 15.0 samples/s +Step 19330/44000 | Loss: 3.0078 | LR: 3.05e-04 | 1330.0ms/step | 15.0 samples/s +Step 19340/44000 | Loss: 3.0128 | LR: 3.05e-04 | 1327.5ms/step | 15.1 samples/s +Step 19350/44000 | Loss: 2.9973 | LR: 3.04e-04 | 1332.5ms/step | 15.0 samples/s +Step 19360/44000 | Loss: 2.9954 | LR: 3.04e-04 | 1331.7ms/step | 15.0 samples/s +Step 19370/44000 | Loss: 3.0220 | LR: 3.04e-04 | 1330.3ms/step | 15.0 samples/s +Step 19380/44000 | Loss: 3.0068 | LR: 3.04e-04 | 1326.5ms/step | 15.1 samples/s +Step 19390/44000 | Loss: 3.0201 | LR: 3.04e-04 | 1332.0ms/step | 15.0 samples/s +Step 19400/44000 | Loss: 3.0402 | LR: 3.04e-04 | 1333.1ms/step | 15.0 samples/s +Step 19410/44000 | Loss: 2.9807 | LR: 3.03e-04 | 1330.7ms/step | 15.0 samples/s +Step 19420/44000 | Loss: 3.0202 | LR: 3.03e-04 | 1331.4ms/step | 15.0 samples/s +Step 19430/44000 | Loss: 3.0235 | LR: 3.03e-04 | 1331.0ms/step | 15.0 samples/s +Step 19440/44000 | Loss: 3.0121 | LR: 3.03e-04 | 1331.0ms/step | 15.0 samples/s +Step 19450/44000 | Loss: 2.9872 | LR: 3.03e-04 | 1330.6ms/step | 15.0 samples/s +Step 19460/44000 | Loss: 3.0180 | LR: 3.03e-04 | 1331.7ms/step | 15.0 samples/s +Step 19470/44000 | Loss: 3.0225 | LR: 3.02e-04 | 1331.3ms/step | 15.0 samples/s +Step 19480/44000 | Loss: 3.0215 | LR: 3.02e-04 | 1329.7ms/step | 15.0 samples/s +Step 19490/44000 | Loss: 2.9907 | LR: 3.02e-04 | 1331.0ms/step | 15.0 samples/s +Step 19500/44000 | Loss: 2.9888 | LR: 3.02e-04 | 1332.9ms/step | 15.0 samples/s +Validation at step 19500: Loss = 3.0208, Perplexity = 20.51 +Step 19510/44000 | Loss: 2.9905 | LR: 3.02e-04 | 3578.3ms/step | 5.6 samples/s +Step 19520/44000 | Loss: 2.9899 | LR: 3.01e-04 | 1335.1ms/step | 15.0 samples/s +Step 19530/44000 | Loss: 2.9802 | LR: 3.01e-04 | 1336.3ms/step | 15.0 samples/s +Step 19540/44000 | Loss: 3.0014 | LR: 3.01e-04 | 1339.9ms/step | 14.9 samples/s +Step 19550/44000 | Loss: 3.0036 | LR: 3.01e-04 | 1336.0ms/step | 15.0 samples/s +Step 19560/44000 | Loss: 3.0021 | LR: 3.01e-04 | 1335.9ms/step | 15.0 samples/s +Step 19570/44000 | Loss: 3.0115 | LR: 3.01e-04 | 1333.0ms/step | 15.0 samples/s +Step 19580/44000 | Loss: 2.9847 | LR: 3.00e-04 | 1332.6ms/step | 15.0 samples/s +Step 19590/44000 | Loss: 2.9828 | LR: 3.00e-04 | 1334.3ms/step | 15.0 samples/s +Step 19600/44000 | Loss: 3.0410 | LR: 3.00e-04 | 1335.8ms/step | 15.0 samples/s +Step 19610/44000 | Loss: 3.0102 | LR: 3.00e-04 | 1338.4ms/step | 14.9 samples/s +Step 19620/44000 | Loss: 3.0094 | LR: 3.00e-04 | 1334.3ms/step | 15.0 samples/s +Step 19630/44000 | Loss: 3.0076 | LR: 3.00e-04 | 1338.0ms/step | 14.9 samples/s +Step 19640/44000 | Loss: 3.0287 | LR: 2.99e-04 | 1338.3ms/step | 14.9 samples/s +Step 19650/44000 | Loss: 3.0147 | LR: 2.99e-04 | 1336.9ms/step | 15.0 samples/s +Step 19660/44000 | Loss: 3.0308 | LR: 2.99e-04 | 1332.7ms/step | 15.0 samples/s +Step 19670/44000 | Loss: 2.9978 | LR: 2.99e-04 | 1335.8ms/step | 15.0 samples/s +Step 19680/44000 | Loss: 2.9657 | LR: 2.99e-04 | 1338.7ms/step | 14.9 samples/s +Step 19690/44000 | Loss: 3.0277 | LR: 2.98e-04 | 1333.4ms/step | 15.0 samples/s +Step 19700/44000 | Loss: 3.0145 | LR: 2.98e-04 | 1336.7ms/step | 15.0 samples/s +Step 19710/44000 | Loss: 2.9982 | LR: 2.98e-04 | 1337.8ms/step | 14.9 samples/s +Step 19720/44000 | Loss: 3.0093 | LR: 2.98e-04 | 1337.5ms/step | 15.0 samples/s +Step 19730/44000 | Loss: 3.0213 | LR: 2.98e-04 | 1334.9ms/step | 15.0 samples/s +Step 19740/44000 | Loss: 2.9936 | LR: 2.98e-04 | 1329.5ms/step | 15.0 samples/s +Step 19750/44000 | Loss: 3.0296 | LR: 2.97e-04 | 1334.7ms/step | 15.0 samples/s +Validation at step 19750: Loss = 3.0176, Perplexity = 20.44 +Step 19760/44000 | Loss: 3.0156 | LR: 2.97e-04 | 3568.5ms/step | 5.6 samples/s +Step 19770/44000 | Loss: 2.9997 | LR: 2.97e-04 | 1331.6ms/step | 15.0 samples/s +Step 19780/44000 | Loss: 2.9985 | LR: 2.97e-04 | 1330.0ms/step | 15.0 samples/s +Step 19790/44000 | Loss: 3.0228 | LR: 2.97e-04 | 1332.4ms/step | 15.0 samples/s +Step 19800/44000 | Loss: 2.9785 | LR: 2.96e-04 | 1332.1ms/step | 15.0 samples/s +Step 19810/44000 | Loss: 3.0054 | LR: 2.96e-04 | 1335.0ms/step | 15.0 samples/s +Step 19820/44000 | Loss: 3.0087 | LR: 2.96e-04 | 1332.4ms/step | 15.0 samples/s +Step 19830/44000 | Loss: 3.0328 | LR: 2.96e-04 | 1332.6ms/step | 15.0 samples/s +Step 19840/44000 | Loss: 2.9719 | LR: 2.96e-04 | 1331.1ms/step | 15.0 samples/s +Step 19850/44000 | Loss: 3.0003 | LR: 2.96e-04 | 1333.2ms/step | 15.0 samples/s +Step 19860/44000 | Loss: 2.9894 | LR: 2.95e-04 | 1335.3ms/step | 15.0 samples/s +Step 19870/44000 | Loss: 2.9854 | LR: 2.95e-04 | 1333.4ms/step | 15.0 samples/s +Step 19880/44000 | Loss: 3.0200 | LR: 2.95e-04 | 1333.3ms/step | 15.0 samples/s +Step 19890/44000 | Loss: 3.0008 | LR: 2.95e-04 | 1333.5ms/step | 15.0 samples/s +Step 19900/44000 | Loss: 2.9873 | LR: 2.95e-04 | 1336.7ms/step | 15.0 samples/s +Step 19910/44000 | Loss: 2.9741 | LR: 2.95e-04 | 1332.9ms/step | 15.0 samples/s +Step 19920/44000 | Loss: 3.0143 | LR: 2.94e-04 | 1331.1ms/step | 15.0 samples/s +Step 19930/44000 | Loss: 3.0098 | LR: 2.94e-04 | 1331.2ms/step | 15.0 samples/s +Step 19940/44000 | Loss: 3.0048 | LR: 2.94e-04 | 1329.8ms/step | 15.0 samples/s +Step 19950/44000 | Loss: 2.9940 | LR: 2.94e-04 | 1330.8ms/step | 15.0 samples/s +Step 19960/44000 | Loss: 3.0013 | LR: 2.94e-04 | 1333.5ms/step | 15.0 samples/s +Step 19970/44000 | Loss: 3.0026 | LR: 2.93e-04 | 1332.3ms/step | 15.0 samples/s +Step 19980/44000 | Loss: 2.9926 | LR: 2.93e-04 | 1331.8ms/step | 15.0 samples/s +Step 19990/44000 | Loss: 3.0035 | LR: 2.93e-04 | 1332.2ms/step | 15.0 samples/s diff --git a/epfl_final/SparseAtt/wandb/run-20260821_164610-n56uphgo/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260821_164610-n56uphgo/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c3e38c4cce87cb53d52f45f6ac8cbf8688a7d92 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260821_164610-n56uphgo/files/requirements.txt @@ -0,0 +1,142 @@ +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 +MarkupSafe==3.0.3 +idna==3.13 +hf-xet==1.4.3 +h11==0.16.0 +fsspec==2026.2.0 +frozenlist==1.8.0 +filelock==3.29.0 +dill==0.4.1 +cuda-pathfinder==1.5.4 +click==8.3.3 +charset-normalizer==3.4.7 +certifi==2026.4.22 +attrs==26.1.0 +annotated-types==0.7.0 +annotated-doc==0.0.4 +aiohappyeyeballs==2.6.1 +yarl==1.23.0 +typing-inspection==0.4.2 +sentry-sdk==2.58.0 +requests==2.33.1 +python-dateutil==2.9.0.post0 +pydantic_core==2.46.3 +nvidia-cusparse==12.6.3.3 +nvidia-cufft==12.0.0.61 +nvidia-cudnn-cu13==9.19.0.56 +multiprocess==0.70.19 +markdown-it-py==4.0.0 +Jinja2==3.1.6 +httpcore==1.0.9 +gitdb==4.0.12 +cuda-bindings==13.2.0 +anyio==4.13.0 +aiosignal==1.4.0 +rich==15.0.0 +pydantic==2.13.3 +pandas==3.0.2 +nvidia-cusolver==12.0.4.66 +httpx==0.28.1 +GitPython==3.1.49 +aiohttp==3.13.5 +wandb==0.26.1 +typer==0.25.1 +torch==2.11.0 +huggingface_hub==1.13.0 +tokenizers==0.22.2 +datasets==4.8.5 +accelerate==1.13.0 +transformers==5.7.0 +word2number==1.1 +sqlitedict==2.1.0 +pytz==2026.2 +threadpoolctl==3.6.0 +tcolorpy==0.1.7 +tabulate==0.10.0 +scipy==1.17.1 +portalocker==3.2.0 +pathvalidate==3.3.1 +narwhals==2.22.1 +more-itertools==11.1.0 +lxml==6.1.1 +joblib==1.5.3 +colorama==0.4.6 +chardet==6.0.0.post1 +absl-py==2.4.0 +scikit-learn==1.9.0 +sacrebleu==2.6.0 +nltk==3.9.4 +mbstrdecoder==1.1.5 +typepy==1.3.5 +rouge_score==0.1.2 +DataProperty==1.1.1 +tabledata==1.3.5 +evaluate==0.4.6 +pytablewriter==1.2.1 +lm_eval==0.4.12 +pluggy==1.6.0 +iniconfig==2.3.0 +pytest==9.1.0 +py-spy==0.4.2 +pillow==12.2.0 +tifffile==2026.6.1 +imagecodecs==2026.6.26 +zipp==4.1.0 +importlib_metadata==9.0.0 +derivative==0.6.3 +pysindy==2.1.0 +pyparsing==3.3.2 +kiwisolver==1.5.0 +fonttools==4.63.0 +cycler==0.12.1 +contourpy==1.3.3 +matplotlib==3.11.0 +sortedcontainers==2.4.0 +wcwidth==0.8.2 +sigfig==1.3.19 +importlib_resources==7.1.0 +enum-tools==0.13.0 +cramjam==2.11.0 +python-snappy==0.7.3 +compact-json==1.8.2 +numbers-parser==4.18.5 +entmax==1.3 diff --git a/epfl_final/SparseAtt/wandb/run-20260821_164610-n56uphgo/run-n56uphgo.wandb b/epfl_final/SparseAtt/wandb/run-20260821_164610-n56uphgo/run-n56uphgo.wandb new file mode 100644 index 0000000000000000000000000000000000000000..da92519ec1475d42c17bf6ea86b664adc41a3ba2 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260821_164610-n56uphgo/run-n56uphgo.wandb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c125d1ddf1bd471b0756a327bc3317daced65e8a66036e961b3b5f5fd13c740d +size 10354688 diff --git a/epfl_final/SparseAtt/wandb/run-20260821_180856-na2e5dc1/files/output.log b/epfl_final/SparseAtt/wandb/run-20260821_180856-na2e5dc1/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..0db78f1691712038d8fca8a1681237c65f795556 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260821_180856-na2e5dc1/files/output.log @@ -0,0 +1,2759 @@ +Starting training... +Switching attention mode for step 1: sparse_stochastic (configured sparse attention) +Step 10/44000 | Loss: 12.0408 | LR: 6.67e-06 | 7555.7ms/step | 2.6 samples/s +Step 20/44000 | Loss: 11.9486 | LR: 1.33e-05 | 1306.0ms/step | 15.3 samples/s +Step 30/44000 | Loss: 11.6185 | LR: 2.00e-05 | 1307.3ms/step | 15.3 samples/s +Step 40/44000 | Loss: 11.0847 | LR: 2.67e-05 | 1309.0ms/step | 15.3 samples/s +Step 50/44000 | Loss: 10.7638 | LR: 3.33e-05 | 1304.0ms/step | 15.3 samples/s +Step 60/44000 | Loss: 10.5126 | LR: 4.00e-05 | 1295.8ms/step | 15.4 samples/s +Step 70/44000 | Loss: 10.2867 | LR: 4.67e-05 | 1297.6ms/step | 15.4 samples/s +Step 80/44000 | Loss: 9.9815 | LR: 5.33e-05 | 1295.3ms/step | 15.4 samples/s +Step 90/44000 | Loss: 9.5968 | LR: 6.00e-05 | 1304.0ms/step | 15.3 samples/s +Step 100/44000 | Loss: 9.1227 | LR: 6.67e-05 | 1305.0ms/step | 15.3 samples/s +Step 110/44000 | Loss: 8.6010 | LR: 7.33e-05 | 1307.7ms/step | 15.3 samples/s +Step 120/44000 | Loss: 8.1120 | LR: 8.00e-05 | 1307.5ms/step | 15.3 samples/s +Step 130/44000 | Loss: 7.7435 | LR: 8.67e-05 | 1307.7ms/step | 15.3 samples/s +Step 140/44000 | Loss: 7.5272 | LR: 9.33e-05 | 1306.1ms/step | 15.3 samples/s +Step 150/44000 | Loss: 7.3197 | LR: 1.00e-04 | 1308.2ms/step | 15.3 samples/s +Step 160/44000 | Loss: 7.2150 | LR: 1.07e-04 | 1309.2ms/step | 15.3 samples/s +Step 170/44000 | Loss: 7.1033 | LR: 1.13e-04 | 1315.3ms/step | 15.2 samples/s +Step 180/44000 | Loss: 7.0201 | LR: 1.20e-04 | 1314.4ms/step | 15.2 samples/s +Step 190/44000 | Loss: 6.9044 | LR: 1.27e-04 | 1314.3ms/step | 15.2 samples/s +Step 200/44000 | Loss: 6.8394 | LR: 1.33e-04 | 1310.4ms/step | 15.3 samples/s +Step 210/44000 | Loss: 6.7521 | LR: 1.40e-04 | 1312.6ms/step | 15.2 samples/s +Step 220/44000 | Loss: 6.6688 | LR: 1.47e-04 | 1313.1ms/step | 15.2 samples/s +Step 230/44000 | Loss: 6.6015 | LR: 1.53e-04 | 1311.6ms/step | 15.2 samples/s +Step 240/44000 | Loss: 6.4993 | LR: 1.60e-04 | 1315.1ms/step | 15.2 samples/s +Step 250/44000 | Loss: 6.4578 | LR: 1.67e-04 | 1314.3ms/step | 15.2 samples/s +Validation at step 250: Loss = 6.4373, Perplexity = 624.74 +Step 260/44000 | Loss: 6.3877 | LR: 1.73e-04 | 5663.6ms/step | 3.5 samples/s +Step 270/44000 | Loss: 6.3575 | LR: 1.80e-04 | 1317.1ms/step | 15.2 samples/s +Step 280/44000 | Loss: 6.2984 | LR: 1.87e-04 | 1317.7ms/step | 15.2 samples/s +Step 290/44000 | Loss: 6.2779 | LR: 1.93e-04 | 1316.4ms/step | 15.2 samples/s +Step 300/44000 | Loss: 6.2188 | LR: 2.00e-04 | 1318.2ms/step | 15.2 samples/s +Step 310/44000 | Loss: 6.1907 | LR: 2.07e-04 | 1319.2ms/step | 15.2 samples/s +Step 320/44000 | Loss: 6.1303 | LR: 2.13e-04 | 1319.1ms/step | 15.2 samples/s +Step 330/44000 | Loss: 6.1043 | LR: 2.20e-04 | 1318.0ms/step | 15.2 samples/s +Step 340/44000 | Loss: 6.0341 | LR: 2.27e-04 | 1319.9ms/step | 15.2 samples/s +Step 350/44000 | Loss: 6.0013 | LR: 2.33e-04 | 1319.5ms/step | 15.2 samples/s +Step 360/44000 | Loss: 5.9434 | LR: 2.40e-04 | 1316.9ms/step | 15.2 samples/s +Step 370/44000 | Loss: 5.9055 | LR: 2.47e-04 | 1314.7ms/step | 15.2 samples/s +Step 380/44000 | Loss: 5.8780 | LR: 2.53e-04 | 1318.1ms/step | 15.2 samples/s +Step 390/44000 | Loss: 5.8329 | LR: 2.60e-04 | 1318.7ms/step | 15.2 samples/s +Step 400/44000 | Loss: 5.8295 | LR: 2.67e-04 | 1316.5ms/step | 15.2 samples/s +Step 410/44000 | Loss: 5.7851 | LR: 2.73e-04 | 1314.9ms/step | 15.2 samples/s +Step 420/44000 | Loss: 5.7446 | LR: 2.80e-04 | 1319.0ms/step | 15.2 samples/s +Step 430/44000 | Loss: 5.7500 | LR: 2.87e-04 | 1318.7ms/step | 15.2 samples/s +Step 440/44000 | Loss: 5.6993 | LR: 2.93e-04 | 1318.3ms/step | 15.2 samples/s +Step 450/44000 | Loss: 5.6358 | LR: 3.00e-04 | 1321.1ms/step | 15.1 samples/s +Step 460/44000 | Loss: 5.6177 | LR: 3.07e-04 | 1316.8ms/step | 15.2 samples/s +Step 470/44000 | Loss: 5.5675 | LR: 3.13e-04 | 1316.7ms/step | 15.2 samples/s +Step 480/44000 | Loss: 5.5182 | LR: 3.20e-04 | 1318.2ms/step | 15.2 samples/s +Step 490/44000 | Loss: 5.5221 | LR: 3.27e-04 | 1318.8ms/step | 15.2 samples/s +Step 500/44000 | Loss: 5.4700 | LR: 3.33e-04 | 1316.1ms/step | 15.2 samples/s +Validation at step 500: Loss = 5.4644, Perplexity = 236.14 +Step 510/44000 | Loss: 5.4384 | LR: 3.40e-04 | 3534.0ms/step | 5.7 samples/s +Step 520/44000 | Loss: 5.4244 | LR: 3.47e-04 | 1317.8ms/step | 15.2 samples/s +Step 530/44000 | Loss: 5.3765 | LR: 3.53e-04 | 1316.6ms/step | 15.2 samples/s +Step 540/44000 | Loss: 5.3592 | LR: 3.60e-04 | 1317.6ms/step | 15.2 samples/s +Step 550/44000 | Loss: 5.3533 | LR: 3.67e-04 | 1318.1ms/step | 15.2 samples/s +Step 560/44000 | Loss: 5.2913 | LR: 3.73e-04 | 1318.0ms/step | 15.2 samples/s +Step 570/44000 | Loss: 5.2477 | LR: 3.80e-04 | 1317.9ms/step | 15.2 samples/s +Step 580/44000 | Loss: 5.2192 | LR: 3.87e-04 | 1318.7ms/step | 15.2 samples/s +Step 590/44000 | Loss: 5.2439 | LR: 3.93e-04 | 1317.1ms/step | 15.2 samples/s +Step 600/44000 | Loss: 5.1751 | LR: 4.00e-04 | 1320.5ms/step | 15.1 samples/s +Step 610/44000 | Loss: 5.1758 | LR: 4.07e-04 | 1325.8ms/step | 15.1 samples/s +Step 620/44000 | Loss: 5.1147 | LR: 4.13e-04 | 1319.4ms/step | 15.2 samples/s +Step 630/44000 | Loss: 5.0797 | LR: 4.20e-04 | 1318.8ms/step | 15.2 samples/s +Step 640/44000 | Loss: 5.0693 | LR: 4.27e-04 | 1319.5ms/step | 15.2 samples/s +Step 650/44000 | Loss: 5.0169 | LR: 4.33e-04 | 1316.2ms/step | 15.2 samples/s +Step 660/44000 | Loss: 4.9684 | LR: 4.40e-04 | 1319.6ms/step | 15.2 samples/s +Step 670/44000 | Loss: 4.9957 | LR: 4.47e-04 | 1323.9ms/step | 15.1 samples/s +Step 680/44000 | Loss: 4.9622 | LR: 4.53e-04 | 1325.8ms/step | 15.1 samples/s +Step 690/44000 | Loss: 4.9029 | LR: 4.60e-04 | 1324.3ms/step | 15.1 samples/s +Step 700/44000 | Loss: 4.8885 | LR: 4.67e-04 | 1326.5ms/step | 15.1 samples/s +Step 710/44000 | Loss: 4.8546 | LR: 4.73e-04 | 1325.4ms/step | 15.1 samples/s +Step 720/44000 | Loss: 4.8514 | LR: 4.80e-04 | 1321.0ms/step | 15.1 samples/s +Step 730/44000 | Loss: 4.8361 | LR: 4.87e-04 | 1322.4ms/step | 15.1 samples/s +Step 740/44000 | Loss: 4.7989 | LR: 4.93e-04 | 1321.6ms/step | 15.1 samples/s +Step 750/44000 | Loss: 4.7038 | LR: 5.00e-04 | 1324.8ms/step | 15.1 samples/s +Validation at step 750: Loss = 4.7508, Perplexity = 115.68 +Step 760/44000 | Loss: 4.7550 | LR: 5.00e-04 | 3541.9ms/step | 5.6 samples/s +Step 770/44000 | Loss: 4.7166 | LR: 5.00e-04 | 1322.1ms/step | 15.1 samples/s +Step 780/44000 | Loss: 4.6857 | LR: 5.00e-04 | 1320.6ms/step | 15.1 samples/s +Step 790/44000 | Loss: 4.6912 | LR: 5.00e-04 | 1324.2ms/step | 15.1 samples/s +Step 800/44000 | Loss: 4.6624 | LR: 5.00e-04 | 1322.1ms/step | 15.1 samples/s +Step 810/44000 | Loss: 4.6223 | LR: 5.00e-04 | 1320.8ms/step | 15.1 samples/s +Step 820/44000 | Loss: 4.6176 | LR: 5.00e-04 | 1321.8ms/step | 15.1 samples/s +Step 830/44000 | Loss: 4.5897 | LR: 5.00e-04 | 1320.6ms/step | 15.1 samples/s +Step 840/44000 | Loss: 4.5340 | LR: 5.00e-04 | 1323.0ms/step | 15.1 samples/s +Step 850/44000 | Loss: 4.5377 | LR: 5.00e-04 | 1324.1ms/step | 15.1 samples/s +Step 860/44000 | Loss: 4.5403 | LR: 5.00e-04 | 1325.4ms/step | 15.1 samples/s +Step 870/44000 | Loss: 4.4835 | LR: 5.00e-04 | 1321.1ms/step | 15.1 samples/s +Step 880/44000 | Loss: 4.4861 | LR: 5.00e-04 | 1322.5ms/step | 15.1 samples/s +Step 890/44000 | Loss: 4.4774 | LR: 5.00e-04 | 1324.2ms/step | 15.1 samples/s +Step 900/44000 | Loss: 4.4465 | LR: 5.00e-04 | 1322.0ms/step | 15.1 samples/s +Step 910/44000 | Loss: 4.4293 | LR: 5.00e-04 | 1323.6ms/step | 15.1 samples/s +Step 920/44000 | Loss: 4.3996 | LR: 5.00e-04 | 1325.2ms/step | 15.1 samples/s +Step 930/44000 | Loss: 4.4014 | LR: 5.00e-04 | 1324.2ms/step | 15.1 samples/s +Step 940/44000 | Loss: 4.4107 | LR: 5.00e-04 | 1321.7ms/step | 15.1 samples/s +Step 950/44000 | Loss: 4.3534 | LR: 5.00e-04 | 1323.6ms/step | 15.1 samples/s +Step 960/44000 | Loss: 4.3919 | LR: 5.00e-04 | 1326.4ms/step | 15.1 samples/s +Step 970/44000 | Loss: 4.3570 | LR: 5.00e-04 | 1326.0ms/step | 15.1 samples/s +Step 980/44000 | Loss: 4.3270 | LR: 5.00e-04 | 1327.2ms/step | 15.1 samples/s +Step 990/44000 | Loss: 4.3306 | LR: 5.00e-04 | 1332.2ms/step | 15.0 samples/s +Step 1000/44000 | Loss: 4.3017 | LR: 5.00e-04 | 1338.4ms/step | 14.9 samples/s +Validation at step 1000: Loss = 4.3083, Perplexity = 74.31 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-1000 +Step 1010/44000 | Loss: 4.3012 | LR: 5.00e-04 | 3960.3ms/step | 5.1 samples/s +Step 1020/44000 | Loss: 4.2577 | LR: 5.00e-04 | 1333.8ms/step | 15.0 samples/s +Step 1030/44000 | Loss: 4.2719 | LR: 5.00e-04 | 1322.8ms/step | 15.1 samples/s +Step 1040/44000 | Loss: 4.2626 | LR: 5.00e-04 | 1320.7ms/step | 15.1 samples/s +Step 1050/44000 | Loss: 4.2331 | LR: 5.00e-04 | 1321.9ms/step | 15.1 samples/s +Step 1060/44000 | Loss: 4.2252 | LR: 5.00e-04 | 1322.3ms/step | 15.1 samples/s +Step 1070/44000 | Loss: 4.2201 | LR: 5.00e-04 | 1321.9ms/step | 15.1 samples/s +Step 1080/44000 | Loss: 4.1866 | LR: 5.00e-04 | 1323.3ms/step | 15.1 samples/s +Step 1090/44000 | Loss: 4.1935 | LR: 5.00e-04 | 1318.9ms/step | 15.2 samples/s +Step 1100/44000 | Loss: 4.1772 | LR: 5.00e-04 | 1316.7ms/step | 15.2 samples/s +Step 1110/44000 | Loss: 4.1510 | LR: 5.00e-04 | 1316.1ms/step | 15.2 samples/s +Step 1120/44000 | Loss: 4.1618 | LR: 5.00e-04 | 1316.8ms/step | 15.2 samples/s +Step 1130/44000 | Loss: 4.2024 | LR: 5.00e-04 | 1318.1ms/step | 15.2 samples/s +Step 1140/44000 | Loss: 4.1373 | LR: 5.00e-04 | 1316.5ms/step | 15.2 samples/s +Step 1150/44000 | Loss: 4.1098 | LR: 5.00e-04 | 1318.6ms/step | 15.2 samples/s +Step 1160/44000 | Loss: 4.1388 | LR: 5.00e-04 | 1317.8ms/step | 15.2 samples/s +Step 1170/44000 | Loss: 4.1117 | LR: 5.00e-04 | 1318.3ms/step | 15.2 samples/s +Step 1180/44000 | Loss: 4.1528 | LR: 5.00e-04 | 1320.1ms/step | 15.2 samples/s +Step 1190/44000 | Loss: 4.1236 | LR: 5.00e-04 | 1320.0ms/step | 15.2 samples/s +Step 1200/44000 | Loss: 4.0877 | LR: 5.00e-04 | 1319.7ms/step | 15.2 samples/s +Step 1210/44000 | Loss: 4.0814 | LR: 5.00e-04 | 1320.2ms/step | 15.1 samples/s +Step 1220/44000 | Loss: 4.0693 | LR: 5.00e-04 | 1318.2ms/step | 15.2 samples/s +Step 1230/44000 | Loss: 4.0762 | LR: 5.00e-04 | 1321.6ms/step | 15.1 samples/s +Step 1240/44000 | Loss: 4.0558 | LR: 5.00e-04 | 1319.9ms/step | 15.2 samples/s +Step 1250/44000 | Loss: 4.0462 | LR: 5.00e-04 | 1317.8ms/step | 15.2 samples/s +Validation at step 1250: Loss = 4.0662, Perplexity = 58.34 +Step 1260/44000 | Loss: 4.0582 | LR: 5.00e-04 | 3537.7ms/step | 5.7 samples/s +Step 1270/44000 | Loss: 4.0346 | LR: 5.00e-04 | 1321.9ms/step | 15.1 samples/s +Step 1280/44000 | Loss: 4.0621 | LR: 5.00e-04 | 1323.8ms/step | 15.1 samples/s +Step 1290/44000 | Loss: 4.0471 | LR: 5.00e-04 | 1321.1ms/step | 15.1 samples/s +Step 1300/44000 | Loss: 4.0309 | LR: 5.00e-04 | 1319.7ms/step | 15.2 samples/s +Step 1310/44000 | Loss: 4.0367 | LR: 5.00e-04 | 1319.1ms/step | 15.2 samples/s +Step 1320/44000 | Loss: 3.9943 | LR: 5.00e-04 | 1318.8ms/step | 15.2 samples/s +Step 1330/44000 | Loss: 4.0322 | LR: 5.00e-04 | 1321.9ms/step | 15.1 samples/s +Step 1340/44000 | Loss: 3.9810 | LR: 5.00e-04 | 1319.1ms/step | 15.2 samples/s +Step 1350/44000 | Loss: 3.9851 | LR: 5.00e-04 | 1318.0ms/step | 15.2 samples/s +Step 1360/44000 | Loss: 3.9399 | LR: 5.00e-04 | 1318.0ms/step | 15.2 samples/s +Step 1370/44000 | Loss: 3.9757 | LR: 5.00e-04 | 1317.5ms/step | 15.2 samples/s +Step 1380/44000 | Loss: 3.9553 | LR: 5.00e-04 | 1321.2ms/step | 15.1 samples/s +Step 1390/44000 | Loss: 3.9646 | LR: 5.00e-04 | 1318.2ms/step | 15.2 samples/s +Step 1400/44000 | Loss: 3.9593 | LR: 5.00e-04 | 1316.8ms/step | 15.2 samples/s +Step 1410/44000 | Loss: 3.9791 | LR: 5.00e-04 | 1317.0ms/step | 15.2 samples/s +Step 1420/44000 | Loss: 3.9362 | LR: 5.00e-04 | 1320.4ms/step | 15.1 samples/s +Step 1430/44000 | Loss: 3.9469 | LR: 5.00e-04 | 1320.2ms/step | 15.1 samples/s +Step 1440/44000 | Loss: 3.9584 | LR: 5.00e-04 | 1320.5ms/step | 15.1 samples/s +Step 1450/44000 | Loss: 3.9674 | LR: 5.00e-04 | 1320.0ms/step | 15.2 samples/s +Step 1460/44000 | Loss: 3.9675 | LR: 5.00e-04 | 1318.8ms/step | 15.2 samples/s +Step 1470/44000 | Loss: 3.9214 | LR: 5.00e-04 | 1314.9ms/step | 15.2 samples/s +Step 1480/44000 | Loss: 3.9110 | LR: 5.00e-04 | 1317.5ms/step | 15.2 samples/s +Step 1490/44000 | Loss: 3.9203 | LR: 5.00e-04 | 1320.0ms/step | 15.2 samples/s +Step 1500/44000 | Loss: 3.9129 | LR: 5.00e-04 | 1318.7ms/step | 15.2 samples/s +Validation at step 1500: Loss = 3.9114, Perplexity = 49.97 +Step 1510/44000 | Loss: 3.8995 | LR: 5.00e-04 | 3534.2ms/step | 5.7 samples/s +Step 1520/44000 | Loss: 3.8749 | LR: 5.00e-04 | 1320.6ms/step | 15.1 samples/s +Step 1530/44000 | Loss: 3.8915 | LR: 5.00e-04 | 1316.9ms/step | 15.2 samples/s +Step 1540/44000 | Loss: 3.8629 | LR: 5.00e-04 | 1318.5ms/step | 15.2 samples/s +Step 1550/44000 | Loss: 3.8827 | LR: 5.00e-04 | 1320.5ms/step | 15.1 samples/s +Step 1560/44000 | Loss: 3.9047 | LR: 5.00e-04 | 1318.6ms/step | 15.2 samples/s +Step 1570/44000 | Loss: 3.8800 | LR: 5.00e-04 | 1320.8ms/step | 15.1 samples/s +Step 1580/44000 | Loss: 3.8736 | LR: 5.00e-04 | 1322.7ms/step | 15.1 samples/s +Step 1590/44000 | Loss: 3.8915 | LR: 5.00e-04 | 1319.2ms/step | 15.2 samples/s +Step 1600/44000 | Loss: 3.8607 | LR: 5.00e-04 | 1319.9ms/step | 15.2 samples/s +Step 1610/44000 | Loss: 3.8526 | LR: 5.00e-04 | 1320.0ms/step | 15.2 samples/s +Step 1620/44000 | Loss: 3.8509 | LR: 5.00e-04 | 1321.1ms/step | 15.1 samples/s +Step 1630/44000 | Loss: 3.8295 | LR: 4.99e-04 | 1320.0ms/step | 15.2 samples/s +Step 1640/44000 | Loss: 3.8636 | LR: 4.99e-04 | 1318.3ms/step | 15.2 samples/s +Step 1650/44000 | Loss: 3.8446 | LR: 4.99e-04 | 1323.7ms/step | 15.1 samples/s +Step 1660/44000 | Loss: 3.8463 | LR: 4.99e-04 | 1318.9ms/step | 15.2 samples/s +Step 1670/44000 | Loss: 3.8166 | LR: 4.99e-04 | 1316.7ms/step | 15.2 samples/s +Step 1680/44000 | Loss: 3.8419 | LR: 4.99e-04 | 1319.7ms/step | 15.2 samples/s +Step 1690/44000 | Loss: 3.8471 | LR: 4.99e-04 | 1318.1ms/step | 15.2 samples/s +Step 1700/44000 | Loss: 3.8131 | LR: 4.99e-04 | 1316.8ms/step | 15.2 samples/s +Step 1710/44000 | Loss: 3.8259 | LR: 4.99e-04 | 1318.1ms/step | 15.2 samples/s +Step 1720/44000 | Loss: 3.7649 | LR: 4.99e-04 | 1317.7ms/step | 15.2 samples/s +Step 1730/44000 | Loss: 3.8481 | LR: 4.99e-04 | 1318.1ms/step | 15.2 samples/s +Step 1740/44000 | Loss: 3.7937 | LR: 4.99e-04 | 1318.6ms/step | 15.2 samples/s +Step 1750/44000 | Loss: 3.8117 | LR: 4.99e-04 | 1318.6ms/step | 15.2 samples/s +Validation at step 1750: Loss = 3.8059, Perplexity = 44.97 +Step 1760/44000 | Loss: 3.8270 | LR: 4.99e-04 | 3528.8ms/step | 5.7 samples/s +Step 1770/44000 | Loss: 3.8040 | LR: 4.99e-04 | 1316.8ms/step | 15.2 samples/s +Step 1780/44000 | Loss: 3.8102 | LR: 4.99e-04 | 1319.1ms/step | 15.2 samples/s +Step 1790/44000 | Loss: 3.7838 | LR: 4.99e-04 | 1319.3ms/step | 15.2 samples/s +Step 1800/44000 | Loss: 3.7811 | LR: 4.99e-04 | 1319.7ms/step | 15.2 samples/s +Step 1810/44000 | Loss: 3.8090 | LR: 4.99e-04 | 1319.7ms/step | 15.2 samples/s +Step 1820/44000 | Loss: 3.7895 | LR: 4.99e-04 | 1319.8ms/step | 15.2 samples/s +Step 1830/44000 | Loss: 3.7832 | LR: 4.99e-04 | 1320.2ms/step | 15.1 samples/s +Step 1840/44000 | Loss: 3.7686 | LR: 4.99e-04 | 1318.8ms/step | 15.2 samples/s +Step 1850/44000 | Loss: 3.7259 | LR: 4.99e-04 | 1319.8ms/step | 15.2 samples/s +Step 1860/44000 | Loss: 3.7533 | LR: 4.99e-04 | 1319.0ms/step | 15.2 samples/s +Step 1870/44000 | Loss: 3.7792 | LR: 4.99e-04 | 1316.8ms/step | 15.2 samples/s +Step 1880/44000 | Loss: 3.7243 | LR: 4.99e-04 | 1315.0ms/step | 15.2 samples/s +Step 1890/44000 | Loss: 3.7341 | LR: 4.99e-04 | 1319.8ms/step | 15.2 samples/s +Step 1900/44000 | Loss: 3.7381 | LR: 4.99e-04 | 1319.1ms/step | 15.2 samples/s +Step 1910/44000 | Loss: 3.7389 | LR: 4.99e-04 | 1321.2ms/step | 15.1 samples/s +Step 1920/44000 | Loss: 3.7337 | LR: 4.99e-04 | 1321.7ms/step | 15.1 samples/s +Step 1930/44000 | Loss: 3.7745 | LR: 4.99e-04 | 1321.3ms/step | 15.1 samples/s +Step 1940/44000 | Loss: 3.7191 | LR: 4.99e-04 | 1319.5ms/step | 15.2 samples/s +Step 1950/44000 | Loss: 3.7569 | LR: 4.99e-04 | 1318.1ms/step | 15.2 samples/s +Step 1960/44000 | Loss: 3.7213 | LR: 4.99e-04 | 1320.4ms/step | 15.1 samples/s +Step 1970/44000 | Loss: 3.7408 | LR: 4.99e-04 | 1319.0ms/step | 15.2 samples/s +Step 1980/44000 | Loss: 3.7528 | LR: 4.99e-04 | 1320.5ms/step | 15.1 samples/s +Step 1990/44000 | Loss: 3.7099 | LR: 4.99e-04 | 1317.5ms/step | 15.2 samples/s +Step 2000/44000 | Loss: 3.7069 | LR: 4.99e-04 | 1319.0ms/step | 15.2 samples/s +Validation at step 2000: Loss = 3.7242, Perplexity = 41.44 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-2000 +Step 2010/44000 | Loss: 3.7151 | LR: 4.99e-04 | 3861.5ms/step | 5.2 samples/s +Step 2020/44000 | Loss: 3.7268 | LR: 4.99e-04 | 1321.1ms/step | 15.1 samples/s +Step 2030/44000 | Loss: 3.7072 | LR: 4.99e-04 | 1319.1ms/step | 15.2 samples/s +Step 2040/44000 | Loss: 3.7076 | LR: 4.99e-04 | 1321.8ms/step | 15.1 samples/s +Step 2050/44000 | Loss: 3.6914 | LR: 4.99e-04 | 1317.6ms/step | 15.2 samples/s +Step 2060/44000 | Loss: 3.7293 | LR: 4.99e-04 | 1320.2ms/step | 15.1 samples/s +Step 2070/44000 | Loss: 3.6994 | LR: 4.99e-04 | 1318.0ms/step | 15.2 samples/s +Step 2080/44000 | Loss: 3.6923 | LR: 4.99e-04 | 1315.9ms/step | 15.2 samples/s +Step 2090/44000 | Loss: 3.7010 | LR: 4.99e-04 | 1314.8ms/step | 15.2 samples/s +Step 2100/44000 | Loss: 3.6959 | LR: 4.99e-04 | 1317.3ms/step | 15.2 samples/s +Step 2110/44000 | Loss: 3.6744 | LR: 4.99e-04 | 1318.2ms/step | 15.2 samples/s +Step 2120/44000 | Loss: 3.6462 | LR: 4.99e-04 | 1310.3ms/step | 15.3 samples/s +Step 2130/44000 | Loss: 3.6880 | LR: 4.99e-04 | 1311.7ms/step | 15.2 samples/s +Step 2140/44000 | Loss: 3.7161 | LR: 4.99e-04 | 1315.8ms/step | 15.2 samples/s +Step 2150/44000 | Loss: 3.6379 | LR: 4.99e-04 | 1314.8ms/step | 15.2 samples/s +Step 2160/44000 | Loss: 3.7118 | LR: 4.99e-04 | 1316.0ms/step | 15.2 samples/s +Step 2170/44000 | Loss: 3.6839 | LR: 4.99e-04 | 1319.7ms/step | 15.2 samples/s +Step 2180/44000 | Loss: 3.6800 | LR: 4.99e-04 | 1316.4ms/step | 15.2 samples/s +Step 2190/44000 | Loss: 3.6664 | LR: 4.99e-04 | 1317.2ms/step | 15.2 samples/s +Step 2200/44000 | Loss: 3.6191 | LR: 4.99e-04 | 1318.5ms/step | 15.2 samples/s +Step 2210/44000 | Loss: 3.6619 | LR: 4.99e-04 | 1318.2ms/step | 15.2 samples/s +Step 2220/44000 | Loss: 3.6979 | LR: 4.99e-04 | 1318.7ms/step | 15.2 samples/s +Step 2230/44000 | Loss: 3.6482 | LR: 4.99e-04 | 1318.4ms/step | 15.2 samples/s +Step 2240/44000 | Loss: 3.6421 | LR: 4.99e-04 | 1316.9ms/step | 15.2 samples/s +Step 2250/44000 | Loss: 3.6441 | LR: 4.99e-04 | 1319.3ms/step | 15.2 samples/s +Validation at step 2250: Loss = 3.6556, Perplexity = 38.69 +Step 2260/44000 | Loss: 3.6467 | LR: 4.98e-04 | 3529.2ms/step | 5.7 samples/s +Step 2270/44000 | Loss: 3.6587 | LR: 4.98e-04 | 1319.6ms/step | 15.2 samples/s +Step 2280/44000 | Loss: 3.6517 | LR: 4.98e-04 | 1319.1ms/step | 15.2 samples/s +Step 2290/44000 | Loss: 3.6665 | LR: 4.98e-04 | 1318.2ms/step | 15.2 samples/s +Step 2300/44000 | Loss: 3.6428 | LR: 4.98e-04 | 1318.1ms/step | 15.2 samples/s +Step 2310/44000 | Loss: 3.6585 | LR: 4.98e-04 | 1318.5ms/step | 15.2 samples/s +Step 2320/44000 | Loss: 3.6271 | LR: 4.98e-04 | 1317.5ms/step | 15.2 samples/s +Step 2330/44000 | Loss: 3.6314 | LR: 4.98e-04 | 1314.9ms/step | 15.2 samples/s +Step 2340/44000 | Loss: 3.6196 | LR: 4.98e-04 | 1318.7ms/step | 15.2 samples/s +Step 2350/44000 | Loss: 3.6259 | LR: 4.98e-04 | 1316.3ms/step | 15.2 samples/s +Step 2360/44000 | Loss: 3.6580 | LR: 4.98e-04 | 1315.4ms/step | 15.2 samples/s +Step 2370/44000 | Loss: 3.6389 | LR: 4.98e-04 | 1318.6ms/step | 15.2 samples/s +Step 2380/44000 | Loss: 3.6268 | LR: 4.98e-04 | 1316.1ms/step | 15.2 samples/s +Step 2390/44000 | Loss: 3.6186 | LR: 4.98e-04 | 1318.3ms/step | 15.2 samples/s +Step 2400/44000 | Loss: 3.6038 | LR: 4.98e-04 | 1320.3ms/step | 15.1 samples/s +Step 2410/44000 | Loss: 3.6019 | LR: 4.98e-04 | 1319.1ms/step | 15.2 samples/s +Step 2420/44000 | Loss: 3.6286 | LR: 4.98e-04 | 1315.3ms/step | 15.2 samples/s +Step 2430/44000 | Loss: 3.6189 | LR: 4.98e-04 | 1316.5ms/step | 15.2 samples/s +Step 2440/44000 | Loss: 3.6860 | LR: 4.98e-04 | 1318.0ms/step | 15.2 samples/s +Step 2450/44000 | Loss: 3.5976 | LR: 4.98e-04 | 1319.4ms/step | 15.2 samples/s +Step 2460/44000 | Loss: 3.6336 | LR: 4.98e-04 | 1317.8ms/step | 15.2 samples/s +Step 2470/44000 | Loss: 3.5993 | LR: 4.98e-04 | 1317.0ms/step | 15.2 samples/s +Step 2480/44000 | Loss: 3.6072 | LR: 4.98e-04 | 1318.2ms/step | 15.2 samples/s +Step 2490/44000 | Loss: 3.6120 | LR: 4.98e-04 | 1315.2ms/step | 15.2 samples/s +Step 2500/44000 | Loss: 3.5835 | LR: 4.98e-04 | 1320.8ms/step | 15.1 samples/s +Validation at step 2500: Loss = 3.6004, Perplexity = 36.61 +Step 2510/44000 | Loss: 3.6068 | LR: 4.98e-04 | 3523.4ms/step | 5.7 samples/s +Step 2520/44000 | Loss: 3.6169 | LR: 4.98e-04 | 1315.7ms/step | 15.2 samples/s +Step 2530/44000 | Loss: 3.5911 | LR: 4.98e-04 | 1313.2ms/step | 15.2 samples/s +Step 2540/44000 | Loss: 3.6065 | LR: 4.98e-04 | 1314.1ms/step | 15.2 samples/s +Step 2550/44000 | Loss: 3.5935 | LR: 4.98e-04 | 1313.0ms/step | 15.2 samples/s +Step 2560/44000 | Loss: 3.5566 | LR: 4.98e-04 | 1312.8ms/step | 15.2 samples/s +Step 2570/44000 | Loss: 3.5988 | LR: 4.98e-04 | 1316.2ms/step | 15.2 samples/s +Step 2580/44000 | Loss: 3.5794 | LR: 4.98e-04 | 1319.3ms/step | 15.2 samples/s +Step 2590/44000 | Loss: 3.5807 | LR: 4.98e-04 | 1318.5ms/step | 15.2 samples/s +Step 2600/44000 | Loss: 3.6092 | LR: 4.98e-04 | 1315.2ms/step | 15.2 samples/s +Step 2610/44000 | Loss: 3.5599 | LR: 4.98e-04 | 1314.5ms/step | 15.2 samples/s +Step 2620/44000 | Loss: 3.6015 | LR: 4.98e-04 | 1314.1ms/step | 15.2 samples/s +Step 2630/44000 | Loss: 3.5543 | LR: 4.98e-04 | 1314.8ms/step | 15.2 samples/s +Step 2640/44000 | Loss: 3.5761 | LR: 4.98e-04 | 1314.5ms/step | 15.2 samples/s +Step 2650/44000 | Loss: 3.5796 | LR: 4.98e-04 | 1314.0ms/step | 15.2 samples/s +Step 2660/44000 | Loss: 3.5866 | LR: 4.98e-04 | 1315.8ms/step | 15.2 samples/s +Step 2670/44000 | Loss: 3.5715 | LR: 4.98e-04 | 1319.8ms/step | 15.2 samples/s +Step 2680/44000 | Loss: 3.5634 | LR: 4.98e-04 | 1323.3ms/step | 15.1 samples/s +Step 2690/44000 | Loss: 3.5694 | LR: 4.98e-04 | 1314.5ms/step | 15.2 samples/s +Step 2700/44000 | Loss: 3.5634 | LR: 4.97e-04 | 1315.7ms/step | 15.2 samples/s +Step 2710/44000 | Loss: 3.5700 | LR: 4.97e-04 | 1310.6ms/step | 15.3 samples/s +Step 2720/44000 | Loss: 3.5601 | LR: 4.97e-04 | 1316.3ms/step | 15.2 samples/s +Step 2730/44000 | Loss: 3.5731 | LR: 4.97e-04 | 1316.0ms/step | 15.2 samples/s +Step 2740/44000 | Loss: 3.5645 | LR: 4.97e-04 | 1313.7ms/step | 15.2 samples/s +Step 2750/44000 | Loss: 3.5625 | LR: 4.97e-04 | 1313.0ms/step | 15.2 samples/s +Validation at step 2750: Loss = 3.5550, Perplexity = 34.99 +Step 2760/44000 | Loss: 3.5646 | LR: 4.97e-04 | 3520.1ms/step | 5.7 samples/s +Step 2770/44000 | Loss: 3.5784 | LR: 4.97e-04 | 1313.1ms/step | 15.2 samples/s +Step 2780/44000 | Loss: 3.5586 | LR: 4.97e-04 | 1311.2ms/step | 15.3 samples/s +Step 2790/44000 | Loss: 3.5148 | LR: 4.97e-04 | 1310.2ms/step | 15.3 samples/s +Step 2800/44000 | Loss: 3.5446 | LR: 4.97e-04 | 1310.5ms/step | 15.3 samples/s +Step 2810/44000 | Loss: 3.4997 | LR: 4.97e-04 | 1310.8ms/step | 15.3 samples/s +Step 2820/44000 | Loss: 3.5606 | LR: 4.97e-04 | 1311.3ms/step | 15.3 samples/s +Step 2830/44000 | Loss: 3.5404 | LR: 4.97e-04 | 1311.9ms/step | 15.2 samples/s +Step 2840/44000 | Loss: 3.5487 | LR: 4.97e-04 | 1311.0ms/step | 15.3 samples/s +Step 2850/44000 | Loss: 3.5266 | LR: 4.97e-04 | 1312.3ms/step | 15.2 samples/s +Step 2860/44000 | Loss: 3.5934 | LR: 4.97e-04 | 1313.3ms/step | 15.2 samples/s +Step 2870/44000 | Loss: 3.5412 | LR: 4.97e-04 | 1314.0ms/step | 15.2 samples/s +Step 2880/44000 | Loss: 3.5257 | LR: 4.97e-04 | 1314.4ms/step | 15.2 samples/s +Step 2890/44000 | Loss: 3.5248 | LR: 4.97e-04 | 1315.8ms/step | 15.2 samples/s +Step 2900/44000 | Loss: 3.4873 | LR: 4.97e-04 | 1314.0ms/step | 15.2 samples/s +Step 2910/44000 | Loss: 3.5275 | LR: 4.97e-04 | 1313.2ms/step | 15.2 samples/s +Step 2920/44000 | Loss: 3.5036 | LR: 4.97e-04 | 1314.9ms/step | 15.2 samples/s +Step 2930/44000 | Loss: 3.5345 | LR: 4.97e-04 | 1314.3ms/step | 15.2 samples/s +Step 2940/44000 | Loss: 3.5293 | LR: 4.97e-04 | 1314.4ms/step | 15.2 samples/s +Step 2950/44000 | Loss: 3.5125 | LR: 4.97e-04 | 1314.5ms/step | 15.2 samples/s +Step 2960/44000 | Loss: 3.5188 | LR: 4.97e-04 | 1314.7ms/step | 15.2 samples/s +Step 2970/44000 | Loss: 3.4963 | LR: 4.97e-04 | 1314.4ms/step | 15.2 samples/s +Step 2980/44000 | Loss: 3.5183 | LR: 4.97e-04 | 1314.7ms/step | 15.2 samples/s +Step 2990/44000 | Loss: 3.4977 | LR: 4.97e-04 | 1312.1ms/step | 15.2 samples/s +Step 3000/44000 | Loss: 3.5134 | LR: 4.97e-04 | 1315.8ms/step | 15.2 samples/s +Validation at step 3000: Loss = 3.5182, Perplexity = 33.72 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-3000 +Step 3010/44000 | Loss: 3.5379 | LR: 4.97e-04 | 3844.7ms/step | 5.2 samples/s +Step 3020/44000 | Loss: 3.4997 | LR: 4.97e-04 | 1317.6ms/step | 15.2 samples/s +Step 3030/44000 | Loss: 3.5232 | LR: 4.97e-04 | 1319.9ms/step | 15.2 samples/s +Step 3040/44000 | Loss: 3.5304 | LR: 4.97e-04 | 1319.3ms/step | 15.2 samples/s +Step 3050/44000 | Loss: 3.5033 | LR: 4.97e-04 | 1317.2ms/step | 15.2 samples/s +Step 3060/44000 | Loss: 3.5126 | LR: 4.96e-04 | 1316.7ms/step | 15.2 samples/s +Step 3070/44000 | Loss: 3.5418 | LR: 4.96e-04 | 1316.8ms/step | 15.2 samples/s +Step 3080/44000 | Loss: 3.5106 | LR: 4.96e-04 | 1323.0ms/step | 15.1 samples/s +Step 3090/44000 | Loss: 3.4738 | LR: 4.96e-04 | 1319.7ms/step | 15.2 samples/s +Step 3100/44000 | Loss: 3.4887 | LR: 4.96e-04 | 1319.1ms/step | 15.2 samples/s +Step 3110/44000 | Loss: 3.5161 | LR: 4.96e-04 | 1321.6ms/step | 15.1 samples/s +Step 3120/44000 | Loss: 3.4850 | LR: 4.96e-04 | 1319.1ms/step | 15.2 samples/s +Step 3130/44000 | Loss: 3.5059 | LR: 4.96e-04 | 1320.7ms/step | 15.1 samples/s +Step 3140/44000 | Loss: 3.4814 | LR: 4.96e-04 | 1319.1ms/step | 15.2 samples/s +Step 3150/44000 | Loss: 3.4985 | LR: 4.96e-04 | 1318.5ms/step | 15.2 samples/s +Step 3160/44000 | Loss: 3.5089 | LR: 4.96e-04 | 1321.0ms/step | 15.1 samples/s +Step 3170/44000 | Loss: 3.4850 | LR: 4.96e-04 | 1319.5ms/step | 15.2 samples/s +Step 3180/44000 | Loss: 3.5001 | LR: 4.96e-04 | 1319.3ms/step | 15.2 samples/s +Step 3190/44000 | Loss: 3.5087 | LR: 4.96e-04 | 1319.8ms/step | 15.2 samples/s +Step 3200/44000 | Loss: 3.4962 | LR: 4.96e-04 | 1322.0ms/step | 15.1 samples/s +Step 3210/44000 | Loss: 3.5083 | LR: 4.96e-04 | 1317.7ms/step | 15.2 samples/s +Step 3220/44000 | Loss: 3.4714 | LR: 4.96e-04 | 1316.9ms/step | 15.2 samples/s +Step 3230/44000 | Loss: 3.4877 | LR: 4.96e-04 | 1318.9ms/step | 15.2 samples/s +Step 3240/44000 | Loss: 3.4513 | LR: 4.96e-04 | 1318.3ms/step | 15.2 samples/s +Step 3250/44000 | Loss: 3.5147 | LR: 4.96e-04 | 1318.3ms/step | 15.2 samples/s +Validation at step 3250: Loss = 3.4905, Perplexity = 32.80 +Step 3260/44000 | Loss: 3.4853 | LR: 4.96e-04 | 3529.5ms/step | 5.7 samples/s +Step 3270/44000 | Loss: 3.4820 | LR: 4.96e-04 | 1321.3ms/step | 15.1 samples/s +Step 3280/44000 | Loss: 3.4858 | LR: 4.96e-04 | 1319.6ms/step | 15.2 samples/s +Step 3290/44000 | Loss: 3.4694 | LR: 4.96e-04 | 1315.6ms/step | 15.2 samples/s +Step 3300/44000 | Loss: 3.4941 | LR: 4.96e-04 | 1317.5ms/step | 15.2 samples/s +Step 3310/44000 | Loss: 3.4738 | LR: 4.96e-04 | 1319.9ms/step | 15.2 samples/s +Step 3320/44000 | Loss: 3.4668 | LR: 4.96e-04 | 1319.4ms/step | 15.2 samples/s +Step 3330/44000 | Loss: 3.4809 | LR: 4.96e-04 | 1318.9ms/step | 15.2 samples/s +Step 3340/44000 | Loss: 3.4664 | LR: 4.96e-04 | 1318.3ms/step | 15.2 samples/s +Step 3350/44000 | Loss: 3.4757 | LR: 4.96e-04 | 1318.9ms/step | 15.2 samples/s +Step 3360/44000 | Loss: 3.4624 | LR: 4.96e-04 | 1319.6ms/step | 15.2 samples/s +Step 3370/44000 | Loss: 3.4683 | LR: 4.95e-04 | 1319.4ms/step | 15.2 samples/s +Step 3380/44000 | Loss: 3.5096 | LR: 4.95e-04 | 1321.1ms/step | 15.1 samples/s +Step 3390/44000 | Loss: 3.5060 | LR: 4.95e-04 | 1318.8ms/step | 15.2 samples/s +Step 3400/44000 | Loss: 3.4609 | LR: 4.95e-04 | 1318.6ms/step | 15.2 samples/s +Step 3410/44000 | Loss: 3.4671 | LR: 4.95e-04 | 1321.4ms/step | 15.1 samples/s +Step 3420/44000 | Loss: 3.4780 | LR: 4.95e-04 | 1320.8ms/step | 15.1 samples/s +Step 3430/44000 | Loss: 3.4801 | LR: 4.95e-04 | 1319.3ms/step | 15.2 samples/s +Step 3440/44000 | Loss: 3.4677 | LR: 4.95e-04 | 1321.3ms/step | 15.1 samples/s +Step 3450/44000 | Loss: 3.4705 | LR: 4.95e-04 | 1319.7ms/step | 15.2 samples/s +Step 3460/44000 | Loss: 3.4297 | LR: 4.95e-04 | 1320.2ms/step | 15.1 samples/s +Step 3470/44000 | Loss: 3.4722 | LR: 4.95e-04 | 1320.3ms/step | 15.1 samples/s +Step 3480/44000 | Loss: 3.4486 | LR: 4.95e-04 | 1321.1ms/step | 15.1 samples/s +Step 3490/44000 | Loss: 3.4804 | LR: 4.95e-04 | 1322.2ms/step | 15.1 samples/s +Step 3500/44000 | Loss: 3.4669 | LR: 4.95e-04 | 1320.7ms/step | 15.1 samples/s +Validation at step 3500: Loss = 3.4585, Perplexity = 31.77 +Step 3510/44000 | Loss: 3.4648 | LR: 4.95e-04 | 3534.8ms/step | 5.7 samples/s +Step 3520/44000 | Loss: 3.4384 | LR: 4.95e-04 | 1320.7ms/step | 15.1 samples/s +Step 3530/44000 | Loss: 3.4270 | LR: 4.95e-04 | 1320.8ms/step | 15.1 samples/s +Step 3540/44000 | Loss: 3.4579 | LR: 4.95e-04 | 1318.5ms/step | 15.2 samples/s +Step 3550/44000 | Loss: 3.4608 | LR: 4.95e-04 | 1320.5ms/step | 15.1 samples/s +Step 3560/44000 | Loss: 3.4688 | LR: 4.95e-04 | 1320.4ms/step | 15.1 samples/s +Step 3570/44000 | Loss: 3.4511 | LR: 4.95e-04 | 1319.7ms/step | 15.2 samples/s +Step 3580/44000 | Loss: 3.4690 | LR: 4.95e-04 | 1320.9ms/step | 15.1 samples/s +Step 3590/44000 | Loss: 3.4482 | LR: 4.95e-04 | 1321.6ms/step | 15.1 samples/s +Step 3600/44000 | Loss: 3.4421 | LR: 4.95e-04 | 1319.2ms/step | 15.2 samples/s +Step 3610/44000 | Loss: 3.4286 | LR: 4.95e-04 | 1318.3ms/step | 15.2 samples/s +Step 3620/44000 | Loss: 3.4408 | LR: 4.95e-04 | 1319.0ms/step | 15.2 samples/s +Step 3630/44000 | Loss: 3.4254 | LR: 4.95e-04 | 1318.0ms/step | 15.2 samples/s +Step 3640/44000 | Loss: 3.4190 | LR: 4.95e-04 | 1318.7ms/step | 15.2 samples/s +Step 3650/44000 | Loss: 3.4312 | LR: 4.94e-04 | 1317.7ms/step | 15.2 samples/s +Step 3660/44000 | Loss: 3.4226 | LR: 4.94e-04 | 1318.0ms/step | 15.2 samples/s +Step 3670/44000 | Loss: 3.4599 | LR: 4.94e-04 | 1317.9ms/step | 15.2 samples/s +Step 3680/44000 | Loss: 3.4132 | LR: 4.94e-04 | 1317.7ms/step | 15.2 samples/s +Step 3690/44000 | Loss: 3.4329 | LR: 4.94e-04 | 1316.7ms/step | 15.2 samples/s +Step 3700/44000 | Loss: 3.4415 | LR: 4.94e-04 | 1316.3ms/step | 15.2 samples/s +Step 3710/44000 | Loss: 3.4152 | LR: 4.94e-04 | 1319.0ms/step | 15.2 samples/s +Step 3720/44000 | Loss: 3.4416 | LR: 4.94e-04 | 1316.2ms/step | 15.2 samples/s +Step 3730/44000 | Loss: 3.4393 | LR: 4.94e-04 | 1316.5ms/step | 15.2 samples/s +Step 3740/44000 | Loss: 3.4346 | LR: 4.94e-04 | 1318.7ms/step | 15.2 samples/s +Step 3750/44000 | Loss: 3.4326 | LR: 4.94e-04 | 1321.7ms/step | 15.1 samples/s +Validation at step 3750: Loss = 3.4311, Perplexity = 30.91 +Step 3760/44000 | Loss: 3.4264 | LR: 4.94e-04 | 3535.5ms/step | 5.7 samples/s +Step 3770/44000 | Loss: 3.4279 | LR: 4.94e-04 | 1320.8ms/step | 15.1 samples/s +Step 3780/44000 | Loss: 3.4508 | LR: 4.94e-04 | 1320.0ms/step | 15.2 samples/s +Step 3790/44000 | Loss: 3.4354 | LR: 4.94e-04 | 1319.8ms/step | 15.2 samples/s +Step 3800/44000 | Loss: 3.4431 | LR: 4.94e-04 | 1321.6ms/step | 15.1 samples/s +Step 3810/44000 | Loss: 3.4427 | LR: 4.94e-04 | 1317.3ms/step | 15.2 samples/s +Step 3820/44000 | Loss: 3.4501 | LR: 4.94e-04 | 1320.5ms/step | 15.1 samples/s +Step 3830/44000 | Loss: 3.4439 | LR: 4.94e-04 | 1322.4ms/step | 15.1 samples/s +Step 3840/44000 | Loss: 3.4120 | LR: 4.94e-04 | 1318.5ms/step | 15.2 samples/s +Step 3850/44000 | Loss: 3.4037 | LR: 4.94e-04 | 1320.1ms/step | 15.2 samples/s +Step 3860/44000 | Loss: 3.4352 | LR: 4.94e-04 | 1320.0ms/step | 15.2 samples/s +Step 3870/44000 | Loss: 3.4412 | LR: 4.94e-04 | 1317.6ms/step | 15.2 samples/s +Step 3880/44000 | Loss: 3.4001 | LR: 4.94e-04 | 1319.7ms/step | 15.2 samples/s +Step 3890/44000 | Loss: 3.4230 | LR: 4.94e-04 | 1319.8ms/step | 15.2 samples/s +Step 3900/44000 | Loss: 3.4330 | LR: 4.93e-04 | 1317.1ms/step | 15.2 samples/s +Step 3910/44000 | Loss: 3.4072 | LR: 4.93e-04 | 1316.4ms/step | 15.2 samples/s +Step 3920/44000 | Loss: 3.4095 | LR: 4.93e-04 | 1320.9ms/step | 15.1 samples/s +Step 3930/44000 | Loss: 3.4451 | LR: 4.93e-04 | 1319.3ms/step | 15.2 samples/s +Step 3940/44000 | Loss: 3.3910 | LR: 4.93e-04 | 1319.8ms/step | 15.2 samples/s +Step 3950/44000 | Loss: 3.3923 | LR: 4.93e-04 | 1316.0ms/step | 15.2 samples/s +Step 3960/44000 | Loss: 3.4456 | LR: 4.93e-04 | 1318.2ms/step | 15.2 samples/s +Step 3970/44000 | Loss: 3.3982 | LR: 4.93e-04 | 1318.1ms/step | 15.2 samples/s +Step 3980/44000 | Loss: 3.4172 | LR: 4.93e-04 | 1319.4ms/step | 15.2 samples/s +Step 3990/44000 | Loss: 3.3885 | LR: 4.93e-04 | 1319.8ms/step | 15.2 samples/s +Step 4000/44000 | Loss: 3.4264 | LR: 4.93e-04 | 1318.5ms/step | 15.2 samples/s +Validation at step 4000: Loss = 3.4073, Perplexity = 30.18 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-4000 +Step 4010/44000 | Loss: 3.3584 | LR: 4.93e-04 | 3847.7ms/step | 5.2 samples/s +Step 4020/44000 | Loss: 3.4150 | LR: 4.93e-04 | 1318.0ms/step | 15.2 samples/s +Step 4030/44000 | Loss: 3.3892 | LR: 4.93e-04 | 1321.9ms/step | 15.1 samples/s +Step 4040/44000 | Loss: 3.4203 | LR: 4.93e-04 | 1316.5ms/step | 15.2 samples/s +Step 4050/44000 | Loss: 3.3972 | LR: 4.93e-04 | 1317.0ms/step | 15.2 samples/s +Step 4060/44000 | Loss: 3.4402 | LR: 4.93e-04 | 1312.8ms/step | 15.2 samples/s +Step 4070/44000 | Loss: 3.4007 | LR: 4.93e-04 | 1313.4ms/step | 15.2 samples/s +Step 4080/44000 | Loss: 3.3901 | LR: 4.93e-04 | 1314.9ms/step | 15.2 samples/s +Step 4090/44000 | Loss: 3.3872 | LR: 4.93e-04 | 1315.4ms/step | 15.2 samples/s +Step 4100/44000 | Loss: 3.3968 | LR: 4.93e-04 | 1314.3ms/step | 15.2 samples/s +Step 4110/44000 | Loss: 3.4007 | LR: 4.93e-04 | 1311.9ms/step | 15.2 samples/s +Step 4120/44000 | Loss: 3.3885 | LR: 4.93e-04 | 1311.1ms/step | 15.3 samples/s +Step 4130/44000 | Loss: 3.4010 | LR: 4.93e-04 | 1314.4ms/step | 15.2 samples/s +Step 4140/44000 | Loss: 3.3866 | LR: 4.92e-04 | 1312.6ms/step | 15.2 samples/s +Step 4150/44000 | Loss: 3.3803 | LR: 4.92e-04 | 1314.8ms/step | 15.2 samples/s +Step 4160/44000 | Loss: 3.3990 | LR: 4.92e-04 | 1314.3ms/step | 15.2 samples/s +Step 4170/44000 | Loss: 3.4061 | LR: 4.92e-04 | 1316.0ms/step | 15.2 samples/s +Step 4180/44000 | Loss: 3.3882 | LR: 4.92e-04 | 1315.0ms/step | 15.2 samples/s +Step 4190/44000 | Loss: 3.3878 | LR: 4.92e-04 | 1316.3ms/step | 15.2 samples/s +Step 4200/44000 | Loss: 3.3783 | LR: 4.92e-04 | 1314.1ms/step | 15.2 samples/s +Step 4210/44000 | Loss: 3.3968 | LR: 4.92e-04 | 1313.8ms/step | 15.2 samples/s +Step 4220/44000 | Loss: 3.3834 | LR: 4.92e-04 | 1311.6ms/step | 15.2 samples/s +Step 4230/44000 | Loss: 3.3857 | LR: 4.92e-04 | 1313.0ms/step | 15.2 samples/s +Step 4240/44000 | Loss: 3.3823 | LR: 4.92e-04 | 1314.9ms/step | 15.2 samples/s +Step 4250/44000 | Loss: 3.3934 | LR: 4.92e-04 | 1312.6ms/step | 15.2 samples/s +Validation at step 4250: Loss = 3.3879, Perplexity = 29.60 +Step 4260/44000 | Loss: 3.4166 | LR: 4.92e-04 | 3521.5ms/step | 5.7 samples/s +Step 4270/44000 | Loss: 3.3983 | LR: 4.92e-04 | 1314.0ms/step | 15.2 samples/s +Step 4280/44000 | Loss: 3.4159 | LR: 4.92e-04 | 1313.1ms/step | 15.2 samples/s +Step 4290/44000 | Loss: 3.3713 | LR: 4.92e-04 | 1314.5ms/step | 15.2 samples/s +Step 4300/44000 | Loss: 3.4021 | LR: 4.92e-04 | 1313.7ms/step | 15.2 samples/s +Step 4310/44000 | Loss: 3.4127 | LR: 4.92e-04 | 1314.5ms/step | 15.2 samples/s +Step 4320/44000 | Loss: 3.3999 | LR: 4.92e-04 | 1315.0ms/step | 15.2 samples/s +Step 4330/44000 | Loss: 3.3577 | LR: 4.92e-04 | 1315.3ms/step | 15.2 samples/s +Step 4340/44000 | Loss: 3.3900 | LR: 4.92e-04 | 1314.8ms/step | 15.2 samples/s +Step 4350/44000 | Loss: 3.3990 | LR: 4.92e-04 | 1312.3ms/step | 15.2 samples/s +Step 4360/44000 | Loss: 3.3692 | LR: 4.91e-04 | 1312.1ms/step | 15.2 samples/s +Step 4370/44000 | Loss: 3.4074 | LR: 4.91e-04 | 1315.3ms/step | 15.2 samples/s +Step 4380/44000 | Loss: 3.3627 | LR: 4.91e-04 | 1312.2ms/step | 15.2 samples/s +Step 4390/44000 | Loss: 3.3903 | LR: 4.91e-04 | 1314.3ms/step | 15.2 samples/s +Step 4400/44000 | Loss: 3.3435 | LR: 4.91e-04 | 1315.7ms/step | 15.2 samples/s +Step 4410/44000 | Loss: 3.3598 | LR: 4.91e-04 | 1315.0ms/step | 15.2 samples/s +Step 4420/44000 | Loss: 3.3612 | LR: 4.91e-04 | 1312.1ms/step | 15.2 samples/s +Step 4430/44000 | Loss: 3.3825 | LR: 4.91e-04 | 1311.8ms/step | 15.2 samples/s +Step 4440/44000 | Loss: 3.4196 | LR: 4.91e-04 | 1317.5ms/step | 15.2 samples/s +Step 4450/44000 | Loss: 3.4110 | LR: 4.91e-04 | 1317.7ms/step | 15.2 samples/s +Step 4460/44000 | Loss: 3.3575 | LR: 4.91e-04 | 1312.2ms/step | 15.2 samples/s +Step 4470/44000 | Loss: 3.3539 | LR: 4.91e-04 | 1315.7ms/step | 15.2 samples/s +Step 4480/44000 | Loss: 3.3862 | LR: 4.91e-04 | 1311.2ms/step | 15.3 samples/s +Step 4490/44000 | Loss: 3.3589 | LR: 4.91e-04 | 1316.1ms/step | 15.2 samples/s +Step 4500/44000 | Loss: 3.3890 | LR: 4.91e-04 | 1315.6ms/step | 15.2 samples/s +Validation at step 4500: Loss = 3.3700, Perplexity = 29.08 +Step 4510/44000 | Loss: 3.3531 | LR: 4.91e-04 | 3513.0ms/step | 5.7 samples/s +Step 4520/44000 | Loss: 3.3634 | LR: 4.91e-04 | 1315.1ms/step | 15.2 samples/s +Step 4530/44000 | Loss: 3.3341 | LR: 4.91e-04 | 1311.7ms/step | 15.2 samples/s +Step 4540/44000 | Loss: 3.3774 | LR: 4.91e-04 | 1311.7ms/step | 15.2 samples/s +Step 4550/44000 | Loss: 3.4007 | LR: 4.91e-04 | 1312.1ms/step | 15.2 samples/s +Step 4560/44000 | Loss: 3.3528 | LR: 4.90e-04 | 1315.6ms/step | 15.2 samples/s +Step 4570/44000 | Loss: 3.3529 | LR: 4.90e-04 | 1315.4ms/step | 15.2 samples/s +Step 4580/44000 | Loss: 3.3565 | LR: 4.90e-04 | 1315.7ms/step | 15.2 samples/s +Step 4590/44000 | Loss: 3.3465 | LR: 4.90e-04 | 1313.9ms/step | 15.2 samples/s +Step 4600/44000 | Loss: 3.3669 | LR: 4.90e-04 | 1313.6ms/step | 15.2 samples/s +Step 4610/44000 | Loss: 3.3672 | LR: 4.90e-04 | 1313.7ms/step | 15.2 samples/s +Step 4620/44000 | Loss: 3.3606 | LR: 4.90e-04 | 1311.6ms/step | 15.2 samples/s +Step 4630/44000 | Loss: 3.3477 | LR: 4.90e-04 | 1314.4ms/step | 15.2 samples/s +Step 4640/44000 | Loss: 3.3638 | LR: 4.90e-04 | 1313.5ms/step | 15.2 samples/s +Step 4650/44000 | Loss: 3.3743 | LR: 4.90e-04 | 1314.7ms/step | 15.2 samples/s +Step 4660/44000 | Loss: 3.3260 | LR: 4.90e-04 | 1312.2ms/step | 15.2 samples/s +Step 4670/44000 | Loss: 3.3578 | LR: 4.90e-04 | 1313.4ms/step | 15.2 samples/s +Step 4680/44000 | Loss: 3.3291 | LR: 4.90e-04 | 1314.1ms/step | 15.2 samples/s +Step 4690/44000 | Loss: 3.3352 | LR: 4.90e-04 | 1314.0ms/step | 15.2 samples/s +Step 4700/44000 | Loss: 3.3403 | LR: 4.90e-04 | 1315.0ms/step | 15.2 samples/s +Step 4710/44000 | Loss: 3.3609 | LR: 4.90e-04 | 1312.1ms/step | 15.2 samples/s +Step 4720/44000 | Loss: 3.3618 | LR: 4.90e-04 | 1314.6ms/step | 15.2 samples/s +Step 4730/44000 | Loss: 3.3487 | LR: 4.90e-04 | 1311.6ms/step | 15.2 samples/s +Step 4740/44000 | Loss: 3.3391 | LR: 4.90e-04 | 1312.3ms/step | 15.2 samples/s +Step 4750/44000 | Loss: 3.3452 | LR: 4.90e-04 | 1311.5ms/step | 15.2 samples/s +Validation at step 4750: Loss = 3.3517, Perplexity = 28.55 +Step 4760/44000 | Loss: 3.3556 | LR: 4.89e-04 | 3516.2ms/step | 5.7 samples/s +Step 4770/44000 | Loss: 3.3725 | LR: 4.89e-04 | 1314.6ms/step | 15.2 samples/s +Step 4780/44000 | Loss: 3.3595 | LR: 4.89e-04 | 1312.6ms/step | 15.2 samples/s +Step 4790/44000 | Loss: 3.3207 | LR: 4.89e-04 | 1314.8ms/step | 15.2 samples/s +Step 4800/44000 | Loss: 3.3435 | LR: 4.89e-04 | 1312.6ms/step | 15.2 samples/s +Step 4810/44000 | Loss: 3.3201 | LR: 4.89e-04 | 1312.6ms/step | 15.2 samples/s +Step 4820/44000 | Loss: 3.3598 | LR: 4.89e-04 | 1313.2ms/step | 15.2 samples/s +Step 4830/44000 | Loss: 3.3483 | LR: 4.89e-04 | 1313.2ms/step | 15.2 samples/s +Step 4840/44000 | Loss: 3.3380 | LR: 4.89e-04 | 1312.8ms/step | 15.2 samples/s +Step 4850/44000 | Loss: 3.3584 | LR: 4.89e-04 | 1313.2ms/step | 15.2 samples/s +Step 4860/44000 | Loss: 3.3216 | LR: 4.89e-04 | 1313.3ms/step | 15.2 samples/s +Step 4870/44000 | Loss: 3.3224 | LR: 4.89e-04 | 1313.4ms/step | 15.2 samples/s +Step 4880/44000 | Loss: 3.3465 | LR: 4.89e-04 | 1313.1ms/step | 15.2 samples/s +Step 4890/44000 | Loss: 3.3548 | LR: 4.89e-04 | 1313.3ms/step | 15.2 samples/s +Step 4900/44000 | Loss: 3.3706 | LR: 4.89e-04 | 1311.0ms/step | 15.3 samples/s +Step 4910/44000 | Loss: 3.3460 | LR: 4.89e-04 | 1313.5ms/step | 15.2 samples/s +Step 4920/44000 | Loss: 3.3316 | LR: 4.89e-04 | 1310.7ms/step | 15.3 samples/s +Step 4930/44000 | Loss: 3.3035 | LR: 4.89e-04 | 1313.3ms/step | 15.2 samples/s +Step 4940/44000 | Loss: 3.3369 | LR: 4.89e-04 | 1313.0ms/step | 15.2 samples/s +Step 4950/44000 | Loss: 3.3175 | LR: 4.88e-04 | 1312.6ms/step | 15.2 samples/s +Step 4960/44000 | Loss: 3.3579 | LR: 4.88e-04 | 1314.7ms/step | 15.2 samples/s +Step 4970/44000 | Loss: 3.3377 | LR: 4.88e-04 | 1312.8ms/step | 15.2 samples/s +Step 4980/44000 | Loss: 3.3487 | LR: 4.88e-04 | 1313.3ms/step | 15.2 samples/s +Step 4990/44000 | Loss: 3.3312 | LR: 4.88e-04 | 1313.9ms/step | 15.2 samples/s +Step 5000/44000 | Loss: 3.3016 | LR: 4.88e-04 | 1312.3ms/step | 15.2 samples/s +Validation at step 5000: Loss = 3.3356, Perplexity = 28.09 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-5000 +Step 5010/44000 | Loss: 3.3467 | LR: 4.88e-04 | 3849.0ms/step | 5.2 samples/s +Step 5020/44000 | Loss: 3.2990 | LR: 4.88e-04 | 1317.1ms/step | 15.2 samples/s +Step 5030/44000 | Loss: 3.3274 | LR: 4.88e-04 | 1318.7ms/step | 15.2 samples/s +Step 5040/44000 | Loss: 3.3085 | LR: 4.88e-04 | 1319.7ms/step | 15.2 samples/s +Step 5050/44000 | Loss: 3.3447 | LR: 4.88e-04 | 1318.9ms/step | 15.2 samples/s +Step 5060/44000 | Loss: 3.3523 | LR: 4.88e-04 | 1320.9ms/step | 15.1 samples/s +Step 5070/44000 | Loss: 3.3339 | LR: 4.88e-04 | 1316.9ms/step | 15.2 samples/s +Step 5080/44000 | Loss: 3.3261 | LR: 4.88e-04 | 1316.6ms/step | 15.2 samples/s +Step 5090/44000 | Loss: 3.3347 | LR: 4.88e-04 | 1318.0ms/step | 15.2 samples/s +Step 5100/44000 | Loss: 3.3431 | LR: 4.88e-04 | 1319.9ms/step | 15.2 samples/s +Step 5110/44000 | Loss: 3.3391 | LR: 4.88e-04 | 1322.0ms/step | 15.1 samples/s +Step 5120/44000 | Loss: 3.3216 | LR: 4.88e-04 | 1320.9ms/step | 15.1 samples/s +Step 5130/44000 | Loss: 3.3193 | LR: 4.87e-04 | 1319.2ms/step | 15.2 samples/s +Step 5140/44000 | Loss: 3.3355 | LR: 4.87e-04 | 1324.4ms/step | 15.1 samples/s +Step 5150/44000 | Loss: 3.3307 | LR: 4.87e-04 | 1318.8ms/step | 15.2 samples/s +Step 5160/44000 | Loss: 3.3384 | LR: 4.87e-04 | 1318.1ms/step | 15.2 samples/s +Step 5170/44000 | Loss: 3.3530 | LR: 4.87e-04 | 1319.8ms/step | 15.2 samples/s +Step 5180/44000 | Loss: 3.3378 | LR: 4.87e-04 | 1319.7ms/step | 15.2 samples/s +Step 5190/44000 | Loss: 3.3074 | LR: 4.87e-04 | 1319.0ms/step | 15.2 samples/s +Step 5200/44000 | Loss: 3.2966 | LR: 4.87e-04 | 1320.6ms/step | 15.1 samples/s +Step 5210/44000 | Loss: 3.3160 | LR: 4.87e-04 | 1317.9ms/step | 15.2 samples/s +Step 5220/44000 | Loss: 3.3273 | LR: 4.87e-04 | 1320.0ms/step | 15.2 samples/s +Step 5230/44000 | Loss: 3.2980 | LR: 4.87e-04 | 1319.8ms/step | 15.2 samples/s +Step 5240/44000 | Loss: 3.3111 | LR: 4.87e-04 | 1315.5ms/step | 15.2 samples/s +Step 5250/44000 | Loss: 3.3409 | LR: 4.87e-04 | 1317.5ms/step | 15.2 samples/s +Validation at step 5250: Loss = 3.3214, Perplexity = 27.70 +Step 5260/44000 | Loss: 3.3509 | LR: 4.87e-04 | 3530.4ms/step | 5.7 samples/s +Step 5270/44000 | Loss: 3.3369 | LR: 4.87e-04 | 1320.1ms/step | 15.2 samples/s +Step 5280/44000 | Loss: 3.3031 | LR: 4.87e-04 | 1319.8ms/step | 15.2 samples/s +Step 5290/44000 | Loss: 3.3231 | LR: 4.87e-04 | 1318.9ms/step | 15.2 samples/s +Step 5300/44000 | Loss: 3.3119 | LR: 4.86e-04 | 1319.8ms/step | 15.2 samples/s +Step 5310/44000 | Loss: 3.3384 | LR: 4.86e-04 | 1322.4ms/step | 15.1 samples/s +Step 5320/44000 | Loss: 3.3169 | LR: 4.86e-04 | 1319.4ms/step | 15.2 samples/s +Step 5330/44000 | Loss: 3.3204 | LR: 4.86e-04 | 1319.5ms/step | 15.2 samples/s +Step 5340/44000 | Loss: 3.3072 | LR: 4.86e-04 | 1317.0ms/step | 15.2 samples/s +Step 5350/44000 | Loss: 3.3044 | LR: 4.86e-04 | 1320.3ms/step | 15.1 samples/s +Step 5360/44000 | Loss: 3.2940 | LR: 4.86e-04 | 1321.8ms/step | 15.1 samples/s +Step 5370/44000 | Loss: 3.2916 | LR: 4.86e-04 | 1319.2ms/step | 15.2 samples/s +Step 5380/44000 | Loss: 3.3056 | LR: 4.86e-04 | 1318.6ms/step | 15.2 samples/s +Step 5390/44000 | Loss: 3.3016 | LR: 4.86e-04 | 1317.2ms/step | 15.2 samples/s +Step 5400/44000 | Loss: 3.3266 | LR: 4.86e-04 | 1320.2ms/step | 15.1 samples/s +Step 5410/44000 | Loss: 3.3269 | LR: 4.86e-04 | 1319.7ms/step | 15.2 samples/s +Step 5420/44000 | Loss: 3.3067 | LR: 4.86e-04 | 1317.1ms/step | 15.2 samples/s +Step 5430/44000 | Loss: 3.3002 | LR: 4.86e-04 | 1318.9ms/step | 15.2 samples/s +Step 5440/44000 | Loss: 3.3056 | LR: 4.86e-04 | 1319.8ms/step | 15.2 samples/s +Step 5450/44000 | Loss: 3.2993 | LR: 4.86e-04 | 1317.2ms/step | 15.2 samples/s +Step 5460/44000 | Loss: 3.2767 | LR: 4.86e-04 | 1319.9ms/step | 15.2 samples/s +Step 5470/44000 | Loss: 3.2788 | LR: 4.85e-04 | 1319.4ms/step | 15.2 samples/s +Step 5480/44000 | Loss: 3.3000 | LR: 4.85e-04 | 1320.4ms/step | 15.1 samples/s +Step 5490/44000 | Loss: 3.3058 | LR: 4.85e-04 | 1319.6ms/step | 15.2 samples/s +Step 5500/44000 | Loss: 3.3193 | LR: 4.85e-04 | 1320.8ms/step | 15.1 samples/s +Validation at step 5500: Loss = 3.3095, Perplexity = 27.37 +Step 5510/44000 | Loss: 3.3223 | LR: 4.85e-04 | 3529.3ms/step | 5.7 samples/s +Step 5520/44000 | Loss: 3.2870 | LR: 4.85e-04 | 1321.4ms/step | 15.1 samples/s +Step 5530/44000 | Loss: 3.3421 | LR: 4.85e-04 | 1318.8ms/step | 15.2 samples/s +Step 5540/44000 | Loss: 3.2939 | LR: 4.85e-04 | 1318.7ms/step | 15.2 samples/s +Step 5550/44000 | Loss: 3.3009 | LR: 4.85e-04 | 1318.2ms/step | 15.2 samples/s +Step 5560/44000 | Loss: 3.2779 | LR: 4.85e-04 | 1316.0ms/step | 15.2 samples/s +Step 5570/44000 | Loss: 3.3045 | LR: 4.85e-04 | 1318.6ms/step | 15.2 samples/s +Step 5580/44000 | Loss: 3.3010 | LR: 4.85e-04 | 1319.6ms/step | 15.2 samples/s +Step 5590/44000 | Loss: 3.2760 | LR: 4.85e-04 | 1320.3ms/step | 15.1 samples/s +Step 5600/44000 | Loss: 3.3280 | LR: 4.85e-04 | 1320.3ms/step | 15.1 samples/s +Step 5610/44000 | Loss: 3.2827 | LR: 4.85e-04 | 1319.1ms/step | 15.2 samples/s +Step 5620/44000 | Loss: 3.3122 | LR: 4.85e-04 | 1316.0ms/step | 15.2 samples/s +Step 5630/44000 | Loss: 3.2680 | LR: 4.84e-04 | 1314.8ms/step | 15.2 samples/s +Step 5640/44000 | Loss: 3.3052 | LR: 4.84e-04 | 1314.4ms/step | 15.2 samples/s +Step 5650/44000 | Loss: 3.2862 | LR: 4.84e-04 | 1314.8ms/step | 15.2 samples/s +Step 5660/44000 | Loss: 3.2825 | LR: 4.84e-04 | 1316.8ms/step | 15.2 samples/s +Step 5670/44000 | Loss: 3.2927 | LR: 4.84e-04 | 1316.2ms/step | 15.2 samples/s +Step 5680/44000 | Loss: 3.3213 | LR: 4.84e-04 | 1316.4ms/step | 15.2 samples/s +Step 5690/44000 | Loss: 3.2881 | LR: 4.84e-04 | 1318.7ms/step | 15.2 samples/s +Step 5700/44000 | Loss: 3.2989 | LR: 4.84e-04 | 1318.6ms/step | 15.2 samples/s +Step 5710/44000 | Loss: 3.3009 | LR: 4.84e-04 | 1316.4ms/step | 15.2 samples/s +Step 5720/44000 | Loss: 3.3036 | LR: 4.84e-04 | 1317.3ms/step | 15.2 samples/s +Step 5730/44000 | Loss: 3.3214 | LR: 4.84e-04 | 1319.2ms/step | 15.2 samples/s +Step 5740/44000 | Loss: 3.2994 | LR: 4.84e-04 | 1321.5ms/step | 15.1 samples/s +Step 5750/44000 | Loss: 3.2814 | LR: 4.84e-04 | 1318.4ms/step | 15.2 samples/s +Validation at step 5750: Loss = 3.2951, Perplexity = 26.98 +Step 5760/44000 | Loss: 3.2977 | LR: 4.84e-04 | 3534.2ms/step | 5.7 samples/s +Step 5770/44000 | Loss: 3.3053 | LR: 4.84e-04 | 1318.6ms/step | 15.2 samples/s +Step 5780/44000 | Loss: 3.3226 | LR: 4.83e-04 | 1317.9ms/step | 15.2 samples/s +Step 5790/44000 | Loss: 3.2803 | LR: 4.83e-04 | 1319.5ms/step | 15.2 samples/s +Step 5800/44000 | Loss: 3.2980 | LR: 4.83e-04 | 1320.7ms/step | 15.1 samples/s +Step 5810/44000 | Loss: 3.2770 | LR: 4.83e-04 | 1320.9ms/step | 15.1 samples/s +Step 5820/44000 | Loss: 3.2591 | LR: 4.83e-04 | 1318.6ms/step | 15.2 samples/s +Step 5830/44000 | Loss: 3.2668 | LR: 4.83e-04 | 1320.4ms/step | 15.1 samples/s +Step 5840/44000 | Loss: 3.2679 | LR: 4.83e-04 | 1320.1ms/step | 15.1 samples/s +Step 5850/44000 | Loss: 3.2838 | LR: 4.83e-04 | 1317.5ms/step | 15.2 samples/s +Step 5860/44000 | Loss: 3.3016 | LR: 4.83e-04 | 1318.3ms/step | 15.2 samples/s +Step 5870/44000 | Loss: 3.2836 | LR: 4.83e-04 | 1317.0ms/step | 15.2 samples/s +Step 5880/44000 | Loss: 3.2727 | LR: 4.83e-04 | 1321.0ms/step | 15.1 samples/s +Step 5890/44000 | Loss: 3.2968 | LR: 4.83e-04 | 1319.0ms/step | 15.2 samples/s +Step 5900/44000 | Loss: 3.2829 | LR: 4.83e-04 | 1318.3ms/step | 15.2 samples/s +Step 5910/44000 | Loss: 3.2773 | LR: 4.83e-04 | 1320.2ms/step | 15.1 samples/s +Step 5920/44000 | Loss: 3.3217 | LR: 4.83e-04 | 1319.4ms/step | 15.2 samples/s +Step 5930/44000 | Loss: 3.2819 | LR: 4.83e-04 | 1323.5ms/step | 15.1 samples/s +Step 5940/44000 | Loss: 3.2705 | LR: 4.82e-04 | 1319.4ms/step | 15.2 samples/s +Step 5950/44000 | Loss: 3.2905 | LR: 4.82e-04 | 1317.5ms/step | 15.2 samples/s +Step 5960/44000 | Loss: 3.2670 | LR: 4.82e-04 | 1319.3ms/step | 15.2 samples/s +Step 5970/44000 | Loss: 3.2875 | LR: 4.82e-04 | 1318.1ms/step | 15.2 samples/s +Step 5980/44000 | Loss: 3.2802 | LR: 4.82e-04 | 1320.5ms/step | 15.1 samples/s +Step 5990/44000 | Loss: 3.2804 | LR: 4.82e-04 | 1319.5ms/step | 15.2 samples/s +Step 6000/44000 | Loss: 3.2613 | LR: 4.82e-04 | 1319.3ms/step | 15.2 samples/s +Validation at step 6000: Loss = 3.2833, Perplexity = 26.66 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-6000 +Step 6010/44000 | Loss: 3.2535 | LR: 4.82e-04 | 3856.9ms/step | 5.2 samples/s +Step 6020/44000 | Loss: 3.2922 | LR: 4.82e-04 | 1318.8ms/step | 15.2 samples/s +Step 6030/44000 | Loss: 3.2748 | LR: 4.82e-04 | 1317.8ms/step | 15.2 samples/s +Step 6040/44000 | Loss: 3.2903 | LR: 4.82e-04 | 1319.7ms/step | 15.2 samples/s +Step 6050/44000 | Loss: 3.2844 | LR: 4.82e-04 | 1316.5ms/step | 15.2 samples/s +Step 6060/44000 | Loss: 3.2949 | LR: 4.82e-04 | 1321.2ms/step | 15.1 samples/s +Step 6070/44000 | Loss: 3.2914 | LR: 4.82e-04 | 1320.8ms/step | 15.1 samples/s +Step 6080/44000 | Loss: 3.2894 | LR: 4.81e-04 | 1322.1ms/step | 15.1 samples/s +Step 6090/44000 | Loss: 3.2967 | LR: 4.81e-04 | 1323.4ms/step | 15.1 samples/s +Step 6100/44000 | Loss: 3.2860 | LR: 4.81e-04 | 1319.5ms/step | 15.2 samples/s +Step 6110/44000 | Loss: 3.2852 | LR: 4.81e-04 | 1320.6ms/step | 15.1 samples/s +Step 6120/44000 | Loss: 3.2852 | LR: 4.81e-04 | 1318.3ms/step | 15.2 samples/s +Step 6130/44000 | Loss: 3.3163 | LR: 4.81e-04 | 1321.5ms/step | 15.1 samples/s +Step 6140/44000 | Loss: 3.2881 | LR: 4.81e-04 | 1320.3ms/step | 15.1 samples/s +Step 6150/44000 | Loss: 3.2568 | LR: 4.81e-04 | 1320.4ms/step | 15.1 samples/s +Step 6160/44000 | Loss: 3.2662 | LR: 4.81e-04 | 1318.2ms/step | 15.2 samples/s +Step 6170/44000 | Loss: 3.2419 | LR: 4.81e-04 | 1320.1ms/step | 15.2 samples/s +Step 6180/44000 | Loss: 3.2763 | LR: 4.81e-04 | 1320.0ms/step | 15.2 samples/s +Step 6190/44000 | Loss: 3.2710 | LR: 4.81e-04 | 1319.0ms/step | 15.2 samples/s +Step 6200/44000 | Loss: 3.2989 | LR: 4.81e-04 | 1318.5ms/step | 15.2 samples/s +Step 6210/44000 | Loss: 3.2841 | LR: 4.81e-04 | 1320.6ms/step | 15.1 samples/s +Step 6220/44000 | Loss: 3.2713 | LR: 4.81e-04 | 1317.5ms/step | 15.2 samples/s +Step 6230/44000 | Loss: 3.2451 | LR: 4.80e-04 | 1321.1ms/step | 15.1 samples/s +Step 6240/44000 | Loss: 3.2783 | LR: 4.80e-04 | 1318.7ms/step | 15.2 samples/s +Step 6250/44000 | Loss: 3.2376 | LR: 4.80e-04 | 1319.2ms/step | 15.2 samples/s +Validation at step 6250: Loss = 3.2735, Perplexity = 26.40 +Step 6260/44000 | Loss: 3.2619 | LR: 4.80e-04 | 3528.1ms/step | 5.7 samples/s +Step 6270/44000 | Loss: 3.2542 | LR: 4.80e-04 | 1321.0ms/step | 15.1 samples/s +Step 6280/44000 | Loss: 3.2471 | LR: 4.80e-04 | 1320.4ms/step | 15.1 samples/s +Step 6290/44000 | Loss: 3.2582 | LR: 4.80e-04 | 1316.2ms/step | 15.2 samples/s +Step 6300/44000 | Loss: 3.2627 | LR: 4.80e-04 | 1320.3ms/step | 15.1 samples/s +Step 6310/44000 | Loss: 3.2743 | LR: 4.80e-04 | 1320.9ms/step | 15.1 samples/s +Step 6320/44000 | Loss: 3.3249 | LR: 4.80e-04 | 1318.7ms/step | 15.2 samples/s +Step 6330/44000 | Loss: 3.2828 | LR: 4.80e-04 | 1316.2ms/step | 15.2 samples/s +Step 6340/44000 | Loss: 3.2605 | LR: 4.80e-04 | 1321.4ms/step | 15.1 samples/s +Step 6350/44000 | Loss: 3.2740 | LR: 4.80e-04 | 1318.7ms/step | 15.2 samples/s +Step 6360/44000 | Loss: 3.2390 | LR: 4.80e-04 | 1319.4ms/step | 15.2 samples/s +Step 6370/44000 | Loss: 3.2610 | LR: 4.79e-04 | 1320.3ms/step | 15.1 samples/s +Step 6380/44000 | Loss: 3.2544 | LR: 4.79e-04 | 1320.1ms/step | 15.2 samples/s +Step 6390/44000 | Loss: 3.2827 | LR: 4.79e-04 | 1321.2ms/step | 15.1 samples/s +Step 6400/44000 | Loss: 3.2665 | LR: 4.79e-04 | 1317.9ms/step | 15.2 samples/s +Step 6410/44000 | Loss: 3.2582 | LR: 4.79e-04 | 1319.3ms/step | 15.2 samples/s +Step 6420/44000 | Loss: 3.2709 | LR: 4.79e-04 | 1325.9ms/step | 15.1 samples/s +Step 6430/44000 | Loss: 3.2497 | LR: 4.79e-04 | 1317.8ms/step | 15.2 samples/s +Step 6440/44000 | Loss: 3.2393 | LR: 4.79e-04 | 1318.3ms/step | 15.2 samples/s +Step 6450/44000 | Loss: 3.2837 | LR: 4.79e-04 | 1320.8ms/step | 15.1 samples/s +Step 6460/44000 | Loss: 3.2928 | LR: 4.79e-04 | 1319.5ms/step | 15.2 samples/s +Step 6470/44000 | Loss: 3.2115 | LR: 4.79e-04 | 1318.7ms/step | 15.2 samples/s +Step 6480/44000 | Loss: 3.2804 | LR: 4.79e-04 | 1318.8ms/step | 15.2 samples/s +Step 6490/44000 | Loss: 3.2391 | LR: 4.79e-04 | 1318.4ms/step | 15.2 samples/s +Step 6500/44000 | Loss: 3.2663 | LR: 4.79e-04 | 1317.6ms/step | 15.2 samples/s +Validation at step 6500: Loss = 3.2616, Perplexity = 26.09 +Step 6510/44000 | Loss: 3.2913 | LR: 4.78e-04 | 3525.2ms/step | 5.7 samples/s +Step 6520/44000 | Loss: 3.2715 | LR: 4.78e-04 | 1320.8ms/step | 15.1 samples/s +Step 6530/44000 | Loss: 3.2820 | LR: 4.78e-04 | 1319.8ms/step | 15.2 samples/s +Step 6540/44000 | Loss: 3.2514 | LR: 4.78e-04 | 1319.2ms/step | 15.2 samples/s +Step 6550/44000 | Loss: 3.2356 | LR: 4.78e-04 | 1321.2ms/step | 15.1 samples/s +Step 6560/44000 | Loss: 3.2669 | LR: 4.78e-04 | 1320.1ms/step | 15.2 samples/s +Step 6570/44000 | Loss: 3.2656 | LR: 4.78e-04 | 1319.4ms/step | 15.2 samples/s +Step 6580/44000 | Loss: 3.2714 | LR: 4.78e-04 | 1319.4ms/step | 15.2 samples/s +Step 6590/44000 | Loss: 3.2619 | LR: 4.78e-04 | 1320.6ms/step | 15.1 samples/s +Step 6600/44000 | Loss: 3.2850 | LR: 4.78e-04 | 1317.8ms/step | 15.2 samples/s +Step 6610/44000 | Loss: 3.2460 | LR: 4.78e-04 | 1319.8ms/step | 15.2 samples/s +Step 6620/44000 | Loss: 3.2767 | LR: 4.78e-04 | 1318.9ms/step | 15.2 samples/s +Step 6630/44000 | Loss: 3.2362 | LR: 4.78e-04 | 1320.9ms/step | 15.1 samples/s +Step 6640/44000 | Loss: 3.2801 | LR: 4.77e-04 | 1320.0ms/step | 15.2 samples/s +Step 6650/44000 | Loss: 3.2444 | LR: 4.77e-04 | 1315.6ms/step | 15.2 samples/s +Step 6660/44000 | Loss: 3.2422 | LR: 4.77e-04 | 1317.0ms/step | 15.2 samples/s +Step 6670/44000 | Loss: 3.2659 | LR: 4.77e-04 | 1318.4ms/step | 15.2 samples/s +Step 6680/44000 | Loss: 3.2201 | LR: 4.77e-04 | 1320.0ms/step | 15.2 samples/s +Step 6690/44000 | Loss: 3.2720 | LR: 4.77e-04 | 1320.9ms/step | 15.1 samples/s +Step 6700/44000 | Loss: 3.2626 | LR: 4.77e-04 | 1318.8ms/step | 15.2 samples/s +Step 6710/44000 | Loss: 3.2443 | LR: 4.77e-04 | 1319.6ms/step | 15.2 samples/s +Step 6720/44000 | Loss: 3.2098 | LR: 4.77e-04 | 1318.4ms/step | 15.2 samples/s +Step 6730/44000 | Loss: 3.2269 | LR: 4.77e-04 | 1317.2ms/step | 15.2 samples/s +Step 6740/44000 | Loss: 3.2402 | LR: 4.77e-04 | 1319.0ms/step | 15.2 samples/s +Step 6750/44000 | Loss: 3.2397 | LR: 4.77e-04 | 1316.9ms/step | 15.2 samples/s +Validation at step 6750: Loss = 3.2517, Perplexity = 25.83 +Step 6760/44000 | Loss: 3.2655 | LR: 4.77e-04 | 3531.9ms/step | 5.7 samples/s +Step 6770/44000 | Loss: 3.2416 | LR: 4.76e-04 | 1315.7ms/step | 15.2 samples/s +Step 6780/44000 | Loss: 3.2462 | LR: 4.76e-04 | 1315.9ms/step | 15.2 samples/s +Step 6790/44000 | Loss: 3.2396 | LR: 4.76e-04 | 1317.5ms/step | 15.2 samples/s +Step 6800/44000 | Loss: 3.2838 | LR: 4.76e-04 | 1319.1ms/step | 15.2 samples/s +Step 6810/44000 | Loss: 3.2003 | LR: 4.76e-04 | 1318.6ms/step | 15.2 samples/s +Step 6820/44000 | Loss: 3.2550 | LR: 4.76e-04 | 1319.2ms/step | 15.2 samples/s +Step 6830/44000 | Loss: 3.2514 | LR: 4.76e-04 | 1320.0ms/step | 15.2 samples/s +Step 6840/44000 | Loss: 3.2551 | LR: 4.76e-04 | 1319.8ms/step | 15.2 samples/s +Step 6850/44000 | Loss: 3.2295 | LR: 4.76e-04 | 1319.8ms/step | 15.2 samples/s +Step 6860/44000 | Loss: 3.2182 | LR: 4.76e-04 | 1320.2ms/step | 15.1 samples/s +Step 6870/44000 | Loss: 3.2664 | LR: 4.76e-04 | 1318.0ms/step | 15.2 samples/s +Step 6880/44000 | Loss: 3.2681 | LR: 4.76e-04 | 1318.6ms/step | 15.2 samples/s +Step 6890/44000 | Loss: 3.2367 | LR: 4.76e-04 | 1319.2ms/step | 15.2 samples/s +Step 6900/44000 | Loss: 3.2530 | LR: 4.75e-04 | 1317.9ms/step | 15.2 samples/s +Step 6910/44000 | Loss: 3.2378 | LR: 4.75e-04 | 1318.8ms/step | 15.2 samples/s +Step 6920/44000 | Loss: 3.2755 | LR: 4.75e-04 | 1317.2ms/step | 15.2 samples/s +Step 6930/44000 | Loss: 3.2383 | LR: 4.75e-04 | 1320.7ms/step | 15.1 samples/s +Step 6940/44000 | Loss: 3.2415 | LR: 4.75e-04 | 1320.2ms/step | 15.1 samples/s +Step 6950/44000 | Loss: 3.2378 | LR: 4.75e-04 | 1322.7ms/step | 15.1 samples/s +Step 6960/44000 | Loss: 3.2385 | LR: 4.75e-04 | 1319.4ms/step | 15.2 samples/s +Step 6970/44000 | Loss: 3.2360 | LR: 4.75e-04 | 1316.6ms/step | 15.2 samples/s +Step 6980/44000 | Loss: 3.2210 | LR: 4.75e-04 | 1317.9ms/step | 15.2 samples/s +Step 6990/44000 | Loss: 3.2291 | LR: 4.75e-04 | 1318.5ms/step | 15.2 samples/s +Step 7000/44000 | Loss: 3.2544 | LR: 4.75e-04 | 1318.9ms/step | 15.2 samples/s +Validation at step 7000: Loss = 3.2422, Perplexity = 25.59 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-7000 +Step 7010/44000 | Loss: 3.2606 | LR: 4.75e-04 | 3847.0ms/step | 5.2 samples/s +Step 7020/44000 | Loss: 3.2334 | LR: 4.75e-04 | 1322.1ms/step | 15.1 samples/s +Step 7030/44000 | Loss: 3.2223 | LR: 4.74e-04 | 1320.6ms/step | 15.1 samples/s +Step 7040/44000 | Loss: 3.2195 | LR: 4.74e-04 | 1318.9ms/step | 15.2 samples/s +Step 7050/44000 | Loss: 3.2239 | LR: 4.74e-04 | 1319.9ms/step | 15.2 samples/s +Step 7060/44000 | Loss: 3.2471 | LR: 4.74e-04 | 1318.2ms/step | 15.2 samples/s +Step 7070/44000 | Loss: 3.2365 | LR: 4.74e-04 | 1319.6ms/step | 15.2 samples/s +Step 7080/44000 | Loss: 3.2245 | LR: 4.74e-04 | 1315.1ms/step | 15.2 samples/s +Step 7090/44000 | Loss: 3.2388 | LR: 4.74e-04 | 1318.5ms/step | 15.2 samples/s +Step 7100/44000 | Loss: 3.2238 | LR: 4.74e-04 | 1320.1ms/step | 15.2 samples/s +Step 7110/44000 | Loss: 3.2517 | LR: 4.74e-04 | 1319.2ms/step | 15.2 samples/s +Step 7120/44000 | Loss: 3.2294 | LR: 4.74e-04 | 1319.6ms/step | 15.2 samples/s +Step 7130/44000 | Loss: 3.2577 | LR: 4.74e-04 | 1318.4ms/step | 15.2 samples/s +Step 7140/44000 | Loss: 3.2266 | LR: 4.74e-04 | 1319.8ms/step | 15.2 samples/s +Step 7150/44000 | Loss: 3.2534 | LR: 4.73e-04 | 1322.0ms/step | 15.1 samples/s +Step 7160/44000 | Loss: 3.2434 | LR: 4.73e-04 | 1320.8ms/step | 15.1 samples/s +Step 7170/44000 | Loss: 3.2290 | LR: 4.73e-04 | 1317.9ms/step | 15.2 samples/s +Step 7180/44000 | Loss: 3.2575 | LR: 4.73e-04 | 1319.1ms/step | 15.2 samples/s +Step 7190/44000 | Loss: 3.2187 | LR: 4.73e-04 | 1319.7ms/step | 15.2 samples/s +Step 7200/44000 | Loss: 3.2363 | LR: 4.73e-04 | 1320.0ms/step | 15.2 samples/s +Step 7210/44000 | Loss: 3.1811 | LR: 4.73e-04 | 1317.2ms/step | 15.2 samples/s +Step 7220/44000 | Loss: 3.2258 | LR: 4.73e-04 | 1318.0ms/step | 15.2 samples/s +Step 7230/44000 | Loss: 3.2231 | LR: 4.73e-04 | 1321.4ms/step | 15.1 samples/s +Step 7240/44000 | Loss: 3.2158 | LR: 4.73e-04 | 1319.5ms/step | 15.2 samples/s +Step 7250/44000 | Loss: 3.2092 | LR: 4.73e-04 | 1320.6ms/step | 15.1 samples/s +Validation at step 7250: Loss = 3.2356, Perplexity = 25.42 +Step 7260/44000 | Loss: 3.2185 | LR: 4.73e-04 | 3535.7ms/step | 5.7 samples/s +Step 7270/44000 | Loss: 3.2473 | LR: 4.72e-04 | 1317.1ms/step | 15.2 samples/s +Step 7280/44000 | Loss: 3.2893 | LR: 4.72e-04 | 1320.4ms/step | 15.1 samples/s +Step 7290/44000 | Loss: 3.2115 | LR: 4.72e-04 | 1318.8ms/step | 15.2 samples/s +Step 7300/44000 | Loss: 3.2365 | LR: 4.72e-04 | 1320.1ms/step | 15.2 samples/s +Step 7310/44000 | Loss: 3.2171 | LR: 4.72e-04 | 1319.9ms/step | 15.2 samples/s +Step 7320/44000 | Loss: 3.2247 | LR: 4.72e-04 | 1317.7ms/step | 15.2 samples/s +Step 7330/44000 | Loss: 3.2399 | LR: 4.72e-04 | 1316.6ms/step | 15.2 samples/s +Step 7340/44000 | Loss: 3.2198 | LR: 4.72e-04 | 1319.9ms/step | 15.2 samples/s +Step 7350/44000 | Loss: 3.2364 | LR: 4.72e-04 | 1318.9ms/step | 15.2 samples/s +Step 7360/44000 | Loss: 3.2197 | LR: 4.72e-04 | 1318.0ms/step | 15.2 samples/s +Step 7370/44000 | Loss: 3.2285 | LR: 4.72e-04 | 1319.5ms/step | 15.2 samples/s +Step 7380/44000 | Loss: 3.2170 | LR: 4.72e-04 | 1318.7ms/step | 15.2 samples/s +Step 7390/44000 | Loss: 3.1937 | LR: 4.71e-04 | 1320.1ms/step | 15.2 samples/s +Step 7400/44000 | Loss: 3.2155 | LR: 4.71e-04 | 1320.2ms/step | 15.1 samples/s +Step 7410/44000 | Loss: 3.2236 | LR: 4.71e-04 | 1319.7ms/step | 15.2 samples/s +Step 7420/44000 | Loss: 3.2377 | LR: 4.71e-04 | 1317.0ms/step | 15.2 samples/s +Step 7430/44000 | Loss: 3.2393 | LR: 4.71e-04 | 1324.6ms/step | 15.1 samples/s +Step 7440/44000 | Loss: 3.2347 | LR: 4.71e-04 | 1318.4ms/step | 15.2 samples/s +Step 7450/44000 | Loss: 3.2015 | LR: 4.71e-04 | 1318.9ms/step | 15.2 samples/s +Step 7460/44000 | Loss: 3.2117 | LR: 4.71e-04 | 1316.7ms/step | 15.2 samples/s +Step 7470/44000 | Loss: 3.2473 | LR: 4.71e-04 | 1317.7ms/step | 15.2 samples/s +Step 7480/44000 | Loss: 3.2221 | LR: 4.71e-04 | 1319.8ms/step | 15.2 samples/s +Step 7490/44000 | Loss: 3.2345 | LR: 4.71e-04 | 1317.4ms/step | 15.2 samples/s +Step 7500/44000 | Loss: 3.2501 | LR: 4.71e-04 | 1317.9ms/step | 15.2 samples/s +Validation at step 7500: Loss = 3.2252, Perplexity = 25.16 +Step 7510/44000 | Loss: 3.2371 | LR: 4.70e-04 | 3534.0ms/step | 5.7 samples/s +Step 7520/44000 | Loss: 3.2173 | LR: 4.70e-04 | 1319.9ms/step | 15.2 samples/s +Step 7530/44000 | Loss: 3.2495 | LR: 4.70e-04 | 1316.7ms/step | 15.2 samples/s +Step 7540/44000 | Loss: 3.2013 | LR: 4.70e-04 | 1318.9ms/step | 15.2 samples/s +Step 7550/44000 | Loss: 3.1973 | LR: 4.70e-04 | 1318.1ms/step | 15.2 samples/s +Step 7560/44000 | Loss: 3.2028 | LR: 4.70e-04 | 1320.6ms/step | 15.1 samples/s +Step 7570/44000 | Loss: 3.2076 | LR: 4.70e-04 | 1319.4ms/step | 15.2 samples/s +Step 7580/44000 | Loss: 3.2345 | LR: 4.70e-04 | 1319.4ms/step | 15.2 samples/s +Step 7590/44000 | Loss: 3.2570 | LR: 4.70e-04 | 1318.4ms/step | 15.2 samples/s +Step 7600/44000 | Loss: 3.2037 | LR: 4.70e-04 | 1318.2ms/step | 15.2 samples/s +Step 7610/44000 | Loss: 3.1917 | LR: 4.70e-04 | 1317.7ms/step | 15.2 samples/s +Step 7620/44000 | Loss: 3.2002 | LR: 4.70e-04 | 1319.1ms/step | 15.2 samples/s +Step 7630/44000 | Loss: 3.2164 | LR: 4.69e-04 | 1319.6ms/step | 15.2 samples/s +Step 7640/44000 | Loss: 3.2379 | LR: 4.69e-04 | 1318.9ms/step | 15.2 samples/s +Step 7650/44000 | Loss: 3.2266 | LR: 4.69e-04 | 1319.3ms/step | 15.2 samples/s +Step 7660/44000 | Loss: 3.1843 | LR: 4.69e-04 | 1318.0ms/step | 15.2 samples/s +Step 7670/44000 | Loss: 3.2253 | LR: 4.69e-04 | 1319.0ms/step | 15.2 samples/s +Step 7680/44000 | Loss: 3.2412 | LR: 4.69e-04 | 1317.4ms/step | 15.2 samples/s +Step 7690/44000 | Loss: 3.2150 | LR: 4.69e-04 | 1318.8ms/step | 15.2 samples/s +Step 7700/44000 | Loss: 3.2059 | LR: 4.69e-04 | 1317.9ms/step | 15.2 samples/s +Step 7710/44000 | Loss: 3.2222 | LR: 4.69e-04 | 1317.7ms/step | 15.2 samples/s +Step 7720/44000 | Loss: 3.2227 | LR: 4.69e-04 | 1318.5ms/step | 15.2 samples/s +Step 7730/44000 | Loss: 3.1896 | LR: 4.69e-04 | 1316.5ms/step | 15.2 samples/s +Step 7740/44000 | Loss: 3.2382 | LR: 4.68e-04 | 1317.5ms/step | 15.2 samples/s +Step 7750/44000 | Loss: 3.2461 | LR: 4.68e-04 | 1318.9ms/step | 15.2 samples/s +Validation at step 7750: Loss = 3.2169, Perplexity = 24.95 +Step 7760/44000 | Loss: 3.2128 | LR: 4.68e-04 | 3529.7ms/step | 5.7 samples/s +Step 7770/44000 | Loss: 3.2170 | LR: 4.68e-04 | 1319.8ms/step | 15.2 samples/s +Step 7780/44000 | Loss: 3.2403 | LR: 4.68e-04 | 1319.4ms/step | 15.2 samples/s +Step 7790/44000 | Loss: 3.1848 | LR: 4.68e-04 | 1319.7ms/step | 15.2 samples/s +Step 7800/44000 | Loss: 3.2363 | LR: 4.68e-04 | 1321.6ms/step | 15.1 samples/s +Step 7810/44000 | Loss: 3.2098 | LR: 4.68e-04 | 1320.8ms/step | 15.1 samples/s +Step 7820/44000 | Loss: 3.2515 | LR: 4.68e-04 | 1324.6ms/step | 15.1 samples/s +Step 7830/44000 | Loss: 3.2456 | LR: 4.68e-04 | 1321.2ms/step | 15.1 samples/s +Step 7840/44000 | Loss: 3.2134 | LR: 4.68e-04 | 1317.8ms/step | 15.2 samples/s +Step 7850/44000 | Loss: 3.2170 | LR: 4.67e-04 | 1322.3ms/step | 15.1 samples/s +Step 7860/44000 | Loss: 3.1877 | LR: 4.67e-04 | 1318.0ms/step | 15.2 samples/s +Step 7870/44000 | Loss: 3.2186 | LR: 4.67e-04 | 1318.3ms/step | 15.2 samples/s +Step 7880/44000 | Loss: 3.2159 | LR: 4.67e-04 | 1318.7ms/step | 15.2 samples/s +Step 7890/44000 | Loss: 3.2276 | LR: 4.67e-04 | 1322.4ms/step | 15.1 samples/s +Step 7900/44000 | Loss: 3.2244 | LR: 4.67e-04 | 1320.1ms/step | 15.2 samples/s +Step 7910/44000 | Loss: 3.2175 | LR: 4.67e-04 | 1318.6ms/step | 15.2 samples/s +Step 7920/44000 | Loss: 3.2066 | LR: 4.67e-04 | 1319.6ms/step | 15.2 samples/s +Step 7930/44000 | Loss: 3.1917 | LR: 4.67e-04 | 1320.8ms/step | 15.1 samples/s +Step 7940/44000 | Loss: 3.2410 | LR: 4.67e-04 | 1321.2ms/step | 15.1 samples/s +Step 7950/44000 | Loss: 3.2081 | LR: 4.67e-04 | 1320.7ms/step | 15.1 samples/s +Step 7960/44000 | Loss: 3.2121 | LR: 4.66e-04 | 1317.6ms/step | 15.2 samples/s +Step 7970/44000 | Loss: 3.2069 | LR: 4.66e-04 | 1320.2ms/step | 15.1 samples/s +Step 7980/44000 | Loss: 3.1881 | LR: 4.66e-04 | 1321.2ms/step | 15.1 samples/s +Step 7990/44000 | Loss: 3.2018 | LR: 4.66e-04 | 1322.1ms/step | 15.1 samples/s +Step 8000/44000 | Loss: 3.2526 | LR: 4.66e-04 | 1316.7ms/step | 15.2 samples/s +Validation at step 8000: Loss = 3.2092, Perplexity = 24.76 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-8000 +Step 8010/44000 | Loss: 3.1945 | LR: 4.66e-04 | 3860.3ms/step | 5.2 samples/s +Step 8020/44000 | Loss: 3.2096 | LR: 4.66e-04 | 1317.0ms/step | 15.2 samples/s +Step 8030/44000 | Loss: 3.2185 | LR: 4.66e-04 | 1314.6ms/step | 15.2 samples/s +Step 8040/44000 | Loss: 3.1704 | LR: 4.66e-04 | 1317.0ms/step | 15.2 samples/s +Step 8050/44000 | Loss: 3.2036 | LR: 4.66e-04 | 1317.0ms/step | 15.2 samples/s +Step 8060/44000 | Loss: 3.1823 | LR: 4.66e-04 | 1320.8ms/step | 15.1 samples/s +Step 8070/44000 | Loss: 3.2005 | LR: 4.65e-04 | 1316.7ms/step | 15.2 samples/s +Step 8080/44000 | Loss: 3.2182 | LR: 4.65e-04 | 1318.6ms/step | 15.2 samples/s +Step 8090/44000 | Loss: 3.1795 | LR: 4.65e-04 | 1317.8ms/step | 15.2 samples/s +Step 8100/44000 | Loss: 3.2110 | LR: 4.65e-04 | 1319.8ms/step | 15.2 samples/s +Step 8110/44000 | Loss: 3.1982 | LR: 4.65e-04 | 1320.9ms/step | 15.1 samples/s +Step 8120/44000 | Loss: 3.2013 | LR: 4.65e-04 | 1320.0ms/step | 15.2 samples/s +Step 8130/44000 | Loss: 3.1950 | LR: 4.65e-04 | 1319.0ms/step | 15.2 samples/s +Step 8140/44000 | Loss: 3.1974 | LR: 4.65e-04 | 1317.4ms/step | 15.2 samples/s +Step 8150/44000 | Loss: 3.2324 | LR: 4.65e-04 | 1319.5ms/step | 15.2 samples/s +Step 8160/44000 | Loss: 3.1825 | LR: 4.65e-04 | 1318.6ms/step | 15.2 samples/s +Step 8170/44000 | Loss: 3.1916 | LR: 4.65e-04 | 1319.8ms/step | 15.2 samples/s +Step 8180/44000 | Loss: 3.1942 | LR: 4.64e-04 | 1318.5ms/step | 15.2 samples/s +Step 8190/44000 | Loss: 3.2083 | LR: 4.64e-04 | 1316.5ms/step | 15.2 samples/s +Step 8200/44000 | Loss: 3.2304 | LR: 4.64e-04 | 1317.7ms/step | 15.2 samples/s +Step 8210/44000 | Loss: 3.1970 | LR: 4.64e-04 | 1319.3ms/step | 15.2 samples/s +Step 8220/44000 | Loss: 3.2533 | LR: 4.64e-04 | 1319.5ms/step | 15.2 samples/s +Step 8230/44000 | Loss: 3.1675 | LR: 4.64e-04 | 1318.4ms/step | 15.2 samples/s +Step 8240/44000 | Loss: 3.2149 | LR: 4.64e-04 | 1320.0ms/step | 15.2 samples/s +Step 8250/44000 | Loss: 3.2082 | LR: 4.64e-04 | 1319.8ms/step | 15.2 samples/s +Validation at step 8250: Loss = 3.2025, Perplexity = 24.59 +Step 8260/44000 | Loss: 3.2093 | LR: 4.64e-04 | 3538.9ms/step | 5.7 samples/s +Step 8270/44000 | Loss: 3.2080 | LR: 4.64e-04 | 1318.7ms/step | 15.2 samples/s +Step 8280/44000 | Loss: 3.1954 | LR: 4.64e-04 | 1319.3ms/step | 15.2 samples/s +Step 8290/44000 | Loss: 3.1938 | LR: 4.63e-04 | 1320.2ms/step | 15.1 samples/s +Step 8300/44000 | Loss: 3.1781 | LR: 4.63e-04 | 1320.3ms/step | 15.1 samples/s +Step 8310/44000 | Loss: 3.1952 | LR: 4.63e-04 | 1321.2ms/step | 15.1 samples/s +Step 8320/44000 | Loss: 3.1897 | LR: 4.63e-04 | 1321.6ms/step | 15.1 samples/s +Step 8330/44000 | Loss: 3.1788 | LR: 4.63e-04 | 1319.2ms/step | 15.2 samples/s +Step 8340/44000 | Loss: 3.1781 | LR: 4.63e-04 | 1319.1ms/step | 15.2 samples/s +Step 8350/44000 | Loss: 3.1701 | LR: 4.63e-04 | 1319.5ms/step | 15.2 samples/s +Step 8360/44000 | Loss: 3.1921 | LR: 4.63e-04 | 1318.8ms/step | 15.2 samples/s +Step 8370/44000 | Loss: 3.2036 | LR: 4.63e-04 | 1321.9ms/step | 15.1 samples/s +Step 8380/44000 | Loss: 3.1953 | LR: 4.63e-04 | 1321.1ms/step | 15.1 samples/s +Step 8390/44000 | Loss: 3.1778 | LR: 4.62e-04 | 1319.5ms/step | 15.2 samples/s +Step 8400/44000 | Loss: 3.1903 | LR: 4.62e-04 | 1319.7ms/step | 15.2 samples/s +Step 8410/44000 | Loss: 3.1851 | LR: 4.62e-04 | 1318.6ms/step | 15.2 samples/s +Step 8420/44000 | Loss: 3.1923 | LR: 4.62e-04 | 1319.4ms/step | 15.2 samples/s +Step 8430/44000 | Loss: 3.1939 | LR: 4.62e-04 | 1319.6ms/step | 15.2 samples/s +Step 8440/44000 | Loss: 3.1738 | LR: 4.62e-04 | 1321.2ms/step | 15.1 samples/s +Step 8450/44000 | Loss: 3.2463 | LR: 4.62e-04 | 1321.0ms/step | 15.1 samples/s +Step 8460/44000 | Loss: 3.2075 | LR: 4.62e-04 | 1324.2ms/step | 15.1 samples/s +Step 8470/44000 | Loss: 3.1803 | LR: 4.62e-04 | 1320.0ms/step | 15.2 samples/s +Step 8480/44000 | Loss: 3.1920 | LR: 4.62e-04 | 1318.8ms/step | 15.2 samples/s +Step 8490/44000 | Loss: 3.2181 | LR: 4.62e-04 | 1316.9ms/step | 15.2 samples/s +Step 8500/44000 | Loss: 3.2103 | LR: 4.61e-04 | 1318.1ms/step | 15.2 samples/s +Validation at step 8500: Loss = 3.1940, Perplexity = 24.39 +Step 8510/44000 | Loss: 3.1780 | LR: 4.61e-04 | 3532.5ms/step | 5.7 samples/s +Step 8520/44000 | Loss: 3.1933 | LR: 4.61e-04 | 1319.6ms/step | 15.2 samples/s +Step 8530/44000 | Loss: 3.1894 | LR: 4.61e-04 | 1318.4ms/step | 15.2 samples/s +Step 8540/44000 | Loss: 3.1690 | LR: 4.61e-04 | 1320.7ms/step | 15.1 samples/s +Step 8550/44000 | Loss: 3.1998 | LR: 4.61e-04 | 1317.5ms/step | 15.2 samples/s +Step 8560/44000 | Loss: 3.1703 | LR: 4.61e-04 | 1321.0ms/step | 15.1 samples/s +Step 8570/44000 | Loss: 3.2160 | LR: 4.61e-04 | 1319.0ms/step | 15.2 samples/s +Step 8580/44000 | Loss: 3.1512 | LR: 4.61e-04 | 1319.2ms/step | 15.2 samples/s +Step 8590/44000 | Loss: 3.1702 | LR: 4.61e-04 | 1318.3ms/step | 15.2 samples/s +Step 8600/44000 | Loss: 3.1736 | LR: 4.60e-04 | 1319.7ms/step | 15.2 samples/s +Step 8610/44000 | Loss: 3.1933 | LR: 4.60e-04 | 1319.3ms/step | 15.2 samples/s +Step 8620/44000 | Loss: 3.1643 | LR: 4.60e-04 | 1320.2ms/step | 15.1 samples/s +Step 8630/44000 | Loss: 3.1932 | LR: 4.60e-04 | 1321.8ms/step | 15.1 samples/s +Step 8640/44000 | Loss: 3.1951 | LR: 4.60e-04 | 1319.4ms/step | 15.2 samples/s +Step 8650/44000 | Loss: 3.1726 | LR: 4.60e-04 | 1321.4ms/step | 15.1 samples/s +Step 8660/44000 | Loss: 3.1968 | LR: 4.60e-04 | 1319.6ms/step | 15.2 samples/s +Step 8670/44000 | Loss: 3.1896 | LR: 4.60e-04 | 1320.6ms/step | 15.1 samples/s +Step 8680/44000 | Loss: 3.1823 | LR: 4.60e-04 | 1316.1ms/step | 15.2 samples/s +Step 8690/44000 | Loss: 3.1817 | LR: 4.60e-04 | 1318.3ms/step | 15.2 samples/s +Step 8700/44000 | Loss: 3.1499 | LR: 4.59e-04 | 1319.4ms/step | 15.2 samples/s +Step 8710/44000 | Loss: 3.1639 | LR: 4.59e-04 | 1319.5ms/step | 15.2 samples/s +Step 8720/44000 | Loss: 3.1573 | LR: 4.59e-04 | 1320.3ms/step | 15.1 samples/s +Step 8730/44000 | Loss: 3.1432 | LR: 4.59e-04 | 1320.6ms/step | 15.1 samples/s +Step 8740/44000 | Loss: 3.1939 | LR: 4.59e-04 | 1319.6ms/step | 15.2 samples/s +Step 8750/44000 | Loss: 3.1771 | LR: 4.59e-04 | 1319.8ms/step | 15.2 samples/s +Validation at step 8750: Loss = 3.1891, Perplexity = 24.27 +Step 8760/44000 | Loss: 3.1521 | LR: 4.59e-04 | 3529.8ms/step | 5.7 samples/s +Step 8770/44000 | Loss: 3.1759 | LR: 4.59e-04 | 1319.6ms/step | 15.2 samples/s +Step 8780/44000 | Loss: 3.1827 | LR: 4.59e-04 | 1321.6ms/step | 15.1 samples/s +Step 8790/44000 | Loss: 3.1765 | LR: 4.59e-04 | 1322.2ms/step | 15.1 samples/s +Step 8800/44000 | Loss: 3.1946 | LR: 4.58e-04 | 1321.8ms/step | 15.1 samples/s +Step 8810/44000 | Loss: 3.2075 | LR: 4.58e-04 | 1323.0ms/step | 15.1 samples/s +Step 8820/44000 | Loss: 3.1700 | LR: 4.58e-04 | 1324.2ms/step | 15.1 samples/s +Step 8830/44000 | Loss: 3.1626 | LR: 4.58e-04 | 1324.5ms/step | 15.1 samples/s +Step 8840/44000 | Loss: 3.1920 | LR: 4.58e-04 | 1321.1ms/step | 15.1 samples/s +Step 8850/44000 | Loss: 3.2220 | LR: 4.58e-04 | 1322.7ms/step | 15.1 samples/s +Step 8860/44000 | Loss: 3.1576 | LR: 4.58e-04 | 1321.1ms/step | 15.1 samples/s +Step 8870/44000 | Loss: 3.1778 | LR: 4.58e-04 | 1323.8ms/step | 15.1 samples/s +Step 8880/44000 | Loss: 3.1632 | LR: 4.58e-04 | 1319.8ms/step | 15.2 samples/s +Step 8890/44000 | Loss: 3.1785 | LR: 4.58e-04 | 1321.0ms/step | 15.1 samples/s +Step 8900/44000 | Loss: 3.1925 | LR: 4.57e-04 | 1319.5ms/step | 15.2 samples/s +Step 8910/44000 | Loss: 3.1877 | LR: 4.57e-04 | 1318.3ms/step | 15.2 samples/s +Step 8920/44000 | Loss: 3.1955 | LR: 4.57e-04 | 1319.6ms/step | 15.2 samples/s +Step 8930/44000 | Loss: 3.1527 | LR: 4.57e-04 | 1318.1ms/step | 15.2 samples/s +Step 8940/44000 | Loss: 3.1598 | LR: 4.57e-04 | 1319.5ms/step | 15.2 samples/s +Step 8950/44000 | Loss: 3.1528 | LR: 4.57e-04 | 1320.6ms/step | 15.1 samples/s +Step 8960/44000 | Loss: 3.1760 | LR: 4.57e-04 | 1319.2ms/step | 15.2 samples/s +Step 8970/44000 | Loss: 3.1839 | LR: 4.57e-04 | 1318.6ms/step | 15.2 samples/s +Step 8980/44000 | Loss: 3.1808 | LR: 4.57e-04 | 1321.2ms/step | 15.1 samples/s +Step 8990/44000 | Loss: 3.1665 | LR: 4.57e-04 | 1319.1ms/step | 15.2 samples/s +Step 9000/44000 | Loss: 3.1694 | LR: 4.56e-04 | 1320.5ms/step | 15.1 samples/s +Validation at step 9000: Loss = 3.1813, Perplexity = 24.08 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-9000 +Step 9010/44000 | Loss: 3.2059 | LR: 4.56e-04 | 3854.0ms/step | 5.2 samples/s +Step 9020/44000 | Loss: 3.1982 | LR: 4.56e-04 | 1320.0ms/step | 15.2 samples/s +Step 9030/44000 | Loss: 3.1853 | LR: 4.56e-04 | 1314.4ms/step | 15.2 samples/s +Step 9040/44000 | Loss: 3.1363 | LR: 4.56e-04 | 1318.7ms/step | 15.2 samples/s +Step 9050/44000 | Loss: 3.1458 | LR: 4.56e-04 | 1320.5ms/step | 15.1 samples/s +Step 9060/44000 | Loss: 3.1748 | LR: 4.56e-04 | 1320.1ms/step | 15.1 samples/s +Step 9070/44000 | Loss: 3.1886 | LR: 4.56e-04 | 1318.2ms/step | 15.2 samples/s +Step 9080/44000 | Loss: 3.1808 | LR: 4.56e-04 | 1319.2ms/step | 15.2 samples/s +Step 9090/44000 | Loss: 3.1813 | LR: 4.56e-04 | 1319.9ms/step | 15.2 samples/s +Step 9100/44000 | Loss: 3.1763 | LR: 4.55e-04 | 1319.0ms/step | 15.2 samples/s +Step 9110/44000 | Loss: 3.1676 | LR: 4.55e-04 | 1319.9ms/step | 15.2 samples/s +Step 9120/44000 | Loss: 3.1633 | LR: 4.55e-04 | 1319.9ms/step | 15.2 samples/s +Step 9130/44000 | Loss: 3.1370 | LR: 4.55e-04 | 1320.0ms/step | 15.2 samples/s +Step 9140/44000 | Loss: 3.1499 | LR: 4.55e-04 | 1317.2ms/step | 15.2 samples/s +Step 9150/44000 | Loss: 3.1987 | LR: 4.55e-04 | 1319.6ms/step | 15.2 samples/s +Step 9160/44000 | Loss: 3.2008 | LR: 4.55e-04 | 1320.3ms/step | 15.1 samples/s +Step 9170/44000 | Loss: 3.1710 | LR: 4.55e-04 | 1319.6ms/step | 15.2 samples/s +Step 9180/44000 | Loss: 3.1607 | LR: 4.55e-04 | 1318.2ms/step | 15.2 samples/s +Step 9190/44000 | Loss: 3.1990 | LR: 4.54e-04 | 1319.7ms/step | 15.2 samples/s +Step 9200/44000 | Loss: 3.1476 | LR: 4.54e-04 | 1322.4ms/step | 15.1 samples/s +Step 9210/44000 | Loss: 3.1840 | LR: 4.54e-04 | 1319.8ms/step | 15.2 samples/s +Step 9220/44000 | Loss: 3.1538 | LR: 4.54e-04 | 1319.8ms/step | 15.2 samples/s +Step 9230/44000 | Loss: 3.1726 | LR: 4.54e-04 | 1318.8ms/step | 15.2 samples/s +Step 9240/44000 | Loss: 3.1672 | LR: 4.54e-04 | 1322.4ms/step | 15.1 samples/s +Step 9250/44000 | Loss: 3.1285 | LR: 4.54e-04 | 1319.5ms/step | 15.2 samples/s +Validation at step 9250: Loss = 3.1747, Perplexity = 23.92 +Step 9260/44000 | Loss: 3.1648 | LR: 4.54e-04 | 3531.2ms/step | 5.7 samples/s +Step 9270/44000 | Loss: 3.1691 | LR: 4.54e-04 | 1318.3ms/step | 15.2 samples/s +Step 9280/44000 | Loss: 3.1495 | LR: 4.54e-04 | 1322.3ms/step | 15.1 samples/s +Step 9290/44000 | Loss: 3.1798 | LR: 4.53e-04 | 1319.9ms/step | 15.2 samples/s +Step 9300/44000 | Loss: 3.1699 | LR: 4.53e-04 | 1318.4ms/step | 15.2 samples/s +Step 9310/44000 | Loss: 3.1606 | LR: 4.53e-04 | 1317.8ms/step | 15.2 samples/s +Step 9320/44000 | Loss: 3.1846 | LR: 4.53e-04 | 1316.8ms/step | 15.2 samples/s +Step 9330/44000 | Loss: 3.1882 | LR: 4.53e-04 | 1316.0ms/step | 15.2 samples/s +Step 9340/44000 | Loss: 3.1657 | LR: 4.53e-04 | 1315.5ms/step | 15.2 samples/s +Step 9350/44000 | Loss: 3.1734 | LR: 4.53e-04 | 1317.6ms/step | 15.2 samples/s +Step 9360/44000 | Loss: 3.1649 | LR: 4.53e-04 | 1319.9ms/step | 15.2 samples/s +Step 9370/44000 | Loss: 3.1605 | LR: 4.53e-04 | 1319.5ms/step | 15.2 samples/s +Step 9380/44000 | Loss: 3.1800 | LR: 4.52e-04 | 1320.4ms/step | 15.1 samples/s +Step 9390/44000 | Loss: 3.1679 | LR: 4.52e-04 | 1320.6ms/step | 15.1 samples/s +Step 9400/44000 | Loss: 3.1660 | LR: 4.52e-04 | 1321.0ms/step | 15.1 samples/s +Step 9410/44000 | Loss: 3.1822 | LR: 4.52e-04 | 1318.9ms/step | 15.2 samples/s +Step 9420/44000 | Loss: 3.1624 | LR: 4.52e-04 | 1319.9ms/step | 15.2 samples/s +Step 9430/44000 | Loss: 3.1380 | LR: 4.52e-04 | 1319.7ms/step | 15.2 samples/s +Step 9440/44000 | Loss: 3.1673 | LR: 4.52e-04 | 1319.0ms/step | 15.2 samples/s +Step 9450/44000 | Loss: 3.1465 | LR: 4.52e-04 | 1319.3ms/step | 15.2 samples/s +Step 9460/44000 | Loss: 3.1819 | LR: 4.52e-04 | 1318.8ms/step | 15.2 samples/s +Step 9470/44000 | Loss: 3.1643 | LR: 4.52e-04 | 1317.8ms/step | 15.2 samples/s +Step 9480/44000 | Loss: 3.1743 | LR: 4.51e-04 | 1318.9ms/step | 15.2 samples/s +Step 9490/44000 | Loss: 3.1624 | LR: 4.51e-04 | 1320.5ms/step | 15.1 samples/s +Step 9500/44000 | Loss: 3.1659 | LR: 4.51e-04 | 1318.3ms/step | 15.2 samples/s +Validation at step 9500: Loss = 3.1690, Perplexity = 23.78 +Step 9510/44000 | Loss: 3.1383 | LR: 4.51e-04 | 3531.4ms/step | 5.7 samples/s +Step 9520/44000 | Loss: 3.1558 | LR: 4.51e-04 | 1317.6ms/step | 15.2 samples/s +Step 9530/44000 | Loss: 3.1725 | LR: 4.51e-04 | 1317.6ms/step | 15.2 samples/s +Step 9540/44000 | Loss: 3.1831 | LR: 4.51e-04 | 1316.4ms/step | 15.2 samples/s +Step 9550/44000 | Loss: 3.1706 | LR: 4.51e-04 | 1316.8ms/step | 15.2 samples/s +Step 9560/44000 | Loss: 3.1747 | LR: 4.51e-04 | 1316.0ms/step | 15.2 samples/s +Step 9570/44000 | Loss: 3.1446 | LR: 4.50e-04 | 1316.8ms/step | 15.2 samples/s +Step 9580/44000 | Loss: 3.1579 | LR: 4.50e-04 | 1318.4ms/step | 15.2 samples/s +Step 9590/44000 | Loss: 3.1723 | LR: 4.50e-04 | 1317.4ms/step | 15.2 samples/s +Step 9600/44000 | Loss: 3.1438 | LR: 4.50e-04 | 1318.2ms/step | 15.2 samples/s +Step 9610/44000 | Loss: 3.1336 | LR: 4.50e-04 | 1318.8ms/step | 15.2 samples/s +Step 9620/44000 | Loss: 3.1636 | LR: 4.50e-04 | 1318.6ms/step | 15.2 samples/s +Step 9630/44000 | Loss: 3.1279 | LR: 4.50e-04 | 1316.3ms/step | 15.2 samples/s +Step 9640/44000 | Loss: 3.1699 | LR: 4.50e-04 | 1317.3ms/step | 15.2 samples/s +Step 9650/44000 | Loss: 3.1708 | LR: 4.50e-04 | 1320.2ms/step | 15.1 samples/s +Step 9660/44000 | Loss: 3.1570 | LR: 4.49e-04 | 1319.4ms/step | 15.2 samples/s +Step 9670/44000 | Loss: 3.1866 | LR: 4.49e-04 | 1318.3ms/step | 15.2 samples/s +Step 9680/44000 | Loss: 3.1991 | LR: 4.49e-04 | 1318.1ms/step | 15.2 samples/s +Step 9690/44000 | Loss: 3.1461 | LR: 4.49e-04 | 1318.3ms/step | 15.2 samples/s +Step 9700/44000 | Loss: 3.1776 | LR: 4.49e-04 | 1318.4ms/step | 15.2 samples/s +Step 9710/44000 | Loss: 3.1844 | LR: 4.49e-04 | 1319.5ms/step | 15.2 samples/s +Step 9720/44000 | Loss: 3.1445 | LR: 4.49e-04 | 1318.6ms/step | 15.2 samples/s +Step 9730/44000 | Loss: 3.1805 | LR: 4.49e-04 | 1319.8ms/step | 15.2 samples/s +Step 9740/44000 | Loss: 3.1165 | LR: 4.49e-04 | 1318.0ms/step | 15.2 samples/s +Step 9750/44000 | Loss: 3.1375 | LR: 4.48e-04 | 1317.7ms/step | 15.2 samples/s +Validation at step 9750: Loss = 3.1616, Perplexity = 23.61 +Step 9760/44000 | Loss: 3.1405 | LR: 4.48e-04 | 3529.9ms/step | 5.7 samples/s +Step 9770/44000 | Loss: 3.1667 | LR: 4.48e-04 | 1319.5ms/step | 15.2 samples/s +Step 9780/44000 | Loss: 3.1726 | LR: 4.48e-04 | 1319.5ms/step | 15.2 samples/s +Step 9790/44000 | Loss: 3.1492 | LR: 4.48e-04 | 1321.0ms/step | 15.1 samples/s +Step 9800/44000 | Loss: 3.1882 | LR: 4.48e-04 | 1319.4ms/step | 15.2 samples/s +Step 9810/44000 | Loss: 3.1744 | LR: 4.48e-04 | 1319.7ms/step | 15.2 samples/s +Step 9820/44000 | Loss: 3.1535 | LR: 4.48e-04 | 1319.9ms/step | 15.2 samples/s +Step 9830/44000 | Loss: 3.1502 | LR: 4.48e-04 | 1319.7ms/step | 15.2 samples/s +Step 9840/44000 | Loss: 3.1391 | LR: 4.47e-04 | 1316.9ms/step | 15.2 samples/s +Step 9850/44000 | Loss: 3.1292 | LR: 4.47e-04 | 1319.3ms/step | 15.2 samples/s +Step 9860/44000 | Loss: 3.1688 | LR: 4.47e-04 | 1317.8ms/step | 15.2 samples/s +Step 9870/44000 | Loss: 3.1396 | LR: 4.47e-04 | 1319.7ms/step | 15.2 samples/s +Step 9880/44000 | Loss: 3.1718 | LR: 4.47e-04 | 1319.0ms/step | 15.2 samples/s +Step 9890/44000 | Loss: 3.1408 | LR: 4.47e-04 | 1317.5ms/step | 15.2 samples/s +Step 9900/44000 | Loss: 3.1640 | LR: 4.47e-04 | 1319.0ms/step | 15.2 samples/s +Step 9910/44000 | Loss: 3.1653 | LR: 4.47e-04 | 1319.3ms/step | 15.2 samples/s +Step 9920/44000 | Loss: 3.1419 | LR: 4.47e-04 | 1318.7ms/step | 15.2 samples/s +Step 9930/44000 | Loss: 3.1541 | LR: 4.46e-04 | 1318.3ms/step | 15.2 samples/s +Step 9940/44000 | Loss: 3.1642 | LR: 4.46e-04 | 1317.3ms/step | 15.2 samples/s +Step 9950/44000 | Loss: 3.1842 | LR: 4.46e-04 | 1316.6ms/step | 15.2 samples/s +Step 9960/44000 | Loss: 3.1621 | LR: 4.46e-04 | 1315.6ms/step | 15.2 samples/s +Step 9970/44000 | Loss: 3.1426 | LR: 4.46e-04 | 1317.4ms/step | 15.2 samples/s +Step 9980/44000 | Loss: 3.1569 | LR: 4.46e-04 | 1317.8ms/step | 15.2 samples/s +Step 9990/44000 | Loss: 3.1297 | LR: 4.46e-04 | 1320.8ms/step | 15.1 samples/s +Step 10000/44000 | Loss: 3.1390 | LR: 4.46e-04 | 1320.8ms/step | 15.1 samples/s +Validation at step 10000: Loss = 3.1564, Perplexity = 23.49 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-10000 +Step 10010/44000 | Loss: 3.1593 | LR: 4.46e-04 | 3844.0ms/step | 5.2 samples/s +Step 10020/44000 | Loss: 3.1430 | LR: 4.45e-04 | 1320.7ms/step | 15.1 samples/s +Step 10030/44000 | Loss: 3.1212 | LR: 4.45e-04 | 1316.6ms/step | 15.2 samples/s +Step 10040/44000 | Loss: 3.1393 | LR: 4.45e-04 | 1319.1ms/step | 15.2 samples/s +Step 10050/44000 | Loss: 3.1434 | LR: 4.45e-04 | 1321.2ms/step | 15.1 samples/s +Step 10060/44000 | Loss: 3.1692 | LR: 4.45e-04 | 1320.0ms/step | 15.2 samples/s +Step 10070/44000 | Loss: 3.1666 | LR: 4.45e-04 | 1319.6ms/step | 15.2 samples/s +Step 10080/44000 | Loss: 3.1516 | LR: 4.45e-04 | 1319.8ms/step | 15.2 samples/s +Step 10090/44000 | Loss: 3.1229 | LR: 4.45e-04 | 1318.2ms/step | 15.2 samples/s +Step 10100/44000 | Loss: 3.1445 | LR: 4.45e-04 | 1316.7ms/step | 15.2 samples/s +Step 10110/44000 | Loss: 3.1623 | LR: 4.44e-04 | 1321.4ms/step | 15.1 samples/s +Step 10120/44000 | Loss: 3.1263 | LR: 4.44e-04 | 1320.4ms/step | 15.1 samples/s +Step 10130/44000 | Loss: 3.1499 | LR: 4.44e-04 | 1317.3ms/step | 15.2 samples/s +Step 10140/44000 | Loss: 3.1594 | LR: 4.44e-04 | 1320.1ms/step | 15.2 samples/s +Step 10150/44000 | Loss: 3.1414 | LR: 4.44e-04 | 1319.0ms/step | 15.2 samples/s +Step 10160/44000 | Loss: 3.1405 | LR: 4.44e-04 | 1320.6ms/step | 15.1 samples/s +Step 10170/44000 | Loss: 3.1834 | LR: 4.44e-04 | 1321.1ms/step | 15.1 samples/s +Step 10180/44000 | Loss: 3.1667 | LR: 4.44e-04 | 1319.9ms/step | 15.2 samples/s +Step 10190/44000 | Loss: 3.1776 | LR: 4.43e-04 | 1321.3ms/step | 15.1 samples/s +Step 10200/44000 | Loss: 3.1569 | LR: 4.43e-04 | 1320.4ms/step | 15.1 samples/s +Step 10210/44000 | Loss: 3.1489 | LR: 4.43e-04 | 1320.4ms/step | 15.1 samples/s +Step 10220/44000 | Loss: 3.1142 | LR: 4.43e-04 | 1321.7ms/step | 15.1 samples/s +Step 10230/44000 | Loss: 3.1179 | LR: 4.43e-04 | 1319.9ms/step | 15.2 samples/s +Step 10240/44000 | Loss: 3.1693 | LR: 4.43e-04 | 1320.7ms/step | 15.1 samples/s +Step 10250/44000 | Loss: 3.1201 | LR: 4.43e-04 | 1320.6ms/step | 15.1 samples/s +Validation at step 10250: Loss = 3.1516, Perplexity = 23.37 +Step 10260/44000 | Loss: 3.1520 | LR: 4.43e-04 | 3536.9ms/step | 5.7 samples/s +Step 10270/44000 | Loss: 3.1544 | LR: 4.43e-04 | 1319.9ms/step | 15.2 samples/s +Step 10280/44000 | Loss: 3.1561 | LR: 4.42e-04 | 1319.7ms/step | 15.2 samples/s +Step 10290/44000 | Loss: 3.1583 | LR: 4.42e-04 | 1317.2ms/step | 15.2 samples/s +Step 10300/44000 | Loss: 3.1226 | LR: 4.42e-04 | 1319.2ms/step | 15.2 samples/s +Step 10310/44000 | Loss: 3.1404 | LR: 4.42e-04 | 1318.8ms/step | 15.2 samples/s +Step 10320/44000 | Loss: 3.1546 | LR: 4.42e-04 | 1319.3ms/step | 15.2 samples/s +Step 10330/44000 | Loss: 3.1560 | LR: 4.42e-04 | 1321.0ms/step | 15.1 samples/s +Step 10340/44000 | Loss: 3.1465 | LR: 4.42e-04 | 1319.4ms/step | 15.2 samples/s +Step 10350/44000 | Loss: 3.1524 | LR: 4.42e-04 | 1319.6ms/step | 15.2 samples/s +Step 10360/44000 | Loss: 3.1504 | LR: 4.42e-04 | 1317.7ms/step | 15.2 samples/s +Step 10370/44000 | Loss: 3.1462 | LR: 4.41e-04 | 1321.4ms/step | 15.1 samples/s +Step 10380/44000 | Loss: 3.1584 | LR: 4.41e-04 | 1320.7ms/step | 15.1 samples/s +Step 10390/44000 | Loss: 3.1679 | LR: 4.41e-04 | 1317.8ms/step | 15.2 samples/s +Step 10400/44000 | Loss: 3.1652 | LR: 4.41e-04 | 1320.9ms/step | 15.1 samples/s +Step 10410/44000 | Loss: 3.1512 | LR: 4.41e-04 | 1318.1ms/step | 15.2 samples/s +Step 10420/44000 | Loss: 3.1707 | LR: 4.41e-04 | 1319.1ms/step | 15.2 samples/s +Step 10430/44000 | Loss: 3.1416 | LR: 4.41e-04 | 1320.2ms/step | 15.1 samples/s +Step 10440/44000 | Loss: 3.1037 | LR: 4.41e-04 | 1318.4ms/step | 15.2 samples/s +Step 10450/44000 | Loss: 3.1570 | LR: 4.40e-04 | 1317.8ms/step | 15.2 samples/s +Step 10460/44000 | Loss: 3.1606 | LR: 4.40e-04 | 1317.4ms/step | 15.2 samples/s +Step 10470/44000 | Loss: 3.1200 | LR: 4.40e-04 | 1316.4ms/step | 15.2 samples/s +Step 10480/44000 | Loss: 3.1386 | LR: 4.40e-04 | 1314.7ms/step | 15.2 samples/s +Step 10490/44000 | Loss: 3.1424 | LR: 4.40e-04 | 1316.4ms/step | 15.2 samples/s +Step 10500/44000 | Loss: 3.1675 | LR: 4.40e-04 | 1316.3ms/step | 15.2 samples/s +Validation at step 10500: Loss = 3.1462, Perplexity = 23.25 +Step 10510/44000 | Loss: 3.1459 | LR: 4.40e-04 | 3534.2ms/step | 5.7 samples/s +Step 10520/44000 | Loss: 3.1639 | LR: 4.40e-04 | 1319.1ms/step | 15.2 samples/s +Step 10530/44000 | Loss: 3.1623 | LR: 4.40e-04 | 1319.3ms/step | 15.2 samples/s +Step 10540/44000 | Loss: 3.1287 | LR: 4.39e-04 | 1318.7ms/step | 15.2 samples/s +Step 10550/44000 | Loss: 3.1484 | LR: 4.39e-04 | 1318.3ms/step | 15.2 samples/s +Step 10560/44000 | Loss: 3.1211 | LR: 4.39e-04 | 1319.7ms/step | 15.2 samples/s +Step 10570/44000 | Loss: 3.1138 | LR: 4.39e-04 | 1320.0ms/step | 15.2 samples/s +Step 10580/44000 | Loss: 3.1606 | LR: 4.39e-04 | 1321.1ms/step | 15.1 samples/s +Step 10590/44000 | Loss: 3.1271 | LR: 4.39e-04 | 1318.2ms/step | 15.2 samples/s +Step 10600/44000 | Loss: 3.1389 | LR: 4.39e-04 | 1320.1ms/step | 15.2 samples/s +Step 10610/44000 | Loss: 3.1556 | LR: 4.39e-04 | 1321.8ms/step | 15.1 samples/s +Step 10620/44000 | Loss: 3.1253 | LR: 4.38e-04 | 1318.9ms/step | 15.2 samples/s +Step 10630/44000 | Loss: 3.0910 | LR: 4.38e-04 | 1317.0ms/step | 15.2 samples/s +Step 10640/44000 | Loss: 3.1734 | LR: 4.38e-04 | 1318.5ms/step | 15.2 samples/s +Step 10650/44000 | Loss: 3.1607 | LR: 4.38e-04 | 1319.7ms/step | 15.2 samples/s +Step 10660/44000 | Loss: 3.1475 | LR: 4.38e-04 | 1318.2ms/step | 15.2 samples/s +Step 10670/44000 | Loss: 3.1177 | LR: 4.38e-04 | 1320.0ms/step | 15.2 samples/s +Step 10680/44000 | Loss: 3.1659 | LR: 4.38e-04 | 1321.2ms/step | 15.1 samples/s +Step 10690/44000 | Loss: 3.1428 | LR: 4.38e-04 | 1318.8ms/step | 15.2 samples/s +Step 10700/44000 | Loss: 3.1684 | LR: 4.37e-04 | 1319.7ms/step | 15.2 samples/s +Step 10710/44000 | Loss: 3.1401 | LR: 4.37e-04 | 1319.0ms/step | 15.2 samples/s +Step 10720/44000 | Loss: 3.1569 | LR: 4.37e-04 | 1317.0ms/step | 15.2 samples/s +Step 10730/44000 | Loss: 3.1556 | LR: 4.37e-04 | 1319.5ms/step | 15.2 samples/s +Step 10740/44000 | Loss: 3.1625 | LR: 4.37e-04 | 1319.7ms/step | 15.2 samples/s +Step 10750/44000 | Loss: 3.1332 | LR: 4.37e-04 | 1321.4ms/step | 15.1 samples/s +Validation at step 10750: Loss = 3.1410, Perplexity = 23.13 +Step 10760/44000 | Loss: 3.1552 | LR: 4.37e-04 | 3532.3ms/step | 5.7 samples/s +Step 10770/44000 | Loss: 3.1322 | LR: 4.37e-04 | 1318.7ms/step | 15.2 samples/s +Step 10780/44000 | Loss: 3.1232 | LR: 4.37e-04 | 1320.7ms/step | 15.1 samples/s +Step 10790/44000 | Loss: 3.1287 | LR: 4.36e-04 | 1320.4ms/step | 15.1 samples/s +Step 10800/44000 | Loss: 3.1116 | LR: 4.36e-04 | 1320.2ms/step | 15.1 samples/s +Step 10810/44000 | Loss: 3.0961 | LR: 4.36e-04 | 1319.7ms/step | 15.2 samples/s +Step 10820/44000 | Loss: 3.1428 | LR: 4.36e-04 | 1319.4ms/step | 15.2 samples/s +Step 10830/44000 | Loss: 3.1513 | LR: 4.36e-04 | 1320.7ms/step | 15.1 samples/s +Step 10840/44000 | Loss: 3.1396 | LR: 4.36e-04 | 1319.9ms/step | 15.2 samples/s +Step 10850/44000 | Loss: 3.1553 | LR: 4.36e-04 | 1318.5ms/step | 15.2 samples/s +Step 10860/44000 | Loss: 3.1475 | LR: 4.36e-04 | 1320.0ms/step | 15.2 samples/s +Step 10870/44000 | Loss: 3.1050 | LR: 4.35e-04 | 1323.4ms/step | 15.1 samples/s +Step 10880/44000 | Loss: 3.0952 | LR: 4.35e-04 | 1319.8ms/step | 15.2 samples/s +Step 10890/44000 | Loss: 3.1558 | LR: 4.35e-04 | 1320.4ms/step | 15.1 samples/s +Step 10900/44000 | Loss: 3.1588 | LR: 4.35e-04 | 1322.9ms/step | 15.1 samples/s +Step 10910/44000 | Loss: 3.1749 | LR: 4.35e-04 | 1320.0ms/step | 15.2 samples/s +Step 10920/44000 | Loss: 3.1288 | LR: 4.35e-04 | 1323.6ms/step | 15.1 samples/s +Step 10930/44000 | Loss: 3.1455 | LR: 4.35e-04 | 1322.1ms/step | 15.1 samples/s +Step 10940/44000 | Loss: 3.1270 | LR: 4.35e-04 | 1325.9ms/step | 15.1 samples/s +Step 10950/44000 | Loss: 3.1571 | LR: 4.34e-04 | 1320.2ms/step | 15.1 samples/s +Step 10960/44000 | Loss: 3.1366 | LR: 4.34e-04 | 1321.8ms/step | 15.1 samples/s +Step 10970/44000 | Loss: 3.1284 | LR: 4.34e-04 | 1322.8ms/step | 15.1 samples/s +Step 10980/44000 | Loss: 3.1450 | LR: 4.34e-04 | 1320.5ms/step | 15.1 samples/s +Step 10990/44000 | Loss: 3.1202 | LR: 4.34e-04 | 1319.3ms/step | 15.2 samples/s +Step 11000/44000 | Loss: 3.1403 | LR: 4.34e-04 | 1319.4ms/step | 15.2 samples/s +Validation at step 11000: Loss = 3.1367, Perplexity = 23.03 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-11000 +Step 11010/44000 | Loss: 3.1187 | LR: 4.34e-04 | 3898.4ms/step | 5.1 samples/s +Step 11020/44000 | Loss: 3.0990 | LR: 4.34e-04 | 1316.3ms/step | 15.2 samples/s +Step 11030/44000 | Loss: 3.1381 | LR: 4.33e-04 | 1318.4ms/step | 15.2 samples/s +Step 11040/44000 | Loss: 3.1008 | LR: 4.33e-04 | 1319.9ms/step | 15.2 samples/s +Step 11050/44000 | Loss: 3.1464 | LR: 4.33e-04 | 1314.9ms/step | 15.2 samples/s +Step 11060/44000 | Loss: 3.1469 | LR: 4.33e-04 | 1315.0ms/step | 15.2 samples/s +Step 11070/44000 | Loss: 3.1493 | LR: 4.33e-04 | 1312.6ms/step | 15.2 samples/s +Step 11080/44000 | Loss: 3.1395 | LR: 4.33e-04 | 1313.5ms/step | 15.2 samples/s +Step 11090/44000 | Loss: 3.0942 | LR: 4.33e-04 | 1312.5ms/step | 15.2 samples/s +Step 11100/44000 | Loss: 3.1339 | LR: 4.33e-04 | 1313.2ms/step | 15.2 samples/s +Step 11110/44000 | Loss: 3.1174 | LR: 4.32e-04 | 1314.8ms/step | 15.2 samples/s +Step 11120/44000 | Loss: 3.1320 | LR: 4.32e-04 | 1315.1ms/step | 15.2 samples/s +Step 11130/44000 | Loss: 3.1570 | LR: 4.32e-04 | 1313.2ms/step | 15.2 samples/s +Step 11140/44000 | Loss: 3.1244 | LR: 4.32e-04 | 1318.1ms/step | 15.2 samples/s +Step 11150/44000 | Loss: 3.1253 | LR: 4.32e-04 | 1318.8ms/step | 15.2 samples/s +Step 11160/44000 | Loss: 3.1258 | LR: 4.32e-04 | 1315.9ms/step | 15.2 samples/s +Step 11170/44000 | Loss: 3.1187 | LR: 4.32e-04 | 1314.7ms/step | 15.2 samples/s +Step 11180/44000 | Loss: 3.1226 | LR: 4.32e-04 | 1314.5ms/step | 15.2 samples/s +Step 11190/44000 | Loss: 3.1051 | LR: 4.31e-04 | 1314.9ms/step | 15.2 samples/s +Step 11200/44000 | Loss: 3.1464 | LR: 4.31e-04 | 1314.0ms/step | 15.2 samples/s +Step 11210/44000 | Loss: 3.1835 | LR: 4.31e-04 | 1312.8ms/step | 15.2 samples/s +Step 11220/44000 | Loss: 3.1081 | LR: 4.31e-04 | 1314.1ms/step | 15.2 samples/s +Step 11230/44000 | Loss: 3.1316 | LR: 4.31e-04 | 1312.8ms/step | 15.2 samples/s +Step 11240/44000 | Loss: 3.1180 | LR: 4.31e-04 | 1310.0ms/step | 15.3 samples/s +Step 11250/44000 | Loss: 3.1204 | LR: 4.31e-04 | 1312.4ms/step | 15.2 samples/s +Validation at step 11250: Loss = 3.1308, Perplexity = 22.89 +Step 11260/44000 | Loss: 3.1139 | LR: 4.31e-04 | 3522.6ms/step | 5.7 samples/s +Step 11270/44000 | Loss: 3.1338 | LR: 4.30e-04 | 1313.9ms/step | 15.2 samples/s +Step 11280/44000 | Loss: 3.1114 | LR: 4.30e-04 | 1313.0ms/step | 15.2 samples/s +Step 11290/44000 | Loss: 3.1135 | LR: 4.30e-04 | 1313.1ms/step | 15.2 samples/s +Step 11300/44000 | Loss: 3.1510 | LR: 4.30e-04 | 1313.2ms/step | 15.2 samples/s +Step 11310/44000 | Loss: 3.1295 | LR: 4.30e-04 | 1312.9ms/step | 15.2 samples/s +Step 11320/44000 | Loss: 3.1177 | LR: 4.30e-04 | 1311.9ms/step | 15.2 samples/s +Step 11330/44000 | Loss: 3.1154 | LR: 4.30e-04 | 1314.7ms/step | 15.2 samples/s +Step 11340/44000 | Loss: 3.1153 | LR: 4.30e-04 | 1311.1ms/step | 15.3 samples/s +Step 11350/44000 | Loss: 3.1100 | LR: 4.29e-04 | 1314.4ms/step | 15.2 samples/s +Step 11360/44000 | Loss: 3.1415 | LR: 4.29e-04 | 1313.8ms/step | 15.2 samples/s +Step 11370/44000 | Loss: 3.1190 | LR: 4.29e-04 | 1312.9ms/step | 15.2 samples/s +Step 11380/44000 | Loss: 3.1176 | LR: 4.29e-04 | 1314.9ms/step | 15.2 samples/s +Step 11390/44000 | Loss: 3.1204 | LR: 4.29e-04 | 1311.2ms/step | 15.3 samples/s +Step 11400/44000 | Loss: 3.1441 | LR: 4.29e-04 | 1311.1ms/step | 15.3 samples/s +Step 11410/44000 | Loss: 3.1102 | LR: 4.29e-04 | 1309.8ms/step | 15.3 samples/s +Step 11420/44000 | Loss: 3.1195 | LR: 4.29e-04 | 1311.2ms/step | 15.3 samples/s +Step 11430/44000 | Loss: 3.1352 | LR: 4.28e-04 | 1311.1ms/step | 15.3 samples/s +Step 11440/44000 | Loss: 3.1268 | LR: 4.28e-04 | 1310.9ms/step | 15.3 samples/s +Step 11450/44000 | Loss: 3.1395 | LR: 4.28e-04 | 1311.5ms/step | 15.2 samples/s +Step 11460/44000 | Loss: 3.1331 | LR: 4.28e-04 | 1311.5ms/step | 15.2 samples/s +Step 11470/44000 | Loss: 3.1252 | LR: 4.28e-04 | 1311.1ms/step | 15.3 samples/s +Step 11480/44000 | Loss: 3.1298 | LR: 4.28e-04 | 1312.0ms/step | 15.2 samples/s +Step 11490/44000 | Loss: 3.1040 | LR: 4.28e-04 | 1311.7ms/step | 15.2 samples/s +Step 11500/44000 | Loss: 3.1161 | LR: 4.28e-04 | 1313.0ms/step | 15.2 samples/s +Validation at step 11500: Loss = 3.1251, Perplexity = 22.76 +Step 11510/44000 | Loss: 3.1528 | LR: 4.27e-04 | 3514.8ms/step | 5.7 samples/s +Step 11520/44000 | Loss: 3.1367 | LR: 4.27e-04 | 1312.4ms/step | 15.2 samples/s +Step 11530/44000 | Loss: 3.1373 | LR: 4.27e-04 | 1311.6ms/step | 15.2 samples/s +Step 11540/44000 | Loss: 3.1209 | LR: 4.27e-04 | 1311.3ms/step | 15.3 samples/s +Step 11550/44000 | Loss: 3.1005 | LR: 4.27e-04 | 1311.9ms/step | 15.2 samples/s +Step 11560/44000 | Loss: 3.1442 | LR: 4.27e-04 | 1312.0ms/step | 15.2 samples/s +Step 11570/44000 | Loss: 3.1202 | LR: 4.27e-04 | 1311.4ms/step | 15.3 samples/s +Step 11580/44000 | Loss: 3.1502 | LR: 4.27e-04 | 1316.6ms/step | 15.2 samples/s +Step 11590/44000 | Loss: 3.1510 | LR: 4.26e-04 | 1311.8ms/step | 15.2 samples/s +Step 11600/44000 | Loss: 3.1122 | LR: 4.26e-04 | 1312.9ms/step | 15.2 samples/s +Step 11610/44000 | Loss: 3.1361 | LR: 4.26e-04 | 1312.5ms/step | 15.2 samples/s +Step 11620/44000 | Loss: 3.0873 | LR: 4.26e-04 | 1312.0ms/step | 15.2 samples/s +Step 11630/44000 | Loss: 3.0946 | LR: 4.26e-04 | 1313.0ms/step | 15.2 samples/s +Step 11640/44000 | Loss: 3.1434 | LR: 4.26e-04 | 1313.2ms/step | 15.2 samples/s +Step 11650/44000 | Loss: 3.1017 | LR: 4.26e-04 | 1313.5ms/step | 15.2 samples/s +Step 11660/44000 | Loss: 3.1491 | LR: 4.26e-04 | 1315.2ms/step | 15.2 samples/s +Step 11670/44000 | Loss: 3.1069 | LR: 4.25e-04 | 1311.5ms/step | 15.2 samples/s +Step 11680/44000 | Loss: 3.1238 | LR: 4.25e-04 | 1314.6ms/step | 15.2 samples/s +Step 11690/44000 | Loss: 3.1047 | LR: 4.25e-04 | 1314.9ms/step | 15.2 samples/s +Step 11700/44000 | Loss: 3.1262 | LR: 4.25e-04 | 1313.5ms/step | 15.2 samples/s +Step 11710/44000 | Loss: 3.1279 | LR: 4.25e-04 | 1313.0ms/step | 15.2 samples/s +Step 11720/44000 | Loss: 3.1233 | LR: 4.25e-04 | 1312.3ms/step | 15.2 samples/s +Step 11730/44000 | Loss: 3.1159 | LR: 4.25e-04 | 1312.9ms/step | 15.2 samples/s +Step 11740/44000 | Loss: 3.1093 | LR: 4.24e-04 | 1314.3ms/step | 15.2 samples/s +Step 11750/44000 | Loss: 3.0991 | LR: 4.24e-04 | 1314.6ms/step | 15.2 samples/s +Validation at step 11750: Loss = 3.1204, Perplexity = 22.65 +Step 11760/44000 | Loss: 3.1437 | LR: 4.24e-04 | 3512.6ms/step | 5.7 samples/s +Step 11770/44000 | Loss: 3.1258 | LR: 4.24e-04 | 1310.1ms/step | 15.3 samples/s +Step 11780/44000 | Loss: 3.1267 | LR: 4.24e-04 | 1316.7ms/step | 15.2 samples/s +Step 11790/44000 | Loss: 3.1234 | LR: 4.24e-04 | 1314.0ms/step | 15.2 samples/s +Step 11800/44000 | Loss: 3.1344 | LR: 4.24e-04 | 1314.3ms/step | 15.2 samples/s +Step 11810/44000 | Loss: 3.1241 | LR: 4.24e-04 | 1312.0ms/step | 15.2 samples/s +Step 11820/44000 | Loss: 3.1213 | LR: 4.23e-04 | 1313.8ms/step | 15.2 samples/s +Step 11830/44000 | Loss: 3.1431 | LR: 4.23e-04 | 1313.7ms/step | 15.2 samples/s +Step 11840/44000 | Loss: 3.1179 | LR: 4.23e-04 | 1312.0ms/step | 15.2 samples/s +Step 11850/44000 | Loss: 3.1113 | LR: 4.23e-04 | 1310.3ms/step | 15.3 samples/s +Step 11860/44000 | Loss: 3.1217 | LR: 4.23e-04 | 1311.7ms/step | 15.2 samples/s +Step 11870/44000 | Loss: 3.1002 | LR: 4.23e-04 | 1310.7ms/step | 15.3 samples/s +Step 11880/44000 | Loss: 3.1087 | LR: 4.23e-04 | 1314.4ms/step | 15.2 samples/s +Step 11890/44000 | Loss: 3.1290 | LR: 4.23e-04 | 1312.9ms/step | 15.2 samples/s +Step 11900/44000 | Loss: 3.1025 | LR: 4.22e-04 | 1314.2ms/step | 15.2 samples/s +Step 11910/44000 | Loss: 3.0838 | LR: 4.22e-04 | 1311.7ms/step | 15.2 samples/s +Step 11920/44000 | Loss: 3.1117 | LR: 4.22e-04 | 1313.4ms/step | 15.2 samples/s +Step 11930/44000 | Loss: 3.1300 | LR: 4.22e-04 | 1312.8ms/step | 15.2 samples/s +Step 11940/44000 | Loss: 3.1254 | LR: 4.22e-04 | 1312.7ms/step | 15.2 samples/s +Step 11950/44000 | Loss: 3.1142 | LR: 4.22e-04 | 1312.5ms/step | 15.2 samples/s +Step 11960/44000 | Loss: 3.1468 | LR: 4.22e-04 | 1312.2ms/step | 15.2 samples/s +Step 11970/44000 | Loss: 3.1368 | LR: 4.21e-04 | 1314.8ms/step | 15.2 samples/s +Step 11980/44000 | Loss: 3.1438 | LR: 4.21e-04 | 1314.3ms/step | 15.2 samples/s +Step 11990/44000 | Loss: 3.1283 | LR: 4.21e-04 | 1313.0ms/step | 15.2 samples/s +Step 12000/44000 | Loss: 3.0913 | LR: 4.21e-04 | 1314.4ms/step | 15.2 samples/s +Validation at step 12000: Loss = 3.1155, Perplexity = 22.54 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-12000 +Step 12010/44000 | Loss: 3.0993 | LR: 4.21e-04 | 3839.0ms/step | 5.2 samples/s +Step 12020/44000 | Loss: 3.1286 | LR: 4.21e-04 | 1315.9ms/step | 15.2 samples/s +Step 12030/44000 | Loss: 3.1149 | LR: 4.21e-04 | 1319.3ms/step | 15.2 samples/s +Step 12040/44000 | Loss: 3.0987 | LR: 4.21e-04 | 1318.0ms/step | 15.2 samples/s +Step 12050/44000 | Loss: 3.1366 | LR: 4.20e-04 | 1319.5ms/step | 15.2 samples/s +Step 12060/44000 | Loss: 3.1076 | LR: 4.20e-04 | 1320.4ms/step | 15.1 samples/s +Step 12070/44000 | Loss: 3.1258 | LR: 4.20e-04 | 1317.1ms/step | 15.2 samples/s +Step 12080/44000 | Loss: 3.1192 | LR: 4.20e-04 | 1319.9ms/step | 15.2 samples/s +Step 12090/44000 | Loss: 3.1103 | LR: 4.20e-04 | 1319.7ms/step | 15.2 samples/s +Step 12100/44000 | Loss: 3.0868 | LR: 4.20e-04 | 1319.6ms/step | 15.2 samples/s +Step 12110/44000 | Loss: 3.1112 | LR: 4.20e-04 | 1317.8ms/step | 15.2 samples/s +Step 12120/44000 | Loss: 3.1057 | LR: 4.19e-04 | 1320.0ms/step | 15.2 samples/s +Step 12130/44000 | Loss: 3.1131 | LR: 4.19e-04 | 1319.7ms/step | 15.2 samples/s +Step 12140/44000 | Loss: 3.1017 | LR: 4.19e-04 | 1318.8ms/step | 15.2 samples/s +Step 12150/44000 | Loss: 3.0995 | LR: 4.19e-04 | 1321.2ms/step | 15.1 samples/s +Step 12160/44000 | Loss: 3.1116 | LR: 4.19e-04 | 1320.9ms/step | 15.1 samples/s +Step 12170/44000 | Loss: 3.1084 | LR: 4.19e-04 | 1319.3ms/step | 15.2 samples/s +Step 12180/44000 | Loss: 3.1102 | LR: 4.19e-04 | 1320.2ms/step | 15.1 samples/s +Step 12190/44000 | Loss: 3.1504 | LR: 4.19e-04 | 1318.3ms/step | 15.2 samples/s +Step 12200/44000 | Loss: 3.1142 | LR: 4.18e-04 | 1319.9ms/step | 15.2 samples/s +Step 12210/44000 | Loss: 3.0850 | LR: 4.18e-04 | 1320.3ms/step | 15.1 samples/s +Step 12220/44000 | Loss: 3.1259 | LR: 4.18e-04 | 1321.5ms/step | 15.1 samples/s +Step 12230/44000 | Loss: 3.0990 | LR: 4.18e-04 | 1317.9ms/step | 15.2 samples/s +Step 12240/44000 | Loss: 3.0984 | LR: 4.18e-04 | 1319.4ms/step | 15.2 samples/s +Step 12250/44000 | Loss: 3.0984 | LR: 4.18e-04 | 1320.8ms/step | 15.1 samples/s +Validation at step 12250: Loss = 3.1130, Perplexity = 22.49 +Step 12260/44000 | Loss: 3.0994 | LR: 4.18e-04 | 3533.3ms/step | 5.7 samples/s +Step 12270/44000 | Loss: 3.1185 | LR: 4.17e-04 | 1320.0ms/step | 15.2 samples/s +Step 12280/44000 | Loss: 3.1046 | LR: 4.17e-04 | 1319.8ms/step | 15.2 samples/s +Step 12290/44000 | Loss: 3.1135 | LR: 4.17e-04 | 1319.6ms/step | 15.2 samples/s +Step 12300/44000 | Loss: 3.1054 | LR: 4.17e-04 | 1321.1ms/step | 15.1 samples/s +Step 12310/44000 | Loss: 3.1180 | LR: 4.17e-04 | 1321.9ms/step | 15.1 samples/s +Step 12320/44000 | Loss: 3.0805 | LR: 4.17e-04 | 1320.9ms/step | 15.1 samples/s +Step 12330/44000 | Loss: 3.1178 | LR: 4.17e-04 | 1319.7ms/step | 15.2 samples/s +Step 12340/44000 | Loss: 3.1076 | LR: 4.17e-04 | 1318.9ms/step | 15.2 samples/s +Step 12350/44000 | Loss: 3.1090 | LR: 4.16e-04 | 1320.2ms/step | 15.1 samples/s +Step 12360/44000 | Loss: 3.1051 | LR: 4.16e-04 | 1317.2ms/step | 15.2 samples/s +Step 12370/44000 | Loss: 3.1025 | LR: 4.16e-04 | 1317.6ms/step | 15.2 samples/s +Step 12380/44000 | Loss: 3.0966 | LR: 4.16e-04 | 1320.9ms/step | 15.1 samples/s +Step 12390/44000 | Loss: 3.1160 | LR: 4.16e-04 | 1320.3ms/step | 15.1 samples/s +Step 12400/44000 | Loss: 3.0869 | LR: 4.16e-04 | 1319.8ms/step | 15.2 samples/s +Step 12410/44000 | Loss: 3.0769 | LR: 4.16e-04 | 1317.4ms/step | 15.2 samples/s +Step 12420/44000 | Loss: 3.1145 | LR: 4.15e-04 | 1319.5ms/step | 15.2 samples/s +Step 12430/44000 | Loss: 3.1277 | LR: 4.15e-04 | 1317.5ms/step | 15.2 samples/s +Step 12440/44000 | Loss: 3.1097 | LR: 4.15e-04 | 1318.7ms/step | 15.2 samples/s +Step 12450/44000 | Loss: 3.0768 | LR: 4.15e-04 | 1319.8ms/step | 15.2 samples/s +Step 12460/44000 | Loss: 3.0948 | LR: 4.15e-04 | 1319.9ms/step | 15.2 samples/s +Step 12470/44000 | Loss: 3.0826 | LR: 4.15e-04 | 1318.4ms/step | 15.2 samples/s +Step 12480/44000 | Loss: 3.1292 | LR: 4.15e-04 | 1319.5ms/step | 15.2 samples/s +Step 12490/44000 | Loss: 3.1209 | LR: 4.14e-04 | 1316.6ms/step | 15.2 samples/s +Step 12500/44000 | Loss: 3.0794 | LR: 4.14e-04 | 1319.4ms/step | 15.2 samples/s +Validation at step 12500: Loss = 3.1079, Perplexity = 22.37 +Step 12510/44000 | Loss: 3.1090 | LR: 4.14e-04 | 3526.2ms/step | 5.7 samples/s +Step 12520/44000 | Loss: 3.0972 | LR: 4.14e-04 | 1319.2ms/step | 15.2 samples/s +Step 12530/44000 | Loss: 3.0787 | LR: 4.14e-04 | 1319.3ms/step | 15.2 samples/s +Step 12540/44000 | Loss: 3.0827 | LR: 4.14e-04 | 1320.5ms/step | 15.1 samples/s +Step 12550/44000 | Loss: 3.0816 | LR: 4.14e-04 | 1322.2ms/step | 15.1 samples/s +Step 12560/44000 | Loss: 3.1087 | LR: 4.14e-04 | 1321.1ms/step | 15.1 samples/s +Step 12570/44000 | Loss: 3.1033 | LR: 4.13e-04 | 1319.3ms/step | 15.2 samples/s +Step 12580/44000 | Loss: 3.0998 | LR: 4.13e-04 | 1319.2ms/step | 15.2 samples/s +Step 12590/44000 | Loss: 3.0997 | LR: 4.13e-04 | 1317.8ms/step | 15.2 samples/s +Step 12600/44000 | Loss: 3.0928 | LR: 4.13e-04 | 1320.5ms/step | 15.1 samples/s +Step 12610/44000 | Loss: 3.1500 | LR: 4.13e-04 | 1318.9ms/step | 15.2 samples/s +Step 12620/44000 | Loss: 3.1090 | LR: 4.13e-04 | 1317.0ms/step | 15.2 samples/s +Step 12630/44000 | Loss: 3.1268 | LR: 4.13e-04 | 1317.0ms/step | 15.2 samples/s +Step 12640/44000 | Loss: 3.0893 | LR: 4.12e-04 | 1319.6ms/step | 15.2 samples/s +Step 12650/44000 | Loss: 3.0970 | LR: 4.12e-04 | 1320.6ms/step | 15.1 samples/s +Step 12660/44000 | Loss: 3.0946 | LR: 4.12e-04 | 1318.1ms/step | 15.2 samples/s +Step 12670/44000 | Loss: 3.1063 | LR: 4.12e-04 | 1322.3ms/step | 15.1 samples/s +Step 12680/44000 | Loss: 3.0978 | LR: 4.12e-04 | 1318.9ms/step | 15.2 samples/s +Step 12690/44000 | Loss: 3.1041 | LR: 4.12e-04 | 1318.7ms/step | 15.2 samples/s +Step 12700/44000 | Loss: 3.1306 | LR: 4.12e-04 | 1319.8ms/step | 15.2 samples/s +Step 12710/44000 | Loss: 3.0972 | LR: 4.11e-04 | 1319.4ms/step | 15.2 samples/s +Step 12720/44000 | Loss: 3.1071 | LR: 4.11e-04 | 1320.5ms/step | 15.1 samples/s +Step 12730/44000 | Loss: 3.0953 | LR: 4.11e-04 | 1318.9ms/step | 15.2 samples/s +Step 12740/44000 | Loss: 3.0893 | LR: 4.11e-04 | 1320.1ms/step | 15.2 samples/s +Step 12750/44000 | Loss: 3.1064 | LR: 4.11e-04 | 1321.0ms/step | 15.1 samples/s +Validation at step 12750: Loss = 3.1040, Perplexity = 22.29 +Step 12760/44000 | Loss: 3.0998 | LR: 4.11e-04 | 3530.4ms/step | 5.7 samples/s +Step 12770/44000 | Loss: 3.0746 | LR: 4.11e-04 | 1318.8ms/step | 15.2 samples/s +Step 12780/44000 | Loss: 3.0739 | LR: 4.10e-04 | 1317.5ms/step | 15.2 samples/s +Step 12790/44000 | Loss: 3.0992 | LR: 4.10e-04 | 1320.5ms/step | 15.1 samples/s +Step 12800/44000 | Loss: 3.0994 | LR: 4.10e-04 | 1321.8ms/step | 15.1 samples/s +Step 12810/44000 | Loss: 3.1367 | LR: 4.10e-04 | 1321.4ms/step | 15.1 samples/s +Step 12820/44000 | Loss: 3.1040 | LR: 4.10e-04 | 1319.6ms/step | 15.2 samples/s +Step 12830/44000 | Loss: 3.1136 | LR: 4.10e-04 | 1318.3ms/step | 15.2 samples/s +Step 12840/44000 | Loss: 3.0905 | LR: 4.10e-04 | 1316.1ms/step | 15.2 samples/s +Step 12850/44000 | Loss: 3.1000 | LR: 4.09e-04 | 1318.5ms/step | 15.2 samples/s +Step 12860/44000 | Loss: 3.1063 | LR: 4.09e-04 | 1320.2ms/step | 15.1 samples/s +Step 12870/44000 | Loss: 3.1128 | LR: 4.09e-04 | 1322.0ms/step | 15.1 samples/s +Step 12880/44000 | Loss: 3.0744 | LR: 4.09e-04 | 1318.7ms/step | 15.2 samples/s +Step 12890/44000 | Loss: 3.0995 | LR: 4.09e-04 | 1318.7ms/step | 15.2 samples/s +Step 12900/44000 | Loss: 3.0951 | LR: 4.09e-04 | 1320.4ms/step | 15.1 samples/s +Step 12910/44000 | Loss: 3.0967 | LR: 4.09e-04 | 1320.6ms/step | 15.1 samples/s +Step 12920/44000 | Loss: 3.0956 | LR: 4.09e-04 | 1321.0ms/step | 15.1 samples/s +Step 12930/44000 | Loss: 3.0871 | LR: 4.08e-04 | 1318.8ms/step | 15.2 samples/s +Step 12940/44000 | Loss: 3.1171 | LR: 4.08e-04 | 1321.4ms/step | 15.1 samples/s +Step 12950/44000 | Loss: 3.0989 | LR: 4.08e-04 | 1316.3ms/step | 15.2 samples/s +Step 12960/44000 | Loss: 3.1388 | LR: 4.08e-04 | 1314.8ms/step | 15.2 samples/s +Step 12970/44000 | Loss: 3.0937 | LR: 4.08e-04 | 1321.2ms/step | 15.1 samples/s +Step 12980/44000 | Loss: 3.0970 | LR: 4.08e-04 | 1318.3ms/step | 15.2 samples/s +Step 12990/44000 | Loss: 3.0815 | LR: 4.08e-04 | 1315.1ms/step | 15.2 samples/s +Step 13000/44000 | Loss: 3.1064 | LR: 4.07e-04 | 1317.0ms/step | 15.2 samples/s +Validation at step 13000: Loss = 3.0999, Perplexity = 22.20 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-13000 +Step 13010/44000 | Loss: 3.0690 | LR: 4.07e-04 | 3851.3ms/step | 5.2 samples/s +Step 13020/44000 | Loss: 3.0829 | LR: 4.07e-04 | 1318.6ms/step | 15.2 samples/s +Step 13030/44000 | Loss: 3.0830 | LR: 4.07e-04 | 1320.5ms/step | 15.1 samples/s +Step 13040/44000 | Loss: 3.0678 | LR: 4.07e-04 | 1319.9ms/step | 15.2 samples/s +Step 13050/44000 | Loss: 3.0960 | LR: 4.07e-04 | 1319.9ms/step | 15.2 samples/s +Step 13060/44000 | Loss: 3.1067 | LR: 4.07e-04 | 1316.2ms/step | 15.2 samples/s +Step 13070/44000 | Loss: 3.0735 | LR: 4.06e-04 | 1320.2ms/step | 15.1 samples/s +Step 13080/44000 | Loss: 3.0511 | LR: 4.06e-04 | 1323.9ms/step | 15.1 samples/s +Step 13090/44000 | Loss: 3.1060 | LR: 4.06e-04 | 1321.5ms/step | 15.1 samples/s +Step 13100/44000 | Loss: 3.0925 | LR: 4.06e-04 | 1318.6ms/step | 15.2 samples/s +Step 13110/44000 | Loss: 3.0728 | LR: 4.06e-04 | 1321.4ms/step | 15.1 samples/s +Step 13120/44000 | Loss: 3.0601 | LR: 4.06e-04 | 1322.2ms/step | 15.1 samples/s +Step 13130/44000 | Loss: 3.0997 | LR: 4.06e-04 | 1318.8ms/step | 15.2 samples/s +Step 13140/44000 | Loss: 3.1256 | LR: 4.05e-04 | 1319.2ms/step | 15.2 samples/s +Step 13150/44000 | Loss: 3.0903 | LR: 4.05e-04 | 1318.2ms/step | 15.2 samples/s +Step 13160/44000 | Loss: 3.1035 | LR: 4.05e-04 | 1317.1ms/step | 15.2 samples/s +Step 13170/44000 | Loss: 3.0899 | LR: 4.05e-04 | 1318.1ms/step | 15.2 samples/s +Step 13180/44000 | Loss: 3.0940 | LR: 4.05e-04 | 1320.2ms/step | 15.1 samples/s +Step 13190/44000 | Loss: 3.1384 | LR: 4.05e-04 | 1319.1ms/step | 15.2 samples/s +Step 13200/44000 | Loss: 3.0964 | LR: 4.05e-04 | 1321.5ms/step | 15.1 samples/s +Step 13210/44000 | Loss: 3.0929 | LR: 4.04e-04 | 1316.9ms/step | 15.2 samples/s +Step 13220/44000 | Loss: 3.0959 | LR: 4.04e-04 | 1318.8ms/step | 15.2 samples/s +Step 13230/44000 | Loss: 3.0719 | LR: 4.04e-04 | 1320.0ms/step | 15.2 samples/s +Step 13240/44000 | Loss: 3.1028 | LR: 4.04e-04 | 1321.0ms/step | 15.1 samples/s +Step 13250/44000 | Loss: 3.1198 | LR: 4.04e-04 | 1320.7ms/step | 15.1 samples/s +Validation at step 13250: Loss = 3.0966, Perplexity = 22.12 +Step 13260/44000 | Loss: 3.0856 | LR: 4.04e-04 | 3532.0ms/step | 5.7 samples/s +Step 13270/44000 | Loss: 3.1163 | LR: 4.04e-04 | 1318.0ms/step | 15.2 samples/s +Step 13280/44000 | Loss: 3.1065 | LR: 4.03e-04 | 1317.6ms/step | 15.2 samples/s +Step 13290/44000 | Loss: 3.1254 | LR: 4.03e-04 | 1316.7ms/step | 15.2 samples/s +Step 13300/44000 | Loss: 3.0939 | LR: 4.03e-04 | 1315.5ms/step | 15.2 samples/s +Step 13310/44000 | Loss: 3.0798 | LR: 4.03e-04 | 1313.8ms/step | 15.2 samples/s +Step 13320/44000 | Loss: 3.0952 | LR: 4.03e-04 | 1314.7ms/step | 15.2 samples/s +Step 13330/44000 | Loss: 3.1268 | LR: 4.03e-04 | 1315.5ms/step | 15.2 samples/s +Step 13340/44000 | Loss: 3.1314 | LR: 4.03e-04 | 1316.0ms/step | 15.2 samples/s +Step 13350/44000 | Loss: 3.0692 | LR: 4.02e-04 | 1314.6ms/step | 15.2 samples/s +Step 13360/44000 | Loss: 3.0917 | LR: 4.02e-04 | 1316.8ms/step | 15.2 samples/s +Step 13370/44000 | Loss: 3.0963 | LR: 4.02e-04 | 1318.6ms/step | 15.2 samples/s +Step 13380/44000 | Loss: 3.0955 | LR: 4.02e-04 | 1317.7ms/step | 15.2 samples/s +Step 13390/44000 | Loss: 3.0614 | LR: 4.02e-04 | 1319.0ms/step | 15.2 samples/s +Step 13400/44000 | Loss: 3.1141 | LR: 4.02e-04 | 1321.4ms/step | 15.1 samples/s +Step 13410/44000 | Loss: 3.0895 | LR: 4.02e-04 | 1321.0ms/step | 15.1 samples/s +Step 13420/44000 | Loss: 3.0719 | LR: 4.01e-04 | 1318.8ms/step | 15.2 samples/s +Step 13430/44000 | Loss: 3.1052 | LR: 4.01e-04 | 1318.6ms/step | 15.2 samples/s +Step 13440/44000 | Loss: 3.1043 | LR: 4.01e-04 | 1320.0ms/step | 15.2 samples/s +Step 13450/44000 | Loss: 3.0867 | LR: 4.01e-04 | 1320.3ms/step | 15.1 samples/s +Step 13460/44000 | Loss: 3.0854 | LR: 4.01e-04 | 1322.3ms/step | 15.1 samples/s +Step 13470/44000 | Loss: 3.1093 | LR: 4.01e-04 | 1320.8ms/step | 15.1 samples/s +Step 13480/44000 | Loss: 3.0739 | LR: 4.01e-04 | 1320.4ms/step | 15.1 samples/s +Step 13490/44000 | Loss: 3.0972 | LR: 4.00e-04 | 1320.5ms/step | 15.1 samples/s +Step 13500/44000 | Loss: 3.0937 | LR: 4.00e-04 | 1320.9ms/step | 15.1 samples/s +Validation at step 13500: Loss = 3.0922, Perplexity = 22.02 +Step 13510/44000 | Loss: 3.0805 | LR: 4.00e-04 | 3527.9ms/step | 5.7 samples/s +Step 13520/44000 | Loss: 3.0818 | LR: 4.00e-04 | 1320.3ms/step | 15.1 samples/s +Step 13530/44000 | Loss: 3.0791 | LR: 4.00e-04 | 1321.6ms/step | 15.1 samples/s +Step 13540/44000 | Loss: 3.0666 | LR: 4.00e-04 | 1321.6ms/step | 15.1 samples/s +Step 13550/44000 | Loss: 3.0821 | LR: 4.00e-04 | 1319.5ms/step | 15.2 samples/s +Step 13560/44000 | Loss: 3.0897 | LR: 3.99e-04 | 1321.5ms/step | 15.1 samples/s +Step 13570/44000 | Loss: 3.1063 | LR: 3.99e-04 | 1318.3ms/step | 15.2 samples/s +Step 13580/44000 | Loss: 3.1021 | LR: 3.99e-04 | 1318.3ms/step | 15.2 samples/s +Step 13590/44000 | Loss: 3.1061 | LR: 3.99e-04 | 1318.0ms/step | 15.2 samples/s +Step 13600/44000 | Loss: 3.0779 | LR: 3.99e-04 | 1323.1ms/step | 15.1 samples/s +Step 13610/44000 | Loss: 3.0892 | LR: 3.99e-04 | 1319.5ms/step | 15.2 samples/s +Step 13620/44000 | Loss: 3.0885 | LR: 3.98e-04 | 1319.2ms/step | 15.2 samples/s +Step 13630/44000 | Loss: 3.0797 | LR: 3.98e-04 | 1317.1ms/step | 15.2 samples/s +Step 13640/44000 | Loss: 3.0873 | LR: 3.98e-04 | 1319.9ms/step | 15.2 samples/s +Step 13650/44000 | Loss: 3.0742 | LR: 3.98e-04 | 1320.0ms/step | 15.2 samples/s +Step 13660/44000 | Loss: 3.0710 | LR: 3.98e-04 | 1322.3ms/step | 15.1 samples/s +Step 13670/44000 | Loss: 3.1232 | LR: 3.98e-04 | 1319.4ms/step | 15.2 samples/s +Step 13680/44000 | Loss: 3.0684 | LR: 3.98e-04 | 1320.3ms/step | 15.1 samples/s +Step 13690/44000 | Loss: 3.0738 | LR: 3.97e-04 | 1320.0ms/step | 15.2 samples/s +Step 13700/44000 | Loss: 3.1016 | LR: 3.97e-04 | 1320.5ms/step | 15.1 samples/s +Step 13710/44000 | Loss: 3.1060 | LR: 3.97e-04 | 1318.0ms/step | 15.2 samples/s +Step 13720/44000 | Loss: 3.0980 | LR: 3.97e-04 | 1320.0ms/step | 15.2 samples/s +Step 13730/44000 | Loss: 3.0981 | LR: 3.97e-04 | 1319.4ms/step | 15.2 samples/s +Step 13740/44000 | Loss: 3.0459 | LR: 3.97e-04 | 1319.2ms/step | 15.2 samples/s +Step 13750/44000 | Loss: 3.1012 | LR: 3.97e-04 | 1320.1ms/step | 15.1 samples/s +Validation at step 13750: Loss = 3.0886, Perplexity = 21.95 +Step 13760/44000 | Loss: 3.1186 | LR: 3.96e-04 | 3538.1ms/step | 5.7 samples/s +Step 13770/44000 | Loss: 3.0822 | LR: 3.96e-04 | 1319.6ms/step | 15.2 samples/s +Step 13780/44000 | Loss: 3.0945 | LR: 3.96e-04 | 1317.7ms/step | 15.2 samples/s +Step 13790/44000 | Loss: 3.0949 | LR: 3.96e-04 | 1318.0ms/step | 15.2 samples/s +Step 13800/44000 | Loss: 3.0892 | LR: 3.96e-04 | 1319.1ms/step | 15.2 samples/s +Step 13810/44000 | Loss: 3.0764 | LR: 3.96e-04 | 1318.7ms/step | 15.2 samples/s +Step 13820/44000 | Loss: 3.1033 | LR: 3.96e-04 | 1318.5ms/step | 15.2 samples/s +Step 13830/44000 | Loss: 3.0945 | LR: 3.95e-04 | 1316.9ms/step | 15.2 samples/s +Step 13840/44000 | Loss: 3.0978 | LR: 3.95e-04 | 1317.4ms/step | 15.2 samples/s +Step 13850/44000 | Loss: 3.0874 | LR: 3.95e-04 | 1319.5ms/step | 15.2 samples/s +Step 13860/44000 | Loss: 3.0710 | LR: 3.95e-04 | 1318.1ms/step | 15.2 samples/s +Step 13870/44000 | Loss: 3.0576 | LR: 3.95e-04 | 1318.9ms/step | 15.2 samples/s +Step 13880/44000 | Loss: 3.0896 | LR: 3.95e-04 | 1317.9ms/step | 15.2 samples/s +Step 13890/44000 | Loss: 3.0733 | LR: 3.95e-04 | 1321.0ms/step | 15.1 samples/s +Step 13900/44000 | Loss: 3.0996 | LR: 3.94e-04 | 1321.9ms/step | 15.1 samples/s +Step 13910/44000 | Loss: 3.0971 | LR: 3.94e-04 | 1322.1ms/step | 15.1 samples/s +Step 13920/44000 | Loss: 3.0705 | LR: 3.94e-04 | 1321.7ms/step | 15.1 samples/s +Step 13930/44000 | Loss: 3.0748 | LR: 3.94e-04 | 1320.5ms/step | 15.1 samples/s +Step 13940/44000 | Loss: 3.0677 | LR: 3.94e-04 | 1320.9ms/step | 15.1 samples/s +Step 13950/44000 | Loss: 3.0782 | LR: 3.94e-04 | 1324.1ms/step | 15.1 samples/s +Step 13960/44000 | Loss: 3.0816 | LR: 3.93e-04 | 1327.6ms/step | 15.1 samples/s +Step 13970/44000 | Loss: 3.1061 | LR: 3.93e-04 | 1324.2ms/step | 15.1 samples/s +Step 13980/44000 | Loss: 3.0347 | LR: 3.93e-04 | 1323.1ms/step | 15.1 samples/s +Step 13990/44000 | Loss: 3.0789 | LR: 3.93e-04 | 1322.1ms/step | 15.1 samples/s +Step 14000/44000 | Loss: 3.1126 | LR: 3.93e-04 | 1318.5ms/step | 15.2 samples/s +Validation at step 14000: Loss = 3.0843, Perplexity = 21.85 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-14000 +Step 14010/44000 | Loss: 3.0618 | LR: 3.93e-04 | 3858.2ms/step | 5.2 samples/s +Step 14020/44000 | Loss: 3.0792 | LR: 3.93e-04 | 1318.1ms/step | 15.2 samples/s +Step 14030/44000 | Loss: 3.0669 | LR: 3.92e-04 | 1318.6ms/step | 15.2 samples/s +Step 14040/44000 | Loss: 3.0571 | LR: 3.92e-04 | 1319.8ms/step | 15.2 samples/s +Step 14050/44000 | Loss: 3.0623 | LR: 3.92e-04 | 1319.4ms/step | 15.2 samples/s +Step 14060/44000 | Loss: 3.0958 | LR: 3.92e-04 | 1321.0ms/step | 15.1 samples/s +Step 14070/44000 | Loss: 3.0908 | LR: 3.92e-04 | 1320.5ms/step | 15.1 samples/s +Step 14080/44000 | Loss: 3.1161 | LR: 3.92e-04 | 1320.6ms/step | 15.1 samples/s +Step 14090/44000 | Loss: 3.0594 | LR: 3.92e-04 | 1318.8ms/step | 15.2 samples/s +Step 14100/44000 | Loss: 3.1059 | LR: 3.91e-04 | 1319.2ms/step | 15.2 samples/s +Step 14110/44000 | Loss: 3.0742 | LR: 3.91e-04 | 1318.3ms/step | 15.2 samples/s +Step 14120/44000 | Loss: 3.0716 | LR: 3.91e-04 | 1318.8ms/step | 15.2 samples/s +Step 14130/44000 | Loss: 3.0910 | LR: 3.91e-04 | 1317.2ms/step | 15.2 samples/s +Step 14140/44000 | Loss: 3.0859 | LR: 3.91e-04 | 1321.2ms/step | 15.1 samples/s +Step 14150/44000 | Loss: 3.0962 | LR: 3.91e-04 | 1318.5ms/step | 15.2 samples/s +Step 14160/44000 | Loss: 3.0908 | LR: 3.90e-04 | 1318.1ms/step | 15.2 samples/s +Step 14170/44000 | Loss: 3.0975 | LR: 3.90e-04 | 1320.0ms/step | 15.2 samples/s +Step 14180/44000 | Loss: 3.0730 | LR: 3.90e-04 | 1319.8ms/step | 15.2 samples/s +Step 14190/44000 | Loss: 3.1024 | LR: 3.90e-04 | 1316.2ms/step | 15.2 samples/s +Step 14200/44000 | Loss: 3.0784 | LR: 3.90e-04 | 1319.7ms/step | 15.2 samples/s +Step 14210/44000 | Loss: 3.0504 | LR: 3.90e-04 | 1318.8ms/step | 15.2 samples/s +Step 14220/44000 | Loss: 3.0884 | LR: 3.90e-04 | 1318.6ms/step | 15.2 samples/s +Step 14230/44000 | Loss: 3.0756 | LR: 3.89e-04 | 1318.7ms/step | 15.2 samples/s +Step 14240/44000 | Loss: 3.0525 | LR: 3.89e-04 | 1320.5ms/step | 15.1 samples/s +Step 14250/44000 | Loss: 3.0724 | LR: 3.89e-04 | 1319.4ms/step | 15.2 samples/s +Validation at step 14250: Loss = 3.0820, Perplexity = 21.80 +Step 14260/44000 | Loss: 3.0760 | LR: 3.89e-04 | 3533.9ms/step | 5.7 samples/s +Step 14270/44000 | Loss: 3.0976 | LR: 3.89e-04 | 1319.4ms/step | 15.2 samples/s +Step 14280/44000 | Loss: 3.0719 | LR: 3.89e-04 | 1319.0ms/step | 15.2 samples/s +Step 14290/44000 | Loss: 3.1094 | LR: 3.89e-04 | 1320.1ms/step | 15.2 samples/s +Step 14300/44000 | Loss: 3.1089 | LR: 3.88e-04 | 1318.7ms/step | 15.2 samples/s +Step 14310/44000 | Loss: 3.0639 | LR: 3.88e-04 | 1321.3ms/step | 15.1 samples/s +Step 14320/44000 | Loss: 3.0560 | LR: 3.88e-04 | 1315.0ms/step | 15.2 samples/s +Step 14330/44000 | Loss: 3.1073 | LR: 3.88e-04 | 1317.9ms/step | 15.2 samples/s +Step 14340/44000 | Loss: 3.0947 | LR: 3.88e-04 | 1319.2ms/step | 15.2 samples/s +Step 14350/44000 | Loss: 3.0780 | LR: 3.88e-04 | 1319.2ms/step | 15.2 samples/s +Step 14360/44000 | Loss: 3.0828 | LR: 3.87e-04 | 1320.5ms/step | 15.1 samples/s +Step 14370/44000 | Loss: 3.0604 | LR: 3.87e-04 | 1322.0ms/step | 15.1 samples/s +Step 14380/44000 | Loss: 3.0885 | LR: 3.87e-04 | 1320.5ms/step | 15.1 samples/s +Step 14390/44000 | Loss: 3.0900 | LR: 3.87e-04 | 1319.1ms/step | 15.2 samples/s +Step 14400/44000 | Loss: 3.0443 | LR: 3.87e-04 | 1321.0ms/step | 15.1 samples/s +Step 14410/44000 | Loss: 3.1042 | LR: 3.87e-04 | 1319.3ms/step | 15.2 samples/s +Step 14420/44000 | Loss: 3.0790 | LR: 3.87e-04 | 1322.0ms/step | 15.1 samples/s +Step 14430/44000 | Loss: 3.0878 | LR: 3.86e-04 | 1320.4ms/step | 15.1 samples/s +Step 14440/44000 | Loss: 3.0731 | LR: 3.86e-04 | 1321.5ms/step | 15.1 samples/s +Step 14450/44000 | Loss: 3.0884 | LR: 3.86e-04 | 1318.0ms/step | 15.2 samples/s +Step 14460/44000 | Loss: 3.0776 | LR: 3.86e-04 | 1320.3ms/step | 15.1 samples/s +Step 14470/44000 | Loss: 3.0728 | LR: 3.86e-04 | 1317.8ms/step | 15.2 samples/s +Step 14480/44000 | Loss: 3.0626 | LR: 3.86e-04 | 1318.4ms/step | 15.2 samples/s +Step 14490/44000 | Loss: 3.0727 | LR: 3.85e-04 | 1317.8ms/step | 15.2 samples/s +Step 14500/44000 | Loss: 3.0663 | LR: 3.85e-04 | 1317.0ms/step | 15.2 samples/s +Validation at step 14500: Loss = 3.0767, Perplexity = 21.69 +Step 14510/44000 | Loss: 3.0765 | LR: 3.85e-04 | 3536.2ms/step | 5.7 samples/s +Step 14520/44000 | Loss: 3.0772 | LR: 3.85e-04 | 1321.3ms/step | 15.1 samples/s +Step 14530/44000 | Loss: 3.0979 | LR: 3.85e-04 | 1317.8ms/step | 15.2 samples/s +Step 14540/44000 | Loss: 3.0689 | LR: 3.85e-04 | 1319.6ms/step | 15.2 samples/s +Step 14550/44000 | Loss: 3.0809 | LR: 3.85e-04 | 1317.5ms/step | 15.2 samples/s +Step 14560/44000 | Loss: 3.0497 | LR: 3.84e-04 | 1318.7ms/step | 15.2 samples/s +Step 14570/44000 | Loss: 3.0919 | LR: 3.84e-04 | 1320.3ms/step | 15.1 samples/s +Step 14580/44000 | Loss: 3.0745 | LR: 3.84e-04 | 1319.5ms/step | 15.2 samples/s +Step 14590/44000 | Loss: 3.0771 | LR: 3.84e-04 | 1319.6ms/step | 15.2 samples/s +Step 14600/44000 | Loss: 3.0654 | LR: 3.84e-04 | 1320.2ms/step | 15.1 samples/s +Step 14610/44000 | Loss: 3.0238 | LR: 3.84e-04 | 1320.9ms/step | 15.1 samples/s +Step 14620/44000 | Loss: 3.0666 | LR: 3.83e-04 | 1320.5ms/step | 15.1 samples/s +Step 14630/44000 | Loss: 3.0529 | LR: 3.83e-04 | 1318.5ms/step | 15.2 samples/s +Step 14640/44000 | Loss: 3.0445 | LR: 3.83e-04 | 1321.1ms/step | 15.1 samples/s +Step 14650/44000 | Loss: 3.0908 | LR: 3.83e-04 | 1316.7ms/step | 15.2 samples/s +Step 14660/44000 | Loss: 3.0485 | LR: 3.83e-04 | 1316.5ms/step | 15.2 samples/s +Step 14670/44000 | Loss: 3.0691 | LR: 3.83e-04 | 1319.8ms/step | 15.2 samples/s +Step 14680/44000 | Loss: 3.1050 | LR: 3.83e-04 | 1318.6ms/step | 15.2 samples/s +Step 14690/44000 | Loss: 3.1074 | LR: 3.82e-04 | 1320.5ms/step | 15.1 samples/s +Step 14700/44000 | Loss: 3.0743 | LR: 3.82e-04 | 1319.7ms/step | 15.2 samples/s +Step 14710/44000 | Loss: 3.0291 | LR: 3.82e-04 | 1318.8ms/step | 15.2 samples/s +Step 14720/44000 | Loss: 3.0684 | LR: 3.82e-04 | 1317.0ms/step | 15.2 samples/s +Step 14730/44000 | Loss: 3.0744 | LR: 3.82e-04 | 1316.0ms/step | 15.2 samples/s +Step 14740/44000 | Loss: 3.0913 | LR: 3.82e-04 | 1317.5ms/step | 15.2 samples/s +Step 14750/44000 | Loss: 3.0736 | LR: 3.81e-04 | 1316.5ms/step | 15.2 samples/s +Validation at step 14750: Loss = 3.0737, Perplexity = 21.62 +Step 14760/44000 | Loss: 3.0790 | LR: 3.81e-04 | 3536.5ms/step | 5.7 samples/s +Step 14770/44000 | Loss: 3.0711 | LR: 3.81e-04 | 1321.2ms/step | 15.1 samples/s +Step 14780/44000 | Loss: 3.0801 | LR: 3.81e-04 | 1319.1ms/step | 15.2 samples/s +Step 14790/44000 | Loss: 3.0646 | LR: 3.81e-04 | 1318.5ms/step | 15.2 samples/s +Step 14800/44000 | Loss: 3.0684 | LR: 3.81e-04 | 1319.8ms/step | 15.2 samples/s +Step 14810/44000 | Loss: 3.0625 | LR: 3.81e-04 | 1318.8ms/step | 15.2 samples/s +Step 14820/44000 | Loss: 3.0938 | LR: 3.80e-04 | 1319.5ms/step | 15.2 samples/s +Step 14830/44000 | Loss: 3.0516 | LR: 3.80e-04 | 1321.5ms/step | 15.1 samples/s +Step 14840/44000 | Loss: 3.0978 | LR: 3.80e-04 | 1320.0ms/step | 15.2 samples/s +Step 14850/44000 | Loss: 3.0541 | LR: 3.80e-04 | 1317.9ms/step | 15.2 samples/s +Step 14860/44000 | Loss: 3.0712 | LR: 3.80e-04 | 1318.9ms/step | 15.2 samples/s +Step 14870/44000 | Loss: 3.0808 | LR: 3.80e-04 | 1318.1ms/step | 15.2 samples/s +Step 14880/44000 | Loss: 3.0813 | LR: 3.79e-04 | 1317.8ms/step | 15.2 samples/s +Step 14890/44000 | Loss: 3.0644 | LR: 3.79e-04 | 1316.0ms/step | 15.2 samples/s +Step 14900/44000 | Loss: 3.0686 | LR: 3.79e-04 | 1319.0ms/step | 15.2 samples/s +Step 14910/44000 | Loss: 3.0491 | LR: 3.79e-04 | 1319.7ms/step | 15.2 samples/s +Step 14920/44000 | Loss: 3.0916 | LR: 3.79e-04 | 1318.1ms/step | 15.2 samples/s +Step 14930/44000 | Loss: 3.0678 | LR: 3.79e-04 | 1321.5ms/step | 15.1 samples/s +Step 14940/44000 | Loss: 3.0917 | LR: 3.79e-04 | 1321.8ms/step | 15.1 samples/s +Step 14950/44000 | Loss: 3.0616 | LR: 3.78e-04 | 1319.7ms/step | 15.2 samples/s +Step 14960/44000 | Loss: 3.1056 | LR: 3.78e-04 | 1319.0ms/step | 15.2 samples/s +Step 14970/44000 | Loss: 3.0694 | LR: 3.78e-04 | 1317.6ms/step | 15.2 samples/s +Step 14980/44000 | Loss: 3.0774 | LR: 3.78e-04 | 1321.4ms/step | 15.1 samples/s +Step 14990/44000 | Loss: 3.0776 | LR: 3.78e-04 | 1318.3ms/step | 15.2 samples/s +Step 15000/44000 | Loss: 3.0600 | LR: 3.78e-04 | 1321.4ms/step | 15.1 samples/s +Validation at step 15000: Loss = 3.0699, Perplexity = 21.54 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-15000 +Step 15010/44000 | Loss: 3.0983 | LR: 3.77e-04 | 3841.5ms/step | 5.2 samples/s +Step 15020/44000 | Loss: 3.0792 | LR: 3.77e-04 | 1318.9ms/step | 15.2 samples/s +Step 15030/44000 | Loss: 3.0984 | LR: 3.77e-04 | 1319.3ms/step | 15.2 samples/s +Step 15040/44000 | Loss: 3.0320 | LR: 3.77e-04 | 1322.0ms/step | 15.1 samples/s +Step 15050/44000 | Loss: 3.0406 | LR: 3.77e-04 | 1319.6ms/step | 15.2 samples/s +Step 15060/44000 | Loss: 3.0596 | LR: 3.77e-04 | 1320.1ms/step | 15.2 samples/s +Step 15070/44000 | Loss: 3.0613 | LR: 3.77e-04 | 1317.9ms/step | 15.2 samples/s +Step 15080/44000 | Loss: 3.0544 | LR: 3.76e-04 | 1319.0ms/step | 15.2 samples/s +Step 15090/44000 | Loss: 3.0524 | LR: 3.76e-04 | 1318.8ms/step | 15.2 samples/s +Step 15100/44000 | Loss: 3.0358 | LR: 3.76e-04 | 1319.1ms/step | 15.2 samples/s +Step 15110/44000 | Loss: 3.0701 | LR: 3.76e-04 | 1319.5ms/step | 15.2 samples/s +Step 15120/44000 | Loss: 3.0581 | LR: 3.76e-04 | 1321.1ms/step | 15.1 samples/s +Step 15130/44000 | Loss: 3.0591 | LR: 3.76e-04 | 1321.9ms/step | 15.1 samples/s +Step 15140/44000 | Loss: 3.0500 | LR: 3.75e-04 | 1319.0ms/step | 15.2 samples/s +Step 15150/44000 | Loss: 3.0362 | LR: 3.75e-04 | 1319.3ms/step | 15.2 samples/s +Step 15160/44000 | Loss: 3.0433 | LR: 3.75e-04 | 1321.0ms/step | 15.1 samples/s +Step 15170/44000 | Loss: 3.0514 | LR: 3.75e-04 | 1322.2ms/step | 15.1 samples/s +Step 15180/44000 | Loss: 3.0591 | LR: 3.75e-04 | 1317.3ms/step | 15.2 samples/s +Step 15190/44000 | Loss: 3.0771 | LR: 3.75e-04 | 1318.1ms/step | 15.2 samples/s +Step 15200/44000 | Loss: 3.0737 | LR: 3.74e-04 | 1316.1ms/step | 15.2 samples/s +Step 15210/44000 | Loss: 3.0517 | LR: 3.74e-04 | 1314.3ms/step | 15.2 samples/s +Step 15220/44000 | Loss: 3.0605 | LR: 3.74e-04 | 1315.4ms/step | 15.2 samples/s +Step 15230/44000 | Loss: 3.0491 | LR: 3.74e-04 | 1315.5ms/step | 15.2 samples/s +Step 15240/44000 | Loss: 3.0465 | LR: 3.74e-04 | 1317.9ms/step | 15.2 samples/s +Step 15250/44000 | Loss: 3.0286 | LR: 3.74e-04 | 1317.4ms/step | 15.2 samples/s +Validation at step 15250: Loss = 3.0669, Perplexity = 21.48 +Step 15260/44000 | Loss: 3.0654 | LR: 3.74e-04 | 3527.9ms/step | 5.7 samples/s +Step 15270/44000 | Loss: 3.0723 | LR: 3.73e-04 | 1317.9ms/step | 15.2 samples/s +Step 15280/44000 | Loss: 3.0420 | LR: 3.73e-04 | 1316.5ms/step | 15.2 samples/s +Step 15290/44000 | Loss: 3.0597 | LR: 3.73e-04 | 1321.0ms/step | 15.1 samples/s +Step 15300/44000 | Loss: 3.0744 | LR: 3.73e-04 | 1320.9ms/step | 15.1 samples/s +Step 15310/44000 | Loss: 3.0989 | LR: 3.73e-04 | 1320.5ms/step | 15.1 samples/s +Step 15320/44000 | Loss: 3.0638 | LR: 3.73e-04 | 1319.4ms/step | 15.2 samples/s +Step 15330/44000 | Loss: 3.0720 | LR: 3.72e-04 | 1320.3ms/step | 15.1 samples/s +Step 15340/44000 | Loss: 3.0416 | LR: 3.72e-04 | 1321.3ms/step | 15.1 samples/s +Step 15350/44000 | Loss: 3.0651 | LR: 3.72e-04 | 1319.3ms/step | 15.2 samples/s +Step 15360/44000 | Loss: 3.0471 | LR: 3.72e-04 | 1320.1ms/step | 15.1 samples/s +Step 15370/44000 | Loss: 3.0642 | LR: 3.72e-04 | 1317.4ms/step | 15.2 samples/s +Step 15380/44000 | Loss: 3.0562 | LR: 3.72e-04 | 1320.1ms/step | 15.2 samples/s +Step 15390/44000 | Loss: 3.0595 | LR: 3.71e-04 | 1321.4ms/step | 15.1 samples/s +Step 15400/44000 | Loss: 3.0766 | LR: 3.71e-04 | 1319.9ms/step | 15.2 samples/s +Step 15410/44000 | Loss: 3.0489 | LR: 3.71e-04 | 1319.7ms/step | 15.2 samples/s +Step 15420/44000 | Loss: 3.0803 | LR: 3.71e-04 | 1318.3ms/step | 15.2 samples/s +Step 15430/44000 | Loss: 3.0705 | LR: 3.71e-04 | 1319.8ms/step | 15.2 samples/s +Step 15440/44000 | Loss: 3.0467 | LR: 3.71e-04 | 1318.6ms/step | 15.2 samples/s +Step 15450/44000 | Loss: 3.0608 | LR: 3.71e-04 | 1320.8ms/step | 15.1 samples/s +Step 15460/44000 | Loss: 3.0428 | LR: 3.70e-04 | 1318.0ms/step | 15.2 samples/s +Step 15470/44000 | Loss: 3.0641 | LR: 3.70e-04 | 1318.2ms/step | 15.2 samples/s +Step 15480/44000 | Loss: 3.0318 | LR: 3.70e-04 | 1319.5ms/step | 15.2 samples/s +Step 15490/44000 | Loss: 3.0668 | LR: 3.70e-04 | 1320.5ms/step | 15.1 samples/s +Step 15500/44000 | Loss: 3.0697 | LR: 3.70e-04 | 1315.4ms/step | 15.2 samples/s +Validation at step 15500: Loss = 3.0634, Perplexity = 21.40 +Step 15510/44000 | Loss: 3.0825 | LR: 3.70e-04 | 3530.0ms/step | 5.7 samples/s +Step 15520/44000 | Loss: 3.0745 | LR: 3.69e-04 | 1319.2ms/step | 15.2 samples/s +Step 15530/44000 | Loss: 3.0710 | LR: 3.69e-04 | 1317.3ms/step | 15.2 samples/s +Step 15540/44000 | Loss: 3.0670 | LR: 3.69e-04 | 1319.5ms/step | 15.2 samples/s +Step 15550/44000 | Loss: 3.0697 | LR: 3.69e-04 | 1318.4ms/step | 15.2 samples/s +Step 15560/44000 | Loss: 3.0496 | LR: 3.69e-04 | 1318.9ms/step | 15.2 samples/s +Step 15570/44000 | Loss: 3.0349 | LR: 3.69e-04 | 1318.8ms/step | 15.2 samples/s +Step 15580/44000 | Loss: 3.0863 | LR: 3.68e-04 | 1314.8ms/step | 15.2 samples/s +Step 15590/44000 | Loss: 3.0559 | LR: 3.68e-04 | 1315.7ms/step | 15.2 samples/s +Step 15600/44000 | Loss: 3.0587 | LR: 3.68e-04 | 1317.3ms/step | 15.2 samples/s +Step 15610/44000 | Loss: 3.0464 | LR: 3.68e-04 | 1314.1ms/step | 15.2 samples/s +Step 15620/44000 | Loss: 3.0521 | LR: 3.68e-04 | 1314.9ms/step | 15.2 samples/s +Step 15630/44000 | Loss: 3.0360 | LR: 3.68e-04 | 1315.1ms/step | 15.2 samples/s +Step 15640/44000 | Loss: 3.0475 | LR: 3.67e-04 | 1313.7ms/step | 15.2 samples/s +Step 15650/44000 | Loss: 3.0556 | LR: 3.67e-04 | 1313.6ms/step | 15.2 samples/s +Step 15660/44000 | Loss: 3.0856 | LR: 3.67e-04 | 1313.2ms/step | 15.2 samples/s +Step 15670/44000 | Loss: 3.0568 | LR: 3.67e-04 | 1318.2ms/step | 15.2 samples/s +Step 15680/44000 | Loss: 3.0578 | LR: 3.67e-04 | 1316.7ms/step | 15.2 samples/s +Step 15690/44000 | Loss: 3.0587 | LR: 3.67e-04 | 1316.1ms/step | 15.2 samples/s +Step 15700/44000 | Loss: 3.0802 | LR: 3.67e-04 | 1318.0ms/step | 15.2 samples/s +Step 15710/44000 | Loss: 3.0409 | LR: 3.66e-04 | 1320.0ms/step | 15.2 samples/s +Step 15720/44000 | Loss: 3.0492 | LR: 3.66e-04 | 1318.8ms/step | 15.2 samples/s +Step 15730/44000 | Loss: 3.0730 | LR: 3.66e-04 | 1319.4ms/step | 15.2 samples/s +Step 15740/44000 | Loss: 3.0689 | LR: 3.66e-04 | 1320.1ms/step | 15.2 samples/s +Step 15750/44000 | Loss: 3.0508 | LR: 3.66e-04 | 1314.3ms/step | 15.2 samples/s +Validation at step 15750: Loss = 3.0595, Perplexity = 21.32 +Step 15760/44000 | Loss: 3.0690 | LR: 3.66e-04 | 3520.4ms/step | 5.7 samples/s +Step 15770/44000 | Loss: 3.0687 | LR: 3.65e-04 | 1314.8ms/step | 15.2 samples/s +Step 15780/44000 | Loss: 3.0507 | LR: 3.65e-04 | 1316.1ms/step | 15.2 samples/s +Step 15790/44000 | Loss: 3.0705 | LR: 3.65e-04 | 1315.9ms/step | 15.2 samples/s +Step 15800/44000 | Loss: 3.0393 | LR: 3.65e-04 | 1315.0ms/step | 15.2 samples/s +Step 15810/44000 | Loss: 3.0429 | LR: 3.65e-04 | 1313.8ms/step | 15.2 samples/s +Step 15820/44000 | Loss: 3.0635 | LR: 3.65e-04 | 1313.0ms/step | 15.2 samples/s +Step 15830/44000 | Loss: 3.0657 | LR: 3.64e-04 | 1311.9ms/step | 15.2 samples/s +Step 15840/44000 | Loss: 3.0422 | LR: 3.64e-04 | 1312.9ms/step | 15.2 samples/s +Step 15850/44000 | Loss: 3.0356 | LR: 3.64e-04 | 1311.3ms/step | 15.3 samples/s +Step 15860/44000 | Loss: 3.0676 | LR: 3.64e-04 | 1310.0ms/step | 15.3 samples/s +Step 15870/44000 | Loss: 3.0672 | LR: 3.64e-04 | 1312.5ms/step | 15.2 samples/s +Step 15880/44000 | Loss: 3.0537 | LR: 3.64e-04 | 1314.8ms/step | 15.2 samples/s +Step 15890/44000 | Loss: 3.0581 | LR: 3.63e-04 | 1315.5ms/step | 15.2 samples/s +Step 15900/44000 | Loss: 3.0598 | LR: 3.63e-04 | 1312.3ms/step | 15.2 samples/s +Step 15910/44000 | Loss: 3.0444 | LR: 3.63e-04 | 1314.6ms/step | 15.2 samples/s +Step 15920/44000 | Loss: 3.0503 | LR: 3.63e-04 | 1314.6ms/step | 15.2 samples/s +Step 15930/44000 | Loss: 3.0730 | LR: 3.63e-04 | 1314.1ms/step | 15.2 samples/s +Step 15940/44000 | Loss: 3.0327 | LR: 3.63e-04 | 1314.4ms/step | 15.2 samples/s +Step 15950/44000 | Loss: 3.0586 | LR: 3.62e-04 | 1315.0ms/step | 15.2 samples/s +Step 15960/44000 | Loss: 3.0237 | LR: 3.62e-04 | 1316.5ms/step | 15.2 samples/s +Step 15970/44000 | Loss: 3.0653 | LR: 3.62e-04 | 1315.8ms/step | 15.2 samples/s +Step 15980/44000 | Loss: 3.0551 | LR: 3.62e-04 | 1315.7ms/step | 15.2 samples/s +Step 15990/44000 | Loss: 3.0604 | LR: 3.62e-04 | 1314.5ms/step | 15.2 samples/s +Step 16000/44000 | Loss: 3.0559 | LR: 3.62e-04 | 1315.4ms/step | 15.2 samples/s +Validation at step 16000: Loss = 3.0561, Perplexity = 21.24 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-16000 +Step 16010/44000 | Loss: 3.0703 | LR: 3.62e-04 | 3848.9ms/step | 5.2 samples/s +Step 16020/44000 | Loss: 3.0574 | LR: 3.61e-04 | 1318.2ms/step | 15.2 samples/s +Step 16030/44000 | Loss: 3.0478 | LR: 3.61e-04 | 1319.9ms/step | 15.2 samples/s +Step 16040/44000 | Loss: 3.0706 | LR: 3.61e-04 | 1319.2ms/step | 15.2 samples/s +Step 16050/44000 | Loss: 3.0623 | LR: 3.61e-04 | 1314.6ms/step | 15.2 samples/s +Step 16060/44000 | Loss: 3.0640 | LR: 3.61e-04 | 1316.7ms/step | 15.2 samples/s +Step 16070/44000 | Loss: 3.0357 | LR: 3.61e-04 | 1316.8ms/step | 15.2 samples/s +Step 16080/44000 | Loss: 3.0465 | LR: 3.60e-04 | 1319.5ms/step | 15.2 samples/s +Step 16090/44000 | Loss: 3.0286 | LR: 3.60e-04 | 1319.3ms/step | 15.2 samples/s +Step 16100/44000 | Loss: 3.0625 | LR: 3.60e-04 | 1322.9ms/step | 15.1 samples/s +Step 16110/44000 | Loss: 3.0545 | LR: 3.60e-04 | 1321.0ms/step | 15.1 samples/s +Step 16120/44000 | Loss: 3.0451 | LR: 3.60e-04 | 1320.0ms/step | 15.2 samples/s +Step 16130/44000 | Loss: 3.0318 | LR: 3.60e-04 | 1323.8ms/step | 15.1 samples/s +Step 16140/44000 | Loss: 3.0356 | LR: 3.59e-04 | 1320.3ms/step | 15.1 samples/s +Step 16150/44000 | Loss: 3.0545 | LR: 3.59e-04 | 1320.9ms/step | 15.1 samples/s +Step 16160/44000 | Loss: 3.0625 | LR: 3.59e-04 | 1319.6ms/step | 15.2 samples/s +Step 16170/44000 | Loss: 3.0677 | LR: 3.59e-04 | 1319.4ms/step | 15.2 samples/s +Step 16180/44000 | Loss: 3.0771 | LR: 3.59e-04 | 1319.6ms/step | 15.2 samples/s +Step 16190/44000 | Loss: 3.0634 | LR: 3.59e-04 | 1319.9ms/step | 15.2 samples/s +Step 16200/44000 | Loss: 3.0455 | LR: 3.58e-04 | 1318.5ms/step | 15.2 samples/s +Step 16210/44000 | Loss: 3.0506 | LR: 3.58e-04 | 1318.8ms/step | 15.2 samples/s +Step 16220/44000 | Loss: 3.0425 | LR: 3.58e-04 | 1320.0ms/step | 15.2 samples/s +Step 16230/44000 | Loss: 3.0807 | LR: 3.58e-04 | 1320.5ms/step | 15.1 samples/s +Step 16240/44000 | Loss: 3.0610 | LR: 3.58e-04 | 1321.1ms/step | 15.1 samples/s +Step 16250/44000 | Loss: 3.0314 | LR: 3.58e-04 | 1320.0ms/step | 15.2 samples/s +Validation at step 16250: Loss = 3.0537, Perplexity = 21.19 +Step 16260/44000 | Loss: 3.0534 | LR: 3.57e-04 | 3527.7ms/step | 5.7 samples/s +Step 16270/44000 | Loss: 3.0160 | LR: 3.57e-04 | 1317.9ms/step | 15.2 samples/s +Step 16280/44000 | Loss: 3.0507 | LR: 3.57e-04 | 1318.3ms/step | 15.2 samples/s +Step 16290/44000 | Loss: 3.0722 | LR: 3.57e-04 | 1316.4ms/step | 15.2 samples/s +Step 16300/44000 | Loss: 3.0457 | LR: 3.57e-04 | 1319.2ms/step | 15.2 samples/s +Step 16310/44000 | Loss: 3.0768 | LR: 3.57e-04 | 1317.4ms/step | 15.2 samples/s +Step 16320/44000 | Loss: 3.0479 | LR: 3.56e-04 | 1320.4ms/step | 15.1 samples/s +Step 16330/44000 | Loss: 3.0662 | LR: 3.56e-04 | 1317.7ms/step | 15.2 samples/s +Step 16340/44000 | Loss: 3.0499 | LR: 3.56e-04 | 1316.5ms/step | 15.2 samples/s +Step 16350/44000 | Loss: 3.0479 | LR: 3.56e-04 | 1318.9ms/step | 15.2 samples/s +Step 16360/44000 | Loss: 3.0188 | LR: 3.56e-04 | 1319.6ms/step | 15.2 samples/s +Step 16370/44000 | Loss: 3.0173 | LR: 3.56e-04 | 1318.6ms/step | 15.2 samples/s +Step 16380/44000 | Loss: 3.0556 | LR: 3.55e-04 | 1319.4ms/step | 15.2 samples/s +Step 16390/44000 | Loss: 3.0367 | LR: 3.55e-04 | 1318.7ms/step | 15.2 samples/s +Step 16400/44000 | Loss: 3.0581 | LR: 3.55e-04 | 1322.6ms/step | 15.1 samples/s +Step 16410/44000 | Loss: 3.0605 | LR: 3.55e-04 | 1320.3ms/step | 15.1 samples/s +Step 16420/44000 | Loss: 3.0536 | LR: 3.55e-04 | 1323.5ms/step | 15.1 samples/s +Step 16430/44000 | Loss: 3.0430 | LR: 3.55e-04 | 1319.5ms/step | 15.2 samples/s +Step 16440/44000 | Loss: 3.0363 | LR: 3.54e-04 | 1317.9ms/step | 15.2 samples/s +Step 16450/44000 | Loss: 3.0759 | LR: 3.54e-04 | 1318.1ms/step | 15.2 samples/s +Step 16460/44000 | Loss: 3.0476 | LR: 3.54e-04 | 1317.2ms/step | 15.2 samples/s +Step 16470/44000 | Loss: 3.0242 | LR: 3.54e-04 | 1322.4ms/step | 15.1 samples/s +Step 16480/44000 | Loss: 3.0564 | LR: 3.54e-04 | 1322.7ms/step | 15.1 samples/s +Step 16490/44000 | Loss: 3.0842 | LR: 3.54e-04 | 1320.3ms/step | 15.1 samples/s +Step 16500/44000 | Loss: 3.0708 | LR: 3.53e-04 | 1319.9ms/step | 15.2 samples/s +Validation at step 16500: Loss = 3.0508, Perplexity = 21.13 +Step 16510/44000 | Loss: 3.0429 | LR: 3.53e-04 | 3535.7ms/step | 5.7 samples/s +Step 16520/44000 | Loss: 3.0565 | LR: 3.53e-04 | 1323.4ms/step | 15.1 samples/s +Step 16530/44000 | Loss: 3.0547 | LR: 3.53e-04 | 1318.7ms/step | 15.2 samples/s +Step 16540/44000 | Loss: 3.0363 | LR: 3.53e-04 | 1320.2ms/step | 15.1 samples/s +Step 16550/44000 | Loss: 3.0241 | LR: 3.53e-04 | 1318.3ms/step | 15.2 samples/s +Step 16560/44000 | Loss: 3.0723 | LR: 3.52e-04 | 1318.9ms/step | 15.2 samples/s +Step 16570/44000 | Loss: 3.0397 | LR: 3.52e-04 | 1318.7ms/step | 15.2 samples/s +Step 16580/44000 | Loss: 3.0518 | LR: 3.52e-04 | 1319.1ms/step | 15.2 samples/s +Step 16590/44000 | Loss: 3.0231 | LR: 3.52e-04 | 1317.7ms/step | 15.2 samples/s +Step 16600/44000 | Loss: 3.0573 | LR: 3.52e-04 | 1319.7ms/step | 15.2 samples/s +Step 16610/44000 | Loss: 3.0470 | LR: 3.52e-04 | 1319.4ms/step | 15.2 samples/s +Step 16620/44000 | Loss: 3.0505 | LR: 3.51e-04 | 1318.6ms/step | 15.2 samples/s +Step 16630/44000 | Loss: 3.0652 | LR: 3.51e-04 | 1318.5ms/step | 15.2 samples/s +Step 16640/44000 | Loss: 3.0318 | LR: 3.51e-04 | 1321.4ms/step | 15.1 samples/s +Step 16650/44000 | Loss: 3.0229 | LR: 3.51e-04 | 1320.5ms/step | 15.1 samples/s +Step 16660/44000 | Loss: 3.0334 | LR: 3.51e-04 | 1320.3ms/step | 15.1 samples/s +Step 16670/44000 | Loss: 3.0427 | LR: 3.51e-04 | 1320.6ms/step | 15.1 samples/s +Step 16680/44000 | Loss: 3.0624 | LR: 3.50e-04 | 1317.8ms/step | 15.2 samples/s +Step 16690/44000 | Loss: 3.0505 | LR: 3.50e-04 | 1319.7ms/step | 15.2 samples/s +Step 16700/44000 | Loss: 3.0315 | LR: 3.50e-04 | 1320.9ms/step | 15.1 samples/s +Step 16710/44000 | Loss: 3.0462 | LR: 3.50e-04 | 1321.1ms/step | 15.1 samples/s +Step 16720/44000 | Loss: 3.0446 | LR: 3.50e-04 | 1320.5ms/step | 15.1 samples/s +Step 16730/44000 | Loss: 3.0730 | LR: 3.50e-04 | 1315.4ms/step | 15.2 samples/s +Step 16740/44000 | Loss: 3.0479 | LR: 3.49e-04 | 1320.4ms/step | 15.1 samples/s +Step 16750/44000 | Loss: 3.0444 | LR: 3.49e-04 | 1319.9ms/step | 15.2 samples/s +Validation at step 16750: Loss = 3.0480, Perplexity = 21.07 +Step 16760/44000 | Loss: 3.0253 | LR: 3.49e-04 | 3535.9ms/step | 5.7 samples/s +Step 16770/44000 | Loss: 3.0356 | LR: 3.49e-04 | 1318.7ms/step | 15.2 samples/s +Step 16780/44000 | Loss: 3.0497 | LR: 3.49e-04 | 1322.3ms/step | 15.1 samples/s +Step 16790/44000 | Loss: 3.0430 | LR: 3.49e-04 | 1320.0ms/step | 15.2 samples/s +Step 16800/44000 | Loss: 3.0852 | LR: 3.48e-04 | 1320.7ms/step | 15.1 samples/s +Step 16810/44000 | Loss: 3.0549 | LR: 3.48e-04 | 1319.8ms/step | 15.2 samples/s +Step 16820/44000 | Loss: 3.0301 | LR: 3.48e-04 | 1320.2ms/step | 15.1 samples/s +Step 16830/44000 | Loss: 3.0522 | LR: 3.48e-04 | 1320.9ms/step | 15.1 samples/s +Step 16840/44000 | Loss: 3.0314 | LR: 3.48e-04 | 1320.5ms/step | 15.1 samples/s +Step 16850/44000 | Loss: 3.0384 | LR: 3.48e-04 | 1318.4ms/step | 15.2 samples/s +Step 16860/44000 | Loss: 3.0582 | LR: 3.47e-04 | 1318.4ms/step | 15.2 samples/s +Step 16870/44000 | Loss: 3.0324 | LR: 3.47e-04 | 1317.8ms/step | 15.2 samples/s +Step 16880/44000 | Loss: 3.0252 | LR: 3.47e-04 | 1317.9ms/step | 15.2 samples/s +Step 16890/44000 | Loss: 2.9979 | LR: 3.47e-04 | 1319.0ms/step | 15.2 samples/s +Step 16900/44000 | Loss: 3.0481 | LR: 3.47e-04 | 1319.9ms/step | 15.2 samples/s +Step 16910/44000 | Loss: 3.0475 | LR: 3.47e-04 | 1319.2ms/step | 15.2 samples/s +Step 16920/44000 | Loss: 3.0330 | LR: 3.46e-04 | 1318.7ms/step | 15.2 samples/s +Step 16930/44000 | Loss: 3.0445 | LR: 3.46e-04 | 1319.8ms/step | 15.2 samples/s +Step 16940/44000 | Loss: 3.0585 | LR: 3.46e-04 | 1320.2ms/step | 15.1 samples/s +Step 16950/44000 | Loss: 3.0329 | LR: 3.46e-04 | 1320.0ms/step | 15.2 samples/s +Step 16960/44000 | Loss: 3.0601 | LR: 3.46e-04 | 1317.5ms/step | 15.2 samples/s +Step 16970/44000 | Loss: 3.0335 | LR: 3.46e-04 | 1317.2ms/step | 15.2 samples/s +Step 16980/44000 | Loss: 3.0367 | LR: 3.45e-04 | 1315.1ms/step | 15.2 samples/s +Step 16990/44000 | Loss: 3.0458 | LR: 3.45e-04 | 1315.1ms/step | 15.2 samples/s +Step 17000/44000 | Loss: 3.0484 | LR: 3.45e-04 | 1319.2ms/step | 15.2 samples/s +Validation at step 17000: Loss = 3.0435, Perplexity = 20.98 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-17000 +Step 17010/44000 | Loss: 3.0615 | LR: 3.45e-04 | 3843.2ms/step | 5.2 samples/s +Step 17020/44000 | Loss: 3.0587 | LR: 3.45e-04 | 1316.7ms/step | 15.2 samples/s +Step 17030/44000 | Loss: 3.0441 | LR: 3.45e-04 | 1319.5ms/step | 15.2 samples/s +Step 17040/44000 | Loss: 3.0307 | LR: 3.44e-04 | 1318.6ms/step | 15.2 samples/s +Step 17050/44000 | Loss: 3.0419 | LR: 3.44e-04 | 1320.1ms/step | 15.2 samples/s +Step 17060/44000 | Loss: 3.0602 | LR: 3.44e-04 | 1321.5ms/step | 15.1 samples/s +Step 17070/44000 | Loss: 3.0558 | LR: 3.44e-04 | 1320.8ms/step | 15.1 samples/s +Step 17080/44000 | Loss: 3.0482 | LR: 3.44e-04 | 1320.1ms/step | 15.2 samples/s +Step 17090/44000 | Loss: 3.0108 | LR: 3.44e-04 | 1321.3ms/step | 15.1 samples/s +Step 17100/44000 | Loss: 3.0384 | LR: 3.43e-04 | 1318.3ms/step | 15.2 samples/s +Step 17110/44000 | Loss: 3.0111 | LR: 3.43e-04 | 1318.4ms/step | 15.2 samples/s +Step 17120/44000 | Loss: 3.0405 | LR: 3.43e-04 | 1317.2ms/step | 15.2 samples/s +Step 17130/44000 | Loss: 3.0885 | LR: 3.43e-04 | 1319.0ms/step | 15.2 samples/s +Step 17140/44000 | Loss: 3.0580 | LR: 3.43e-04 | 1317.6ms/step | 15.2 samples/s +Step 17150/44000 | Loss: 3.0358 | LR: 3.43e-04 | 1317.1ms/step | 15.2 samples/s +Step 17160/44000 | Loss: 3.0138 | LR: 3.42e-04 | 1317.6ms/step | 15.2 samples/s +Step 17170/44000 | Loss: 3.0378 | LR: 3.42e-04 | 1318.4ms/step | 15.2 samples/s +Step 17180/44000 | Loss: 3.0167 | LR: 3.42e-04 | 1318.7ms/step | 15.2 samples/s +Step 17190/44000 | Loss: 3.0356 | LR: 3.42e-04 | 1314.5ms/step | 15.2 samples/s +Step 17200/44000 | Loss: 3.0546 | LR: 3.42e-04 | 1316.7ms/step | 15.2 samples/s +Step 17210/44000 | Loss: 3.0571 | LR: 3.42e-04 | 1321.7ms/step | 15.1 samples/s +Step 17220/44000 | Loss: 3.0301 | LR: 3.41e-04 | 1320.3ms/step | 15.1 samples/s +Step 17230/44000 | Loss: 3.0451 | LR: 3.41e-04 | 1319.9ms/step | 15.2 samples/s +Step 17240/44000 | Loss: 3.0357 | LR: 3.41e-04 | 1320.0ms/step | 15.2 samples/s +Step 17250/44000 | Loss: 3.0316 | LR: 3.41e-04 | 1322.7ms/step | 15.1 samples/s +Validation at step 17250: Loss = 3.0418, Perplexity = 20.94 +Step 17260/44000 | Loss: 3.0409 | LR: 3.41e-04 | 3528.3ms/step | 5.7 samples/s +Step 17270/44000 | Loss: 3.0647 | LR: 3.41e-04 | 1319.8ms/step | 15.2 samples/s +Step 17280/44000 | Loss: 3.0343 | LR: 3.40e-04 | 1318.9ms/step | 15.2 samples/s +Step 17290/44000 | Loss: 2.9847 | LR: 3.40e-04 | 1319.2ms/step | 15.2 samples/s +Step 17300/44000 | Loss: 3.0299 | LR: 3.40e-04 | 1315.8ms/step | 15.2 samples/s +Step 17310/44000 | Loss: 3.0313 | LR: 3.40e-04 | 1316.3ms/step | 15.2 samples/s +Step 17320/44000 | Loss: 3.0173 | LR: 3.40e-04 | 1318.4ms/step | 15.2 samples/s +Step 17330/44000 | Loss: 3.0302 | LR: 3.40e-04 | 1319.1ms/step | 15.2 samples/s +Step 17340/44000 | Loss: 3.0477 | LR: 3.39e-04 | 1320.2ms/step | 15.1 samples/s +Step 17350/44000 | Loss: 3.0451 | LR: 3.39e-04 | 1320.4ms/step | 15.1 samples/s +Step 17360/44000 | Loss: 3.0191 | LR: 3.39e-04 | 1318.2ms/step | 15.2 samples/s +Step 17370/44000 | Loss: 3.0467 | LR: 3.39e-04 | 1317.6ms/step | 15.2 samples/s +Step 17380/44000 | Loss: 3.0546 | LR: 3.39e-04 | 1319.2ms/step | 15.2 samples/s +Step 17390/44000 | Loss: 3.0626 | LR: 3.39e-04 | 1318.9ms/step | 15.2 samples/s +Step 17400/44000 | Loss: 2.9978 | LR: 3.38e-04 | 1320.4ms/step | 15.1 samples/s +Step 17410/44000 | Loss: 3.0536 | LR: 3.38e-04 | 1319.6ms/step | 15.2 samples/s +Step 17420/44000 | Loss: 3.0444 | LR: 3.38e-04 | 1320.0ms/step | 15.2 samples/s +Step 17430/44000 | Loss: 3.0303 | LR: 3.38e-04 | 1319.0ms/step | 15.2 samples/s +Step 17440/44000 | Loss: 3.0249 | LR: 3.38e-04 | 1320.1ms/step | 15.2 samples/s +Step 17450/44000 | Loss: 3.0575 | LR: 3.38e-04 | 1318.7ms/step | 15.2 samples/s +Step 17460/44000 | Loss: 3.0480 | LR: 3.37e-04 | 1320.4ms/step | 15.1 samples/s +Step 17470/44000 | Loss: 3.0283 | LR: 3.37e-04 | 1317.3ms/step | 15.2 samples/s +Step 17480/44000 | Loss: 3.0565 | LR: 3.37e-04 | 1318.2ms/step | 15.2 samples/s +Step 17490/44000 | Loss: 3.0221 | LR: 3.37e-04 | 1321.2ms/step | 15.1 samples/s +Step 17500/44000 | Loss: 3.0453 | LR: 3.37e-04 | 1318.7ms/step | 15.2 samples/s +Validation at step 17500: Loss = 3.0384, Perplexity = 20.87 +Step 17510/44000 | Loss: 3.0274 | LR: 3.37e-04 | 3531.6ms/step | 5.7 samples/s +Step 17520/44000 | Loss: 3.0372 | LR: 3.36e-04 | 1318.4ms/step | 15.2 samples/s +Step 17530/44000 | Loss: 3.0063 | LR: 3.36e-04 | 1319.2ms/step | 15.2 samples/s +Step 17540/44000 | Loss: 3.0252 | LR: 3.36e-04 | 1319.5ms/step | 15.2 samples/s +Step 17550/44000 | Loss: 3.0534 | LR: 3.36e-04 | 1318.8ms/step | 15.2 samples/s +Step 17560/44000 | Loss: 3.0480 | LR: 3.36e-04 | 1318.5ms/step | 15.2 samples/s +Step 17570/44000 | Loss: 3.0193 | LR: 3.35e-04 | 1320.4ms/step | 15.1 samples/s +Step 17580/44000 | Loss: 3.0492 | LR: 3.35e-04 | 1318.9ms/step | 15.2 samples/s +Step 17590/44000 | Loss: 3.0411 | LR: 3.35e-04 | 1319.6ms/step | 15.2 samples/s +Step 17600/44000 | Loss: 3.0379 | LR: 3.35e-04 | 1324.5ms/step | 15.1 samples/s +Step 17610/44000 | Loss: 3.0089 | LR: 3.35e-04 | 1320.1ms/step | 15.2 samples/s +Step 17620/44000 | Loss: 3.0422 | LR: 3.35e-04 | 1320.3ms/step | 15.1 samples/s +Step 17630/44000 | Loss: 3.0034 | LR: 3.34e-04 | 1320.3ms/step | 15.1 samples/s +Step 17640/44000 | Loss: 3.0111 | LR: 3.34e-04 | 1319.9ms/step | 15.2 samples/s +Step 17650/44000 | Loss: 3.0526 | LR: 3.34e-04 | 1320.8ms/step | 15.1 samples/s +Step 17660/44000 | Loss: 3.0293 | LR: 3.34e-04 | 1321.5ms/step | 15.1 samples/s +Step 17670/44000 | Loss: 3.0300 | LR: 3.34e-04 | 1319.8ms/step | 15.2 samples/s +Step 17680/44000 | Loss: 3.0333 | LR: 3.34e-04 | 1319.5ms/step | 15.2 samples/s +Step 17690/44000 | Loss: 3.0469 | LR: 3.33e-04 | 1316.8ms/step | 15.2 samples/s +Step 17700/44000 | Loss: 3.0292 | LR: 3.33e-04 | 1319.2ms/step | 15.2 samples/s +Step 17710/44000 | Loss: 3.0105 | LR: 3.33e-04 | 1316.7ms/step | 15.2 samples/s +Step 17720/44000 | Loss: 3.0368 | LR: 3.33e-04 | 1321.3ms/step | 15.1 samples/s +Step 17730/44000 | Loss: 3.0334 | LR: 3.33e-04 | 1316.0ms/step | 15.2 samples/s +Step 17740/44000 | Loss: 3.0250 | LR: 3.33e-04 | 1318.9ms/step | 15.2 samples/s +Step 17750/44000 | Loss: 3.0422 | LR: 3.32e-04 | 1319.9ms/step | 15.2 samples/s +Validation at step 17750: Loss = 3.0357, Perplexity = 20.82 +Step 17760/44000 | Loss: 3.0502 | LR: 3.32e-04 | 3527.4ms/step | 5.7 samples/s +Step 17770/44000 | Loss: 3.0055 | LR: 3.32e-04 | 1320.1ms/step | 15.2 samples/s +Step 17780/44000 | Loss: 3.0121 | LR: 3.32e-04 | 1319.9ms/step | 15.2 samples/s +Step 17790/44000 | Loss: 3.0483 | LR: 3.32e-04 | 1319.4ms/step | 15.2 samples/s +Step 17800/44000 | Loss: 3.0060 | LR: 3.32e-04 | 1317.6ms/step | 15.2 samples/s +Step 17810/44000 | Loss: 3.0285 | LR: 3.31e-04 | 1320.5ms/step | 15.1 samples/s +Step 17820/44000 | Loss: 3.0089 | LR: 3.31e-04 | 1320.8ms/step | 15.1 samples/s +Step 17830/44000 | Loss: 3.0292 | LR: 3.31e-04 | 1317.5ms/step | 15.2 samples/s +Step 17840/44000 | Loss: 3.0262 | LR: 3.31e-04 | 1319.1ms/step | 15.2 samples/s +Step 17850/44000 | Loss: 3.0762 | LR: 3.31e-04 | 1319.2ms/step | 15.2 samples/s +Step 17860/44000 | Loss: 3.0253 | LR: 3.31e-04 | 1320.8ms/step | 15.1 samples/s +Step 17870/44000 | Loss: 3.0299 | LR: 3.30e-04 | 1319.0ms/step | 15.2 samples/s +Step 17880/44000 | Loss: 3.0175 | LR: 3.30e-04 | 1318.7ms/step | 15.2 samples/s +Step 17890/44000 | Loss: 3.0456 | LR: 3.30e-04 | 1321.3ms/step | 15.1 samples/s +Step 17900/44000 | Loss: 3.0269 | LR: 3.30e-04 | 1319.1ms/step | 15.2 samples/s +Step 17910/44000 | Loss: 3.0299 | LR: 3.30e-04 | 1319.8ms/step | 15.2 samples/s +Step 17920/44000 | Loss: 3.0388 | LR: 3.29e-04 | 1321.9ms/step | 15.1 samples/s +Step 17930/44000 | Loss: 2.9968 | LR: 3.29e-04 | 1320.6ms/step | 15.1 samples/s +Step 17940/44000 | Loss: 3.0255 | LR: 3.29e-04 | 1319.6ms/step | 15.2 samples/s +Step 17950/44000 | Loss: 2.9944 | LR: 3.29e-04 | 1317.6ms/step | 15.2 samples/s +Step 17960/44000 | Loss: 3.0198 | LR: 3.29e-04 | 1317.3ms/step | 15.2 samples/s +Step 17970/44000 | Loss: 3.0407 | LR: 3.29e-04 | 1319.2ms/step | 15.2 samples/s +Step 17980/44000 | Loss: 3.0209 | LR: 3.28e-04 | 1320.3ms/step | 15.1 samples/s +Step 17990/44000 | Loss: 3.0177 | LR: 3.28e-04 | 1320.8ms/step | 15.1 samples/s +Step 18000/44000 | Loss: 3.0647 | LR: 3.28e-04 | 1317.9ms/step | 15.2 samples/s +Validation at step 18000: Loss = 3.0318, Perplexity = 20.73 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-18000 +Step 18010/44000 | Loss: 3.0577 | LR: 3.28e-04 | 3844.5ms/step | 5.2 samples/s +Step 18020/44000 | Loss: 3.0304 | LR: 3.28e-04 | 1312.8ms/step | 15.2 samples/s +Step 18030/44000 | Loss: 2.9924 | LR: 3.28e-04 | 1312.6ms/step | 15.2 samples/s +Step 18040/44000 | Loss: 3.0179 | LR: 3.27e-04 | 1316.0ms/step | 15.2 samples/s +Step 18050/44000 | Loss: 3.0203 | LR: 3.27e-04 | 1315.7ms/step | 15.2 samples/s +Step 18060/44000 | Loss: 3.0340 | LR: 3.27e-04 | 1315.0ms/step | 15.2 samples/s +Step 18070/44000 | Loss: 3.0269 | LR: 3.27e-04 | 1314.8ms/step | 15.2 samples/s +Step 18080/44000 | Loss: 3.0396 | LR: 3.27e-04 | 1315.8ms/step | 15.2 samples/s +Step 18090/44000 | Loss: 3.0512 | LR: 3.27e-04 | 1314.3ms/step | 15.2 samples/s +Step 18100/44000 | Loss: 3.0319 | LR: 3.26e-04 | 1312.9ms/step | 15.2 samples/s +Step 18110/44000 | Loss: 3.0290 | LR: 3.26e-04 | 1314.6ms/step | 15.2 samples/s +Step 18120/44000 | Loss: 3.0117 | LR: 3.26e-04 | 1315.1ms/step | 15.2 samples/s +Step 18130/44000 | Loss: 3.0116 | LR: 3.26e-04 | 1314.3ms/step | 15.2 samples/s +Step 18140/44000 | Loss: 3.0321 | LR: 3.26e-04 | 1315.4ms/step | 15.2 samples/s +Step 18150/44000 | Loss: 3.0054 | LR: 3.26e-04 | 1313.6ms/step | 15.2 samples/s +Step 18160/44000 | Loss: 3.0017 | LR: 3.25e-04 | 1313.1ms/step | 15.2 samples/s +Step 18170/44000 | Loss: 3.0264 | LR: 3.25e-04 | 1313.7ms/step | 15.2 samples/s +Step 18180/44000 | Loss: 3.0415 | LR: 3.25e-04 | 1314.4ms/step | 15.2 samples/s +Step 18190/44000 | Loss: 3.0130 | LR: 3.25e-04 | 1314.2ms/step | 15.2 samples/s +Step 18200/44000 | Loss: 3.0180 | LR: 3.25e-04 | 1314.0ms/step | 15.2 samples/s +Step 18210/44000 | Loss: 3.0191 | LR: 3.24e-04 | 1311.5ms/step | 15.3 samples/s +Step 18220/44000 | Loss: 3.0177 | LR: 3.24e-04 | 1310.3ms/step | 15.3 samples/s +Step 18230/44000 | Loss: 3.0569 | LR: 3.24e-04 | 1311.9ms/step | 15.2 samples/s +Step 18240/44000 | Loss: 3.0206 | LR: 3.24e-04 | 1312.1ms/step | 15.2 samples/s +Step 18250/44000 | Loss: 3.0689 | LR: 3.24e-04 | 1313.8ms/step | 15.2 samples/s +Validation at step 18250: Loss = 3.0291, Perplexity = 20.68 +Step 18260/44000 | Loss: 3.0663 | LR: 3.24e-04 | 3520.5ms/step | 5.7 samples/s +Step 18270/44000 | Loss: 3.0128 | LR: 3.23e-04 | 1315.1ms/step | 15.2 samples/s +Step 18280/44000 | Loss: 3.0254 | LR: 3.23e-04 | 1314.6ms/step | 15.2 samples/s +Step 18290/44000 | Loss: 3.0034 | LR: 3.23e-04 | 1312.7ms/step | 15.2 samples/s +Step 18300/44000 | Loss: 3.0121 | LR: 3.23e-04 | 1312.6ms/step | 15.2 samples/s +Step 18310/44000 | Loss: 2.9972 | LR: 3.23e-04 | 1311.8ms/step | 15.2 samples/s +Step 18320/44000 | Loss: 3.0663 | LR: 3.23e-04 | 1311.2ms/step | 15.3 samples/s +Step 18330/44000 | Loss: 3.0011 | LR: 3.22e-04 | 1316.2ms/step | 15.2 samples/s +Step 18340/44000 | Loss: 3.0349 | LR: 3.22e-04 | 1314.5ms/step | 15.2 samples/s +Step 18350/44000 | Loss: 3.0143 | LR: 3.22e-04 | 1313.8ms/step | 15.2 samples/s +Step 18360/44000 | Loss: 3.0065 | LR: 3.22e-04 | 1313.7ms/step | 15.2 samples/s +Step 18370/44000 | Loss: 3.0285 | LR: 3.22e-04 | 1314.2ms/step | 15.2 samples/s +Step 18380/44000 | Loss: 3.0162 | LR: 3.22e-04 | 1314.4ms/step | 15.2 samples/s +Step 18390/44000 | Loss: 3.0253 | LR: 3.21e-04 | 1312.6ms/step | 15.2 samples/s +Step 18400/44000 | Loss: 3.0610 | LR: 3.21e-04 | 1315.1ms/step | 15.2 samples/s +Step 18410/44000 | Loss: 3.0208 | LR: 3.21e-04 | 1314.8ms/step | 15.2 samples/s +Step 18420/44000 | Loss: 3.0048 | LR: 3.21e-04 | 1313.8ms/step | 15.2 samples/s +Step 18430/44000 | Loss: 2.9978 | LR: 3.21e-04 | 1309.2ms/step | 15.3 samples/s +Step 18440/44000 | Loss: 3.0292 | LR: 3.20e-04 | 1310.9ms/step | 15.3 samples/s +Step 18450/44000 | Loss: 3.0293 | LR: 3.20e-04 | 1313.6ms/step | 15.2 samples/s +Step 18460/44000 | Loss: 3.0151 | LR: 3.20e-04 | 1315.3ms/step | 15.2 samples/s +Step 18470/44000 | Loss: 3.0095 | LR: 3.20e-04 | 1315.5ms/step | 15.2 samples/s +Step 18480/44000 | Loss: 3.0320 | LR: 3.20e-04 | 1314.0ms/step | 15.2 samples/s +Step 18490/44000 | Loss: 3.0108 | LR: 3.20e-04 | 1313.3ms/step | 15.2 samples/s +Step 18500/44000 | Loss: 3.0246 | LR: 3.19e-04 | 1313.4ms/step | 15.2 samples/s +Validation at step 18500: Loss = 3.0267, Perplexity = 20.63 +Step 18510/44000 | Loss: 3.0061 | LR: 3.19e-04 | 3517.8ms/step | 5.7 samples/s +Step 18520/44000 | Loss: 3.0329 | LR: 3.19e-04 | 1313.1ms/step | 15.2 samples/s +Step 18530/44000 | Loss: 3.0189 | LR: 3.19e-04 | 1313.2ms/step | 15.2 samples/s +Step 18540/44000 | Loss: 3.0055 | LR: 3.19e-04 | 1310.8ms/step | 15.3 samples/s +Step 18550/44000 | Loss: 3.0088 | LR: 3.19e-04 | 1312.7ms/step | 15.2 samples/s +Step 18560/44000 | Loss: 3.0490 | LR: 3.18e-04 | 1312.0ms/step | 15.2 samples/s +Step 18570/44000 | Loss: 2.9956 | LR: 3.18e-04 | 1312.9ms/step | 15.2 samples/s +Step 18580/44000 | Loss: 3.0400 | LR: 3.18e-04 | 1315.3ms/step | 15.2 samples/s +Step 18590/44000 | Loss: 3.0052 | LR: 3.18e-04 | 1314.8ms/step | 15.2 samples/s +Step 18600/44000 | Loss: 3.0088 | LR: 3.18e-04 | 1316.7ms/step | 15.2 samples/s +Step 18610/44000 | Loss: 3.0435 | LR: 3.18e-04 | 1311.6ms/step | 15.2 samples/s +Step 18620/44000 | Loss: 3.0150 | LR: 3.17e-04 | 1313.1ms/step | 15.2 samples/s +Step 18630/44000 | Loss: 3.0156 | LR: 3.17e-04 | 1312.9ms/step | 15.2 samples/s +Step 18640/44000 | Loss: 3.0345 | LR: 3.17e-04 | 1313.7ms/step | 15.2 samples/s +Step 18650/44000 | Loss: 3.0216 | LR: 3.17e-04 | 1315.1ms/step | 15.2 samples/s +Step 18660/44000 | Loss: 3.0114 | LR: 3.17e-04 | 1314.1ms/step | 15.2 samples/s +Step 18670/44000 | Loss: 3.0226 | LR: 3.16e-04 | 1314.7ms/step | 15.2 samples/s +Step 18680/44000 | Loss: 3.0192 | LR: 3.16e-04 | 1322.1ms/step | 15.1 samples/s +Step 18690/44000 | Loss: 2.9993 | LR: 3.16e-04 | 1318.7ms/step | 15.2 samples/s +Step 18700/44000 | Loss: 3.0246 | LR: 3.16e-04 | 1322.9ms/step | 15.1 samples/s +Step 18710/44000 | Loss: 3.0078 | LR: 3.16e-04 | 1320.6ms/step | 15.1 samples/s +Step 18720/44000 | Loss: 3.0192 | LR: 3.16e-04 | 1320.1ms/step | 15.2 samples/s +Step 18730/44000 | Loss: 3.0183 | LR: 3.15e-04 | 1321.3ms/step | 15.1 samples/s +Step 18740/44000 | Loss: 3.0049 | LR: 3.15e-04 | 1319.9ms/step | 15.2 samples/s +Step 18750/44000 | Loss: 3.0243 | LR: 3.15e-04 | 1318.1ms/step | 15.2 samples/s +Validation at step 18750: Loss = 3.0236, Perplexity = 20.57 +Step 18760/44000 | Loss: 3.0179 | LR: 3.15e-04 | 3533.0ms/step | 5.7 samples/s +Step 18770/44000 | Loss: 2.9979 | LR: 3.15e-04 | 1319.8ms/step | 15.2 samples/s +Step 18780/44000 | Loss: 2.9980 | LR: 3.15e-04 | 1318.6ms/step | 15.2 samples/s +Step 18790/44000 | Loss: 3.0210 | LR: 3.14e-04 | 1321.7ms/step | 15.1 samples/s +Step 18800/44000 | Loss: 3.0001 | LR: 3.14e-04 | 1319.4ms/step | 15.2 samples/s +Step 18810/44000 | Loss: 3.0226 | LR: 3.14e-04 | 1319.0ms/step | 15.2 samples/s +Step 18820/44000 | Loss: 3.0208 | LR: 3.14e-04 | 1319.3ms/step | 15.2 samples/s +Step 18830/44000 | Loss: 3.0274 | LR: 3.14e-04 | 1320.9ms/step | 15.1 samples/s +Step 18840/44000 | Loss: 3.0214 | LR: 3.13e-04 | 1320.5ms/step | 15.1 samples/s +Step 18850/44000 | Loss: 3.0220 | LR: 3.13e-04 | 1318.7ms/step | 15.2 samples/s +Step 18860/44000 | Loss: 3.0499 | LR: 3.13e-04 | 1319.6ms/step | 15.2 samples/s +Step 18870/44000 | Loss: 3.0220 | LR: 3.13e-04 | 1315.3ms/step | 15.2 samples/s +Step 18880/44000 | Loss: 3.0429 | LR: 3.13e-04 | 1321.0ms/step | 15.1 samples/s +Step 18890/44000 | Loss: 3.0307 | LR: 3.13e-04 | 1318.5ms/step | 15.2 samples/s +Step 18900/44000 | Loss: 3.0285 | LR: 3.12e-04 | 1320.5ms/step | 15.1 samples/s +Step 18910/44000 | Loss: 3.0209 | LR: 3.12e-04 | 1319.3ms/step | 15.2 samples/s +Step 18920/44000 | Loss: 3.0506 | LR: 3.12e-04 | 1320.4ms/step | 15.1 samples/s +Step 18930/44000 | Loss: 3.0240 | LR: 3.12e-04 | 1320.6ms/step | 15.1 samples/s +Step 18940/44000 | Loss: 3.0361 | LR: 3.12e-04 | 1316.6ms/step | 15.2 samples/s +Step 18950/44000 | Loss: 3.0245 | LR: 3.12e-04 | 1317.8ms/step | 15.2 samples/s +Step 18960/44000 | Loss: 3.0514 | LR: 3.11e-04 | 1317.5ms/step | 15.2 samples/s +Step 18970/44000 | Loss: 3.0248 | LR: 3.11e-04 | 1319.1ms/step | 15.2 samples/s +Step 18980/44000 | Loss: 2.9952 | LR: 3.11e-04 | 1318.8ms/step | 15.2 samples/s +Step 18990/44000 | Loss: 3.0225 | LR: 3.11e-04 | 1319.7ms/step | 15.2 samples/s +Step 19000/44000 | Loss: 2.9960 | LR: 3.11e-04 | 1317.5ms/step | 15.2 samples/s +Validation at step 19000: Loss = 3.0207, Perplexity = 20.51 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-19000 +Step 19010/44000 | Loss: 2.9819 | LR: 3.11e-04 | 3829.1ms/step | 5.2 samples/s +Step 19020/44000 | Loss: 3.0054 | LR: 3.10e-04 | 1314.2ms/step | 15.2 samples/s +Step 19030/44000 | Loss: 3.0286 | LR: 3.10e-04 | 1315.9ms/step | 15.2 samples/s +Step 19040/44000 | Loss: 2.9999 | LR: 3.10e-04 | 1320.2ms/step | 15.1 samples/s +Step 19050/44000 | Loss: 3.0149 | LR: 3.10e-04 | 1320.2ms/step | 15.1 samples/s +Step 19060/44000 | Loss: 3.0456 | LR: 3.10e-04 | 1318.8ms/step | 15.2 samples/s +Step 19070/44000 | Loss: 3.0045 | LR: 3.09e-04 | 1321.7ms/step | 15.1 samples/s +Step 19080/44000 | Loss: 3.0183 | LR: 3.09e-04 | 1320.5ms/step | 15.1 samples/s +Step 19090/44000 | Loss: 2.9699 | LR: 3.09e-04 | 1320.2ms/step | 15.1 samples/s +Step 19100/44000 | Loss: 3.0373 | LR: 3.09e-04 | 1326.8ms/step | 15.1 samples/s +Step 19110/44000 | Loss: 3.0132 | LR: 3.09e-04 | 1321.8ms/step | 15.1 samples/s +Step 19120/44000 | Loss: 3.0439 | LR: 3.09e-04 | 1320.0ms/step | 15.2 samples/s +Step 19130/44000 | Loss: 2.9850 | LR: 3.08e-04 | 1319.4ms/step | 15.2 samples/s +Step 19140/44000 | Loss: 3.0257 | LR: 3.08e-04 | 1323.3ms/step | 15.1 samples/s +Step 19150/44000 | Loss: 2.9866 | LR: 3.08e-04 | 1321.3ms/step | 15.1 samples/s +Step 19160/44000 | Loss: 2.9996 | LR: 3.08e-04 | 1319.2ms/step | 15.2 samples/s +Step 19170/44000 | Loss: 2.9671 | LR: 3.08e-04 | 1315.8ms/step | 15.2 samples/s +Step 19180/44000 | Loss: 2.9844 | LR: 3.08e-04 | 1315.7ms/step | 15.2 samples/s +Step 19190/44000 | Loss: 2.9978 | LR: 3.07e-04 | 1315.6ms/step | 15.2 samples/s +Step 19200/44000 | Loss: 3.0054 | LR: 3.07e-04 | 1318.4ms/step | 15.2 samples/s +Step 19210/44000 | Loss: 3.0036 | LR: 3.07e-04 | 1317.4ms/step | 15.2 samples/s +Step 19220/44000 | Loss: 3.0154 | LR: 3.07e-04 | 1317.4ms/step | 15.2 samples/s +Step 19230/44000 | Loss: 3.0252 | LR: 3.07e-04 | 1319.1ms/step | 15.2 samples/s +Step 19240/44000 | Loss: 3.0194 | LR: 3.06e-04 | 1315.5ms/step | 15.2 samples/s +Step 19250/44000 | Loss: 3.0282 | LR: 3.06e-04 | 1317.5ms/step | 15.2 samples/s +Validation at step 19250: Loss = 3.0179, Perplexity = 20.45 +Step 19260/44000 | Loss: 3.0778 | LR: 3.06e-04 | 3532.9ms/step | 5.7 samples/s +Step 19270/44000 | Loss: 3.0206 | LR: 3.06e-04 | 1319.2ms/step | 15.2 samples/s +Step 19280/44000 | Loss: 3.0344 | LR: 3.06e-04 | 1318.4ms/step | 15.2 samples/s +Step 19290/44000 | Loss: 3.0067 | LR: 3.06e-04 | 1320.8ms/step | 15.1 samples/s +Step 19300/44000 | Loss: 2.9839 | LR: 3.05e-04 | 1319.4ms/step | 15.2 samples/s +Step 19310/44000 | Loss: 3.0104 | LR: 3.05e-04 | 1318.7ms/step | 15.2 samples/s +Step 19320/44000 | Loss: 3.0085 | LR: 3.05e-04 | 1318.2ms/step | 15.2 samples/s +Step 19330/44000 | Loss: 3.0305 | LR: 3.05e-04 | 1317.9ms/step | 15.2 samples/s +Step 19340/44000 | Loss: 3.0079 | LR: 3.05e-04 | 1315.9ms/step | 15.2 samples/s +Step 19350/44000 | Loss: 3.0167 | LR: 3.04e-04 | 1315.9ms/step | 15.2 samples/s +Step 19360/44000 | Loss: 2.9795 | LR: 3.04e-04 | 1316.7ms/step | 15.2 samples/s +Step 19370/44000 | Loss: 3.0152 | LR: 3.04e-04 | 1318.7ms/step | 15.2 samples/s +Step 19380/44000 | Loss: 2.9993 | LR: 3.04e-04 | 1321.1ms/step | 15.1 samples/s +Step 19390/44000 | Loss: 3.0207 | LR: 3.04e-04 | 1318.1ms/step | 15.2 samples/s +Step 19400/44000 | Loss: 3.0143 | LR: 3.04e-04 | 1322.2ms/step | 15.1 samples/s +Step 19410/44000 | Loss: 3.0237 | LR: 3.03e-04 | 1319.2ms/step | 15.2 samples/s +Step 19420/44000 | Loss: 3.0259 | LR: 3.03e-04 | 1320.6ms/step | 15.1 samples/s +Step 19430/44000 | Loss: 3.0084 | LR: 3.03e-04 | 1319.5ms/step | 15.2 samples/s +Step 19440/44000 | Loss: 2.9815 | LR: 3.03e-04 | 1317.7ms/step | 15.2 samples/s +Step 19450/44000 | Loss: 2.9949 | LR: 3.03e-04 | 1319.0ms/step | 15.2 samples/s +Step 19460/44000 | Loss: 3.0151 | LR: 3.03e-04 | 1319.4ms/step | 15.2 samples/s +Step 19470/44000 | Loss: 2.9897 | LR: 3.02e-04 | 1319.6ms/step | 15.2 samples/s +Step 19480/44000 | Loss: 3.0351 | LR: 3.02e-04 | 1320.1ms/step | 15.2 samples/s +Step 19490/44000 | Loss: 2.9870 | LR: 3.02e-04 | 1316.5ms/step | 15.2 samples/s +Step 19500/44000 | Loss: 3.0402 | LR: 3.02e-04 | 1320.2ms/step | 15.1 samples/s +Validation at step 19500: Loss = 3.0148, Perplexity = 20.38 +Step 19510/44000 | Loss: 3.0216 | LR: 3.02e-04 | 3528.8ms/step | 5.7 samples/s +Step 19520/44000 | Loss: 3.0099 | LR: 3.01e-04 | 1319.9ms/step | 15.2 samples/s +Step 19530/44000 | Loss: 3.0119 | LR: 3.01e-04 | 1319.1ms/step | 15.2 samples/s +Step 19540/44000 | Loss: 3.0238 | LR: 3.01e-04 | 1320.3ms/step | 15.1 samples/s +Step 19550/44000 | Loss: 2.9951 | LR: 3.01e-04 | 1319.7ms/step | 15.2 samples/s +Step 19560/44000 | Loss: 3.0044 | LR: 3.01e-04 | 1318.3ms/step | 15.2 samples/s +Step 19570/44000 | Loss: 2.9985 | LR: 3.01e-04 | 1320.2ms/step | 15.1 samples/s +Step 19580/44000 | Loss: 2.9887 | LR: 3.00e-04 | 1317.4ms/step | 15.2 samples/s +Step 19590/44000 | Loss: 3.0296 | LR: 3.00e-04 | 1321.1ms/step | 15.1 samples/s +Step 19600/44000 | Loss: 3.0101 | LR: 3.00e-04 | 1317.4ms/step | 15.2 samples/s +Step 19610/44000 | Loss: 2.9954 | LR: 3.00e-04 | 1318.7ms/step | 15.2 samples/s +Step 19620/44000 | Loss: 3.0291 | LR: 3.00e-04 | 1317.8ms/step | 15.2 samples/s +Step 19630/44000 | Loss: 3.0009 | LR: 3.00e-04 | 1319.8ms/step | 15.2 samples/s +Step 19640/44000 | Loss: 2.9973 | LR: 2.99e-04 | 1322.9ms/step | 15.1 samples/s +Step 19650/44000 | Loss: 2.9901 | LR: 2.99e-04 | 1322.3ms/step | 15.1 samples/s +Step 19660/44000 | Loss: 3.0061 | LR: 2.99e-04 | 1318.0ms/step | 15.2 samples/s +Step 19670/44000 | Loss: 2.9969 | LR: 2.99e-04 | 1321.4ms/step | 15.1 samples/s +Step 19680/44000 | Loss: 3.0238 | LR: 2.99e-04 | 1320.1ms/step | 15.2 samples/s +Step 19690/44000 | Loss: 3.0089 | LR: 2.98e-04 | 1320.6ms/step | 15.1 samples/s +Step 19700/44000 | Loss: 3.0353 | LR: 2.98e-04 | 1319.7ms/step | 15.2 samples/s +Step 19710/44000 | Loss: 2.9902 | LR: 2.98e-04 | 1318.2ms/step | 15.2 samples/s +Step 19720/44000 | Loss: 3.0057 | LR: 2.98e-04 | 1316.3ms/step | 15.2 samples/s +Step 19730/44000 | Loss: 3.0315 | LR: 2.98e-04 | 1315.8ms/step | 15.2 samples/s +Step 19740/44000 | Loss: 2.9955 | LR: 2.98e-04 | 1316.6ms/step | 15.2 samples/s +Step 19750/44000 | Loss: 2.9880 | LR: 2.97e-04 | 1321.6ms/step | 15.1 samples/s +Validation at step 19750: Loss = 3.0132, Perplexity = 20.35 +Step 19760/44000 | Loss: 2.9922 | LR: 2.97e-04 | 3532.5ms/step | 5.7 samples/s +Step 19770/44000 | Loss: 3.0148 | LR: 2.97e-04 | 1318.4ms/step | 15.2 samples/s +Step 19780/44000 | Loss: 3.0272 | LR: 2.97e-04 | 1316.9ms/step | 15.2 samples/s +Step 19790/44000 | Loss: 3.0185 | LR: 2.97e-04 | 1319.8ms/step | 15.2 samples/s +Step 19800/44000 | Loss: 2.9952 | LR: 2.96e-04 | 1318.8ms/step | 15.2 samples/s +Step 19810/44000 | Loss: 3.0011 | LR: 2.96e-04 | 1318.8ms/step | 15.2 samples/s +Step 19820/44000 | Loss: 3.0159 | LR: 2.96e-04 | 1316.2ms/step | 15.2 samples/s +Step 19830/44000 | Loss: 3.0242 | LR: 2.96e-04 | 1317.3ms/step | 15.2 samples/s +Step 19840/44000 | Loss: 3.0027 | LR: 2.96e-04 | 1319.6ms/step | 15.2 samples/s +Step 19850/44000 | Loss: 3.0229 | LR: 2.96e-04 | 1319.2ms/step | 15.2 samples/s +Step 19860/44000 | Loss: 2.9588 | LR: 2.95e-04 | 1320.4ms/step | 15.1 samples/s +Step 19870/44000 | Loss: 3.0140 | LR: 2.95e-04 | 1318.3ms/step | 15.2 samples/s +Step 19880/44000 | Loss: 2.9980 | LR: 2.95e-04 | 1318.7ms/step | 15.2 samples/s +Step 19890/44000 | Loss: 3.0164 | LR: 2.95e-04 | 1316.7ms/step | 15.2 samples/s +Step 19900/44000 | Loss: 3.0054 | LR: 2.95e-04 | 1320.2ms/step | 15.1 samples/s +Step 19910/44000 | Loss: 3.0186 | LR: 2.95e-04 | 1319.2ms/step | 15.2 samples/s +Step 19920/44000 | Loss: 2.9923 | LR: 2.94e-04 | 1317.6ms/step | 15.2 samples/s +Step 19930/44000 | Loss: 2.9880 | LR: 2.94e-04 | 1321.2ms/step | 15.1 samples/s +Step 19940/44000 | Loss: 3.0370 | LR: 2.94e-04 | 1318.7ms/step | 15.2 samples/s +Step 19950/44000 | Loss: 3.0285 | LR: 2.94e-04 | 1320.4ms/step | 15.1 samples/s +Step 19960/44000 | Loss: 3.0020 | LR: 2.94e-04 | 1318.6ms/step | 15.2 samples/s +Step 19970/44000 | Loss: 3.0441 | LR: 2.93e-04 | 1318.9ms/step | 15.2 samples/s +Step 19980/44000 | Loss: 2.9995 | LR: 2.93e-04 | 1320.1ms/step | 15.2 samples/s +Step 19990/44000 | Loss: 3.0016 | LR: 2.93e-04 | 1319.2ms/step | 15.2 samples/s +Step 20000/44000 | Loss: 3.0351 | LR: 2.93e-04 | 1319.4ms/step | 15.2 samples/s +Validation at step 20000: Loss = 3.0097, Perplexity = 20.28 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-20000 +Step 20010/44000 | Loss: 2.9741 | LR: 2.93e-04 | 3864.7ms/step | 5.2 samples/s +Step 20020/44000 | Loss: 3.0159 | LR: 2.93e-04 | 1318.9ms/step | 15.2 samples/s +Step 20030/44000 | Loss: 3.0045 | LR: 2.92e-04 | 1315.9ms/step | 15.2 samples/s +Step 20040/44000 | Loss: 2.9936 | LR: 2.92e-04 | 1319.0ms/step | 15.2 samples/s +Step 20050/44000 | Loss: 2.9969 | LR: 2.92e-04 | 1321.8ms/step | 15.1 samples/s +Step 20060/44000 | Loss: 3.0349 | LR: 2.92e-04 | 1320.6ms/step | 15.1 samples/s +Step 20070/44000 | Loss: 2.9865 | LR: 2.92e-04 | 1319.5ms/step | 15.2 samples/s +Step 20080/44000 | Loss: 2.9806 | LR: 2.91e-04 | 1319.4ms/step | 15.2 samples/s +Step 20090/44000 | Loss: 2.9836 | LR: 2.91e-04 | 1318.8ms/step | 15.2 samples/s +Step 20100/44000 | Loss: 2.9924 | LR: 2.91e-04 | 1318.7ms/step | 15.2 samples/s +Step 20110/44000 | Loss: 2.9876 | LR: 2.91e-04 | 1318.3ms/step | 15.2 samples/s +Step 20120/44000 | Loss: 2.9932 | LR: 2.91e-04 | 1315.0ms/step | 15.2 samples/s +Step 20130/44000 | Loss: 3.0195 | LR: 2.91e-04 | 1317.1ms/step | 15.2 samples/s +Step 20140/44000 | Loss: 3.0213 | LR: 2.90e-04 | 1315.8ms/step | 15.2 samples/s +Step 20150/44000 | Loss: 2.9965 | LR: 2.90e-04 | 1317.7ms/step | 15.2 samples/s +Step 20160/44000 | Loss: 2.9812 | LR: 2.90e-04 | 1317.6ms/step | 15.2 samples/s +Step 20170/44000 | Loss: 3.0231 | LR: 2.90e-04 | 1318.7ms/step | 15.2 samples/s +Step 20180/44000 | Loss: 3.0097 | LR: 2.90e-04 | 1316.9ms/step | 15.2 samples/s +Step 20190/44000 | Loss: 2.9965 | LR: 2.90e-04 | 1321.4ms/step | 15.1 samples/s +Step 20200/44000 | Loss: 3.0080 | LR: 2.89e-04 | 1320.0ms/step | 15.2 samples/s +Step 20210/44000 | Loss: 3.0072 | LR: 2.89e-04 | 1316.7ms/step | 15.2 samples/s +Step 20220/44000 | Loss: 3.0244 | LR: 2.89e-04 | 1318.3ms/step | 15.2 samples/s +Step 20230/44000 | Loss: 3.0087 | LR: 2.89e-04 | 1319.1ms/step | 15.2 samples/s +Step 20240/44000 | Loss: 3.0091 | LR: 2.89e-04 | 1322.3ms/step | 15.1 samples/s +Step 20250/44000 | Loss: 2.9923 | LR: 2.88e-04 | 1318.8ms/step | 15.2 samples/s +Validation at step 20250: Loss = 3.0072, Perplexity = 20.23 +Step 20260/44000 | Loss: 3.0122 | LR: 2.88e-04 | 3535.6ms/step | 5.7 samples/s +Step 20270/44000 | Loss: 2.9827 | LR: 2.88e-04 | 1320.4ms/step | 15.1 samples/s +Step 20280/44000 | Loss: 3.0025 | LR: 2.88e-04 | 1318.7ms/step | 15.2 samples/s +Step 20290/44000 | Loss: 3.0081 | LR: 2.88e-04 | 1319.8ms/step | 15.2 samples/s +Step 20300/44000 | Loss: 3.0003 | LR: 2.88e-04 | 1320.9ms/step | 15.1 samples/s +Step 20310/44000 | Loss: 3.0170 | LR: 2.87e-04 | 1320.1ms/step | 15.2 samples/s +Step 20320/44000 | Loss: 3.0080 | LR: 2.87e-04 | 1321.4ms/step | 15.1 samples/s +Step 20330/44000 | Loss: 3.0129 | LR: 2.87e-04 | 1319.1ms/step | 15.2 samples/s +Step 20340/44000 | Loss: 2.9819 | LR: 2.87e-04 | 1319.6ms/step | 15.2 samples/s +Step 20350/44000 | Loss: 3.0127 | LR: 2.87e-04 | 1319.3ms/step | 15.2 samples/s +Step 20360/44000 | Loss: 3.0018 | LR: 2.86e-04 | 1320.3ms/step | 15.1 samples/s +Step 20370/44000 | Loss: 3.0181 | LR: 2.86e-04 | 1320.3ms/step | 15.1 samples/s +Step 20380/44000 | Loss: 2.9928 | LR: 2.86e-04 | 1319.5ms/step | 15.2 samples/s +Step 20390/44000 | Loss: 3.0038 | LR: 2.86e-04 | 1316.3ms/step | 15.2 samples/s +Step 20400/44000 | Loss: 3.0193 | LR: 2.86e-04 | 1316.7ms/step | 15.2 samples/s +Step 20410/44000 | Loss: 2.9985 | LR: 2.86e-04 | 1318.3ms/step | 15.2 samples/s +Step 20420/44000 | Loss: 3.0349 | LR: 2.85e-04 | 1318.6ms/step | 15.2 samples/s +Step 20430/44000 | Loss: 2.9696 | LR: 2.85e-04 | 1320.6ms/step | 15.1 samples/s +Step 20440/44000 | Loss: 3.0114 | LR: 2.85e-04 | 1321.8ms/step | 15.1 samples/s +Step 20450/44000 | Loss: 3.0024 | LR: 2.85e-04 | 1320.6ms/step | 15.1 samples/s +Step 20460/44000 | Loss: 3.0118 | LR: 2.85e-04 | 1319.1ms/step | 15.2 samples/s +Step 20470/44000 | Loss: 2.9507 | LR: 2.84e-04 | 1318.3ms/step | 15.2 samples/s +Step 20480/44000 | Loss: 2.9835 | LR: 2.84e-04 | 1317.9ms/step | 15.2 samples/s +Step 20490/44000 | Loss: 3.0323 | LR: 2.84e-04 | 1322.3ms/step | 15.1 samples/s +Step 20500/44000 | Loss: 3.0036 | LR: 2.84e-04 | 1319.8ms/step | 15.2 samples/s +Validation at step 20500: Loss = 3.0048, Perplexity = 20.18 +Step 20510/44000 | Loss: 3.0048 | LR: 2.84e-04 | 3531.1ms/step | 5.7 samples/s +Step 20520/44000 | Loss: 2.9909 | LR: 2.84e-04 | 1319.6ms/step | 15.2 samples/s +Step 20530/44000 | Loss: 2.9909 | LR: 2.83e-04 | 1323.0ms/step | 15.1 samples/s +Step 20540/44000 | Loss: 2.9866 | LR: 2.83e-04 | 1321.6ms/step | 15.1 samples/s +Step 20550/44000 | Loss: 2.9938 | LR: 2.83e-04 | 1321.8ms/step | 15.1 samples/s +Step 20560/44000 | Loss: 2.9917 | LR: 2.83e-04 | 1319.0ms/step | 15.2 samples/s +Step 20570/44000 | Loss: 2.9625 | LR: 2.83e-04 | 1320.8ms/step | 15.1 samples/s +Step 20580/44000 | Loss: 3.0348 | LR: 2.83e-04 | 1317.9ms/step | 15.2 samples/s +Step 20590/44000 | Loss: 2.9915 | LR: 2.82e-04 | 1320.0ms/step | 15.2 samples/s +Step 20600/44000 | Loss: 2.9746 | LR: 2.82e-04 | 1317.9ms/step | 15.2 samples/s +Step 20610/44000 | Loss: 2.9600 | LR: 2.82e-04 | 1319.7ms/step | 15.2 samples/s +Step 20620/44000 | Loss: 3.0056 | LR: 2.82e-04 | 1319.1ms/step | 15.2 samples/s +Step 20630/44000 | Loss: 3.0060 | LR: 2.82e-04 | 1321.8ms/step | 15.1 samples/s +Step 20640/44000 | Loss: 2.9673 | LR: 2.81e-04 | 1318.2ms/step | 15.2 samples/s +Step 20650/44000 | Loss: 2.9693 | LR: 2.81e-04 | 1319.0ms/step | 15.2 samples/s +Step 20660/44000 | Loss: 2.9868 | LR: 2.81e-04 | 1319.9ms/step | 15.2 samples/s +Step 20670/44000 | Loss: 3.0056 | LR: 2.81e-04 | 1320.0ms/step | 15.2 samples/s +Step 20680/44000 | Loss: 3.0149 | LR: 2.81e-04 | 1316.5ms/step | 15.2 samples/s +Step 20690/44000 | Loss: 2.9955 | LR: 2.81e-04 | 1315.1ms/step | 15.2 samples/s +Step 20700/44000 | Loss: 2.9981 | LR: 2.80e-04 | 1318.5ms/step | 15.2 samples/s +Step 20710/44000 | Loss: 3.0246 | LR: 2.80e-04 | 1320.8ms/step | 15.1 samples/s +Step 20720/44000 | Loss: 2.9986 | LR: 2.80e-04 | 1320.0ms/step | 15.2 samples/s +Step 20730/44000 | Loss: 2.9594 | LR: 2.80e-04 | 1317.0ms/step | 15.2 samples/s +Step 20740/44000 | Loss: 2.9811 | LR: 2.80e-04 | 1318.4ms/step | 15.2 samples/s +Step 20750/44000 | Loss: 2.9791 | LR: 2.79e-04 | 1316.3ms/step | 15.2 samples/s +Validation at step 20750: Loss = 3.0016, Perplexity = 20.12 +Step 20760/44000 | Loss: 3.0133 | LR: 2.79e-04 | 3533.4ms/step | 5.7 samples/s +Step 20770/44000 | Loss: 2.9824 | LR: 2.79e-04 | 1320.3ms/step | 15.1 samples/s +Step 20780/44000 | Loss: 2.9913 | LR: 2.79e-04 | 1319.4ms/step | 15.2 samples/s +Step 20790/44000 | Loss: 2.9990 | LR: 2.79e-04 | 1320.2ms/step | 15.1 samples/s +Step 20800/44000 | Loss: 3.0084 | LR: 2.79e-04 | 1320.5ms/step | 15.1 samples/s +Step 20810/44000 | Loss: 3.0044 | LR: 2.78e-04 | 1321.1ms/step | 15.1 samples/s +Step 20820/44000 | Loss: 2.9713 | LR: 2.78e-04 | 1319.9ms/step | 15.2 samples/s +Step 20830/44000 | Loss: 2.9892 | LR: 2.78e-04 | 1327.8ms/step | 15.1 samples/s +Step 20840/44000 | Loss: 2.9741 | LR: 2.78e-04 | 1321.7ms/step | 15.1 samples/s +Step 20850/44000 | Loss: 2.9994 | LR: 2.78e-04 | 1321.6ms/step | 15.1 samples/s +Step 20860/44000 | Loss: 2.9995 | LR: 2.77e-04 | 1324.1ms/step | 15.1 samples/s +Step 20870/44000 | Loss: 2.9695 | LR: 2.77e-04 | 1320.8ms/step | 15.1 samples/s +Step 20880/44000 | Loss: 3.0130 | LR: 2.77e-04 | 1318.7ms/step | 15.2 samples/s +Step 20890/44000 | Loss: 3.0067 | LR: 2.77e-04 | 1319.9ms/step | 15.2 samples/s +Step 20900/44000 | Loss: 2.9898 | LR: 2.77e-04 | 1321.2ms/step | 15.1 samples/s +Step 20910/44000 | Loss: 3.0176 | LR: 2.77e-04 | 1319.3ms/step | 15.2 samples/s +Step 20920/44000 | Loss: 3.0301 | LR: 2.76e-04 | 1318.0ms/step | 15.2 samples/s +Step 20930/44000 | Loss: 3.0262 | LR: 2.76e-04 | 1317.4ms/step | 15.2 samples/s +Step 20940/44000 | Loss: 3.0299 | LR: 2.76e-04 | 1317.7ms/step | 15.2 samples/s +Step 20950/44000 | Loss: 2.9917 | LR: 2.76e-04 | 1317.7ms/step | 15.2 samples/s +Step 20960/44000 | Loss: 3.0191 | LR: 2.76e-04 | 1318.1ms/step | 15.2 samples/s +Step 20970/44000 | Loss: 3.0041 | LR: 2.75e-04 | 1317.5ms/step | 15.2 samples/s +Step 20980/44000 | Loss: 3.0219 | LR: 2.75e-04 | 1317.9ms/step | 15.2 samples/s +Step 20990/44000 | Loss: 2.9802 | LR: 2.75e-04 | 1321.5ms/step | 15.1 samples/s +Step 21000/44000 | Loss: 2.9812 | LR: 2.75e-04 | 1320.9ms/step | 15.1 samples/s +Validation at step 21000: Loss = 2.9987, Perplexity = 20.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-21000 +Step 21010/44000 | Loss: 2.9989 | LR: 2.75e-04 | 3847.0ms/step | 5.2 samples/s +Step 21020/44000 | Loss: 3.0002 | LR: 2.75e-04 | 1319.2ms/step | 15.2 samples/s +Step 21030/44000 | Loss: 3.0285 | LR: 2.74e-04 | 1320.7ms/step | 15.1 samples/s +Step 21040/44000 | Loss: 3.0192 | LR: 2.74e-04 | 1320.8ms/step | 15.1 samples/s +Step 21050/44000 | Loss: 2.9912 | LR: 2.74e-04 | 1320.3ms/step | 15.1 samples/s +Step 21060/44000 | Loss: 2.9839 | LR: 2.74e-04 | 1321.9ms/step | 15.1 samples/s +Step 21070/44000 | Loss: 3.0139 | LR: 2.74e-04 | 1320.2ms/step | 15.1 samples/s +Step 21080/44000 | Loss: 2.9946 | LR: 2.73e-04 | 1320.1ms/step | 15.1 samples/s +Step 21090/44000 | Loss: 2.9969 | LR: 2.73e-04 | 1319.5ms/step | 15.2 samples/s +Step 21100/44000 | Loss: 2.9947 | LR: 2.73e-04 | 1320.0ms/step | 15.2 samples/s +Step 21110/44000 | Loss: 2.9831 | LR: 2.73e-04 | 1318.5ms/step | 15.2 samples/s +Step 21120/44000 | Loss: 2.9982 | LR: 2.73e-04 | 1317.8ms/step | 15.2 samples/s +Step 21130/44000 | Loss: 2.9834 | LR: 2.73e-04 | 1319.0ms/step | 15.2 samples/s +Step 21140/44000 | Loss: 2.9927 | LR: 2.72e-04 | 1319.6ms/step | 15.2 samples/s +Step 21150/44000 | Loss: 2.9896 | LR: 2.72e-04 | 1323.6ms/step | 15.1 samples/s +Step 21160/44000 | Loss: 2.9765 | LR: 2.72e-04 | 1321.0ms/step | 15.1 samples/s +Step 21170/44000 | Loss: 3.0116 | LR: 2.72e-04 | 1317.8ms/step | 15.2 samples/s +Step 21180/44000 | Loss: 3.0043 | LR: 2.72e-04 | 1317.2ms/step | 15.2 samples/s +Step 21190/44000 | Loss: 2.9781 | LR: 2.71e-04 | 1315.6ms/step | 15.2 samples/s +Step 21200/44000 | Loss: 2.9859 | LR: 2.71e-04 | 1317.4ms/step | 15.2 samples/s +Step 21210/44000 | Loss: 2.9948 | LR: 2.71e-04 | 1319.7ms/step | 15.2 samples/s +Step 21220/44000 | Loss: 2.9934 | LR: 2.71e-04 | 1320.2ms/step | 15.1 samples/s +Step 21230/44000 | Loss: 2.9563 | LR: 2.71e-04 | 1321.4ms/step | 15.1 samples/s +Step 21240/44000 | Loss: 2.9879 | LR: 2.71e-04 | 1319.9ms/step | 15.2 samples/s +Step 21250/44000 | Loss: 3.0056 | LR: 2.70e-04 | 1321.8ms/step | 15.1 samples/s +Validation at step 21250: Loss = 2.9970, Perplexity = 20.03 +Step 21260/44000 | Loss: 3.0162 | LR: 2.70e-04 | 3531.4ms/step | 5.7 samples/s +Step 21270/44000 | Loss: 3.0291 | LR: 2.70e-04 | 1323.7ms/step | 15.1 samples/s +Step 21280/44000 | Loss: 2.9788 | LR: 2.70e-04 | 1318.9ms/step | 15.2 samples/s +Step 21290/44000 | Loss: 3.0014 | LR: 2.70e-04 | 1320.6ms/step | 15.1 samples/s +Step 21300/44000 | Loss: 3.0087 | LR: 2.70e-04 | 1322.3ms/step | 15.1 samples/s +Step 21310/44000 | Loss: 2.9876 | LR: 2.69e-04 | 1319.2ms/step | 15.2 samples/s +Step 21320/44000 | Loss: 2.9961 | LR: 2.69e-04 | 1316.2ms/step | 15.2 samples/s +Step 21330/44000 | Loss: 3.0013 | LR: 2.69e-04 | 1319.6ms/step | 15.2 samples/s +Step 21340/44000 | Loss: 2.9842 | LR: 2.69e-04 | 1319.9ms/step | 15.2 samples/s +Step 21350/44000 | Loss: 2.9725 | LR: 2.69e-04 | 1320.0ms/step | 15.2 samples/s +Step 21360/44000 | Loss: 2.9696 | LR: 2.68e-04 | 1318.7ms/step | 15.2 samples/s +Step 21370/44000 | Loss: 2.9664 | LR: 2.68e-04 | 1319.5ms/step | 15.2 samples/s +Step 21380/44000 | Loss: 2.9913 | LR: 2.68e-04 | 1319.5ms/step | 15.2 samples/s +Step 21390/44000 | Loss: 2.9960 | LR: 2.68e-04 | 1320.6ms/step | 15.1 samples/s +Step 21400/44000 | Loss: 3.0157 | LR: 2.68e-04 | 1319.8ms/step | 15.2 samples/s +Step 21410/44000 | Loss: 3.0012 | LR: 2.68e-04 | 1317.6ms/step | 15.2 samples/s +Step 21420/44000 | Loss: 2.9461 | LR: 2.67e-04 | 1318.8ms/step | 15.2 samples/s +Step 21430/44000 | Loss: 3.0092 | LR: 2.67e-04 | 1317.8ms/step | 15.2 samples/s +Step 21440/44000 | Loss: 3.0073 | LR: 2.67e-04 | 1316.7ms/step | 15.2 samples/s +Step 21450/44000 | Loss: 3.0278 | LR: 2.67e-04 | 1318.8ms/step | 15.2 samples/s +Step 21460/44000 | Loss: 2.9556 | LR: 2.67e-04 | 1316.6ms/step | 15.2 samples/s +Step 21470/44000 | Loss: 2.9874 | LR: 2.66e-04 | 1319.3ms/step | 15.2 samples/s +Step 21480/44000 | Loss: 2.9958 | LR: 2.66e-04 | 1318.3ms/step | 15.2 samples/s +Step 21490/44000 | Loss: 3.0170 | LR: 2.66e-04 | 1318.8ms/step | 15.2 samples/s +Step 21500/44000 | Loss: 2.9920 | LR: 2.66e-04 | 1317.0ms/step | 15.2 samples/s +Validation at step 21500: Loss = 2.9940, Perplexity = 19.96 +Step 21510/44000 | Loss: 3.0056 | LR: 2.66e-04 | 3524.2ms/step | 5.7 samples/s +Step 21520/44000 | Loss: 2.9848 | LR: 2.66e-04 | 1319.7ms/step | 15.2 samples/s +Step 21530/44000 | Loss: 2.9905 | LR: 2.65e-04 | 1317.4ms/step | 15.2 samples/s +Step 21540/44000 | Loss: 2.9944 | LR: 2.65e-04 | 1320.4ms/step | 15.1 samples/s +Step 21550/44000 | Loss: 3.0242 | LR: 2.65e-04 | 1320.6ms/step | 15.1 samples/s +Step 21560/44000 | Loss: 2.9567 | LR: 2.65e-04 | 1323.7ms/step | 15.1 samples/s +Step 21570/44000 | Loss: 2.9979 | LR: 2.65e-04 | 1320.8ms/step | 15.1 samples/s +Step 21580/44000 | Loss: 2.9778 | LR: 2.64e-04 | 1321.2ms/step | 15.1 samples/s +Step 21590/44000 | Loss: 2.9713 | LR: 2.64e-04 | 1318.9ms/step | 15.2 samples/s +Step 21600/44000 | Loss: 3.0117 | LR: 2.64e-04 | 1324.3ms/step | 15.1 samples/s +Step 21610/44000 | Loss: 2.9869 | LR: 2.64e-04 | 1317.6ms/step | 15.2 samples/s +Step 21620/44000 | Loss: 2.9873 | LR: 2.64e-04 | 1317.9ms/step | 15.2 samples/s +Step 21630/44000 | Loss: 2.9706 | LR: 2.64e-04 | 1321.0ms/step | 15.1 samples/s +Step 21640/44000 | Loss: 2.9859 | LR: 2.63e-04 | 1318.2ms/step | 15.2 samples/s +Step 21650/44000 | Loss: 3.0261 | LR: 2.63e-04 | 1320.3ms/step | 15.1 samples/s +Step 21660/44000 | Loss: 2.9514 | LR: 2.63e-04 | 1320.0ms/step | 15.2 samples/s +Step 21670/44000 | Loss: 2.9742 | LR: 2.63e-04 | 1317.3ms/step | 15.2 samples/s +Step 21680/44000 | Loss: 2.9813 | LR: 2.63e-04 | 1318.9ms/step | 15.2 samples/s +Step 21690/44000 | Loss: 2.9731 | LR: 2.62e-04 | 1319.6ms/step | 15.2 samples/s +Step 21700/44000 | Loss: 2.9943 | LR: 2.62e-04 | 1320.2ms/step | 15.1 samples/s +Step 21710/44000 | Loss: 2.9722 | LR: 2.62e-04 | 1322.4ms/step | 15.1 samples/s +Step 21720/44000 | Loss: 3.0071 | LR: 2.62e-04 | 1319.7ms/step | 15.2 samples/s +Step 21730/44000 | Loss: 2.9435 | LR: 2.62e-04 | 1318.0ms/step | 15.2 samples/s +Step 21740/44000 | Loss: 2.9978 | LR: 2.62e-04 | 1320.9ms/step | 15.1 samples/s +Step 21750/44000 | Loss: 2.9948 | LR: 2.61e-04 | 1318.6ms/step | 15.2 samples/s +Validation at step 21750: Loss = 2.9909, Perplexity = 19.90 +Step 21760/44000 | Loss: 2.9828 | LR: 2.61e-04 | 3534.3ms/step | 5.7 samples/s +Step 21770/44000 | Loss: 2.9981 | LR: 2.61e-04 | 1321.7ms/step | 15.1 samples/s +Step 21780/44000 | Loss: 2.9571 | LR: 2.61e-04 | 1319.0ms/step | 15.2 samples/s +Step 21790/44000 | Loss: 2.9853 | LR: 2.61e-04 | 1317.0ms/step | 15.2 samples/s +Step 21800/44000 | Loss: 2.9868 | LR: 2.60e-04 | 1319.4ms/step | 15.2 samples/s +Step 21810/44000 | Loss: 2.9799 | LR: 2.60e-04 | 1321.3ms/step | 15.1 samples/s +Step 21820/44000 | Loss: 3.0073 | LR: 2.60e-04 | 1321.4ms/step | 15.1 samples/s +Step 21830/44000 | Loss: 2.9898 | LR: 2.60e-04 | 1322.2ms/step | 15.1 samples/s +Step 21840/44000 | Loss: 2.9671 | LR: 2.60e-04 | 1318.2ms/step | 15.2 samples/s +Step 21850/44000 | Loss: 3.0215 | LR: 2.60e-04 | 1320.8ms/step | 15.1 samples/s +Step 21860/44000 | Loss: 2.9805 | LR: 2.59e-04 | 1319.8ms/step | 15.2 samples/s +Step 21870/44000 | Loss: 2.9926 | LR: 2.59e-04 | 1318.4ms/step | 15.2 samples/s +Step 21880/44000 | Loss: 2.9759 | LR: 2.59e-04 | 1321.0ms/step | 15.1 samples/s +Step 21890/44000 | Loss: 3.0270 | LR: 2.59e-04 | 1321.2ms/step | 15.1 samples/s +Step 21900/44000 | Loss: 2.9808 | LR: 2.59e-04 | 1318.9ms/step | 15.2 samples/s +Step 21910/44000 | Loss: 2.9794 | LR: 2.58e-04 | 1320.8ms/step | 15.1 samples/s +Step 21920/44000 | Loss: 2.9699 | LR: 2.58e-04 | 1321.1ms/step | 15.1 samples/s +Step 21930/44000 | Loss: 2.9744 | LR: 2.58e-04 | 1320.3ms/step | 15.1 samples/s +Step 21940/44000 | Loss: 2.9910 | LR: 2.58e-04 | 1319.6ms/step | 15.2 samples/s +Step 21950/44000 | Loss: 2.9953 | LR: 2.58e-04 | 1318.6ms/step | 15.2 samples/s +Step 21960/44000 | Loss: 3.0018 | LR: 2.58e-04 | 1316.6ms/step | 15.2 samples/s +Step 21970/44000 | Loss: 2.9859 | LR: 2.57e-04 | 1319.4ms/step | 15.2 samples/s +Step 21980/44000 | Loss: 2.9755 | LR: 2.57e-04 | 1318.6ms/step | 15.2 samples/s +Step 21990/44000 | Loss: 3.0061 | LR: 2.57e-04 | 1322.5ms/step | 15.1 samples/s +Step 22000/44000 | Loss: 2.9558 | LR: 2.57e-04 | 1320.9ms/step | 15.1 samples/s +Validation at step 22000: Loss = 2.9886, Perplexity = 19.86 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-22000 +Step 22010/44000 | Loss: 2.9757 | LR: 2.57e-04 | 3842.8ms/step | 5.2 samples/s +Step 22020/44000 | Loss: 2.9699 | LR: 2.56e-04 | 1317.7ms/step | 15.2 samples/s +Step 22030/44000 | Loss: 2.9848 | LR: 2.56e-04 | 1317.5ms/step | 15.2 samples/s +Step 22040/44000 | Loss: 2.9537 | LR: 2.56e-04 | 1320.6ms/step | 15.1 samples/s +Step 22050/44000 | Loss: 2.9863 | LR: 2.56e-04 | 1319.5ms/step | 15.2 samples/s +Step 22060/44000 | Loss: 2.9815 | LR: 2.56e-04 | 1320.5ms/step | 15.1 samples/s +Step 22070/44000 | Loss: 2.9895 | LR: 2.56e-04 | 1320.6ms/step | 15.1 samples/s +Step 22080/44000 | Loss: 3.0155 | LR: 2.55e-04 | 1321.9ms/step | 15.1 samples/s +Step 22090/44000 | Loss: 2.9714 | LR: 2.55e-04 | 1319.4ms/step | 15.2 samples/s +Step 22100/44000 | Loss: 2.9849 | LR: 2.55e-04 | 1320.8ms/step | 15.1 samples/s +Step 22110/44000 | Loss: 2.9916 | LR: 2.55e-04 | 1321.1ms/step | 15.1 samples/s +Step 22120/44000 | Loss: 3.0159 | LR: 2.55e-04 | 1320.4ms/step | 15.1 samples/s +Step 22130/44000 | Loss: 2.9720 | LR: 2.54e-04 | 1320.2ms/step | 15.1 samples/s +Step 22140/44000 | Loss: 2.9779 | LR: 2.54e-04 | 1320.3ms/step | 15.1 samples/s +Step 22150/44000 | Loss: 2.9746 | LR: 2.54e-04 | 1317.9ms/step | 15.2 samples/s +Step 22160/44000 | Loss: 3.0032 | LR: 2.54e-04 | 1320.9ms/step | 15.1 samples/s +Step 22170/44000 | Loss: 2.9979 | LR: 2.54e-04 | 1320.3ms/step | 15.1 samples/s +Step 22180/44000 | Loss: 2.9596 | LR: 2.54e-04 | 1317.9ms/step | 15.2 samples/s +Step 22190/44000 | Loss: 2.9835 | LR: 2.53e-04 | 1318.2ms/step | 15.2 samples/s +Step 22200/44000 | Loss: 2.9956 | LR: 2.53e-04 | 1314.9ms/step | 15.2 samples/s +Step 22210/44000 | Loss: 2.9890 | LR: 2.53e-04 | 1320.6ms/step | 15.1 samples/s +Step 22220/44000 | Loss: 2.9824 | LR: 2.53e-04 | 1318.1ms/step | 15.2 samples/s +Step 22230/44000 | Loss: 2.9749 | LR: 2.53e-04 | 1317.4ms/step | 15.2 samples/s +Step 22240/44000 | Loss: 2.9755 | LR: 2.52e-04 | 1319.5ms/step | 15.2 samples/s +Step 22250/44000 | Loss: 2.9699 | LR: 2.52e-04 | 1320.2ms/step | 15.1 samples/s +Validation at step 22250: Loss = 2.9868, Perplexity = 19.82 +Step 22260/44000 | Loss: 2.9738 | LR: 2.52e-04 | 3534.5ms/step | 5.7 samples/s +Step 22270/44000 | Loss: 2.9473 | LR: 2.52e-04 | 1316.9ms/step | 15.2 samples/s +Step 22280/44000 | Loss: 2.9828 | LR: 2.52e-04 | 1321.5ms/step | 15.1 samples/s +Step 22290/44000 | Loss: 2.9845 | LR: 2.52e-04 | 1321.0ms/step | 15.1 samples/s +Step 22300/44000 | Loss: 2.9758 | LR: 2.51e-04 | 1320.6ms/step | 15.1 samples/s +Step 22310/44000 | Loss: 2.9791 | LR: 2.51e-04 | 1321.3ms/step | 15.1 samples/s +Step 22320/44000 | Loss: 2.9809 | LR: 2.51e-04 | 1320.7ms/step | 15.1 samples/s +Step 22330/44000 | Loss: 2.9879 | LR: 2.51e-04 | 1319.6ms/step | 15.2 samples/s +Step 22340/44000 | Loss: 2.9818 | LR: 2.51e-04 | 1319.1ms/step | 15.2 samples/s +Step 22350/44000 | Loss: 3.0054 | LR: 2.50e-04 | 1317.2ms/step | 15.2 samples/s +Step 22360/44000 | Loss: 3.0017 | LR: 2.50e-04 | 1316.7ms/step | 15.2 samples/s +Step 22370/44000 | Loss: 2.9862 | LR: 2.50e-04 | 1321.5ms/step | 15.1 samples/s +Step 22380/44000 | Loss: 2.9776 | LR: 2.50e-04 | 1321.6ms/step | 15.1 samples/s +Step 22390/44000 | Loss: 2.9817 | LR: 2.50e-04 | 1320.1ms/step | 15.1 samples/s +Step 22400/44000 | Loss: 2.9726 | LR: 2.50e-04 | 1316.3ms/step | 15.2 samples/s +Step 22410/44000 | Loss: 2.9793 | LR: 2.49e-04 | 1318.7ms/step | 15.2 samples/s +Step 22420/44000 | Loss: 2.9818 | LR: 2.49e-04 | 1322.7ms/step | 15.1 samples/s +Step 22430/44000 | Loss: 2.9725 | LR: 2.49e-04 | 1320.6ms/step | 15.1 samples/s +Step 22440/44000 | Loss: 2.9757 | LR: 2.49e-04 | 1318.2ms/step | 15.2 samples/s +Step 22450/44000 | Loss: 2.9717 | LR: 2.49e-04 | 1322.5ms/step | 15.1 samples/s +Step 22460/44000 | Loss: 2.9556 | LR: 2.48e-04 | 1322.0ms/step | 15.1 samples/s +Step 22470/44000 | Loss: 2.9837 | LR: 2.48e-04 | 1317.5ms/step | 15.2 samples/s +Step 22480/44000 | Loss: 2.9717 | LR: 2.48e-04 | 1321.5ms/step | 15.1 samples/s +Step 22490/44000 | Loss: 2.9815 | LR: 2.48e-04 | 1321.4ms/step | 15.1 samples/s +Step 22500/44000 | Loss: 2.9787 | LR: 2.48e-04 | 1320.4ms/step | 15.1 samples/s +Validation at step 22500: Loss = 2.9842, Perplexity = 19.77 +Step 22510/44000 | Loss: 2.9716 | LR: 2.48e-04 | 3536.5ms/step | 5.7 samples/s +Step 22520/44000 | Loss: 2.9773 | LR: 2.47e-04 | 1322.0ms/step | 15.1 samples/s +Step 22530/44000 | Loss: 2.9815 | LR: 2.47e-04 | 1313.4ms/step | 15.2 samples/s +Step 22540/44000 | Loss: 2.9975 | LR: 2.47e-04 | 1315.9ms/step | 15.2 samples/s +Step 22550/44000 | Loss: 2.9856 | LR: 2.47e-04 | 1319.2ms/step | 15.2 samples/s +Step 22560/44000 | Loss: 2.9772 | LR: 2.47e-04 | 1313.6ms/step | 15.2 samples/s +Step 22570/44000 | Loss: 2.9747 | LR: 2.46e-04 | 1314.1ms/step | 15.2 samples/s +Step 22580/44000 | Loss: 3.0056 | LR: 2.46e-04 | 1317.6ms/step | 15.2 samples/s +Step 22590/44000 | Loss: 2.9894 | LR: 2.46e-04 | 1314.4ms/step | 15.2 samples/s +Step 22600/44000 | Loss: 2.9979 | LR: 2.46e-04 | 1314.7ms/step | 15.2 samples/s +Step 22610/44000 | Loss: 2.9435 | LR: 2.46e-04 | 1313.2ms/step | 15.2 samples/s +Step 22620/44000 | Loss: 2.9951 | LR: 2.46e-04 | 1314.4ms/step | 15.2 samples/s +Step 22630/44000 | Loss: 2.9699 | LR: 2.45e-04 | 1312.8ms/step | 15.2 samples/s +Step 22640/44000 | Loss: 2.9556 | LR: 2.45e-04 | 1313.8ms/step | 15.2 samples/s +Step 22650/44000 | Loss: 2.9452 | LR: 2.45e-04 | 1314.5ms/step | 15.2 samples/s +Step 22660/44000 | Loss: 2.9717 | LR: 2.45e-04 | 1314.8ms/step | 15.2 samples/s +Step 22670/44000 | Loss: 2.9655 | LR: 2.45e-04 | 1312.5ms/step | 15.2 samples/s +Step 22680/44000 | Loss: 2.9571 | LR: 2.44e-04 | 1313.2ms/step | 15.2 samples/s +Step 22690/44000 | Loss: 2.9646 | LR: 2.44e-04 | 1311.8ms/step | 15.2 samples/s +Step 22700/44000 | Loss: 2.9869 | LR: 2.44e-04 | 1312.8ms/step | 15.2 samples/s +Step 22710/44000 | Loss: 2.9970 | LR: 2.44e-04 | 1313.7ms/step | 15.2 samples/s +Step 22720/44000 | Loss: 2.9411 | LR: 2.44e-04 | 1314.3ms/step | 15.2 samples/s +Step 22730/44000 | Loss: 3.0035 | LR: 2.44e-04 | 1314.3ms/step | 15.2 samples/s +Step 22740/44000 | Loss: 2.9534 | LR: 2.43e-04 | 1314.3ms/step | 15.2 samples/s +Step 22750/44000 | Loss: 2.9756 | LR: 2.43e-04 | 1313.8ms/step | 15.2 samples/s +Validation at step 22750: Loss = 2.9815, Perplexity = 19.72 +Step 22760/44000 | Loss: 2.9585 | LR: 2.43e-04 | 3515.2ms/step | 5.7 samples/s +Step 22770/44000 | Loss: 2.9642 | LR: 2.43e-04 | 1315.8ms/step | 15.2 samples/s +Step 22780/44000 | Loss: 3.0086 | LR: 2.43e-04 | 1314.4ms/step | 15.2 samples/s +Step 22790/44000 | Loss: 2.9651 | LR: 2.42e-04 | 1310.7ms/step | 15.3 samples/s +Step 22800/44000 | Loss: 2.9891 | LR: 2.42e-04 | 1309.6ms/step | 15.3 samples/s +Step 22810/44000 | Loss: 2.9712 | LR: 2.42e-04 | 1308.7ms/step | 15.3 samples/s +Step 22820/44000 | Loss: 2.9705 | LR: 2.42e-04 | 1309.5ms/step | 15.3 samples/s +Step 22830/44000 | Loss: 2.9785 | LR: 2.42e-04 | 1310.1ms/step | 15.3 samples/s +Step 22840/44000 | Loss: 2.9640 | LR: 2.42e-04 | 1309.9ms/step | 15.3 samples/s +Step 22850/44000 | Loss: 2.9375 | LR: 2.41e-04 | 1310.1ms/step | 15.3 samples/s +Step 22860/44000 | Loss: 2.9741 | LR: 2.41e-04 | 1310.1ms/step | 15.3 samples/s +Step 22870/44000 | Loss: 2.9541 | LR: 2.41e-04 | 1309.8ms/step | 15.3 samples/s +Step 22880/44000 | Loss: 2.9441 | LR: 2.41e-04 | 1310.0ms/step | 15.3 samples/s +Step 22890/44000 | Loss: 2.9986 | LR: 2.41e-04 | 1312.7ms/step | 15.2 samples/s +Step 22900/44000 | Loss: 2.9714 | LR: 2.40e-04 | 1311.6ms/step | 15.2 samples/s +Step 22910/44000 | Loss: 2.9681 | LR: 2.40e-04 | 1315.8ms/step | 15.2 samples/s +Step 22920/44000 | Loss: 2.9827 | LR: 2.40e-04 | 1314.5ms/step | 15.2 samples/s +Step 22930/44000 | Loss: 2.9691 | LR: 2.40e-04 | 1317.8ms/step | 15.2 samples/s +Step 22940/44000 | Loss: 2.9744 | LR: 2.40e-04 | 1315.1ms/step | 15.2 samples/s +Step 22950/44000 | Loss: 2.9985 | LR: 2.40e-04 | 1313.3ms/step | 15.2 samples/s +Step 22960/44000 | Loss: 2.9899 | LR: 2.39e-04 | 1316.5ms/step | 15.2 samples/s +Step 22970/44000 | Loss: 2.9730 | LR: 2.39e-04 | 1318.4ms/step | 15.2 samples/s +Step 22980/44000 | Loss: 2.9841 | LR: 2.39e-04 | 1313.6ms/step | 15.2 samples/s +Step 22990/44000 | Loss: 2.9801 | LR: 2.39e-04 | 1314.6ms/step | 15.2 samples/s +Step 23000/44000 | Loss: 2.9513 | LR: 2.39e-04 | 1315.3ms/step | 15.2 samples/s +Validation at step 23000: Loss = 2.9793, Perplexity = 19.67 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-23000 +Step 23010/44000 | Loss: 2.9400 | LR: 2.38e-04 | 3844.5ms/step | 5.2 samples/s +Step 23020/44000 | Loss: 2.9883 | LR: 2.38e-04 | 1317.7ms/step | 15.2 samples/s +Step 23030/44000 | Loss: 2.9525 | LR: 2.38e-04 | 1323.2ms/step | 15.1 samples/s +Step 23040/44000 | Loss: 2.9858 | LR: 2.38e-04 | 1321.2ms/step | 15.1 samples/s +Step 23050/44000 | Loss: 2.9812 | LR: 2.38e-04 | 1321.7ms/step | 15.1 samples/s +Step 23060/44000 | Loss: 3.0023 | LR: 2.38e-04 | 1320.7ms/step | 15.1 samples/s +Step 23070/44000 | Loss: 2.9446 | LR: 2.37e-04 | 1318.7ms/step | 15.2 samples/s +Step 23080/44000 | Loss: 2.9490 | LR: 2.37e-04 | 1320.4ms/step | 15.1 samples/s +Step 23090/44000 | Loss: 2.9871 | LR: 2.37e-04 | 1319.9ms/step | 15.2 samples/s +Step 23100/44000 | Loss: 2.9735 | LR: 2.37e-04 | 1323.3ms/step | 15.1 samples/s +Step 23110/44000 | Loss: 2.9879 | LR: 2.37e-04 | 1317.8ms/step | 15.2 samples/s +Step 23120/44000 | Loss: 2.9739 | LR: 2.36e-04 | 1318.7ms/step | 15.2 samples/s +Step 23130/44000 | Loss: 2.9612 | LR: 2.36e-04 | 1320.9ms/step | 15.1 samples/s +Step 23140/44000 | Loss: 2.9848 | LR: 2.36e-04 | 1322.3ms/step | 15.1 samples/s +Step 23150/44000 | Loss: 2.9513 | LR: 2.36e-04 | 1324.3ms/step | 15.1 samples/s +Step 23160/44000 | Loss: 2.9315 | LR: 2.36e-04 | 1320.5ms/step | 15.1 samples/s +Step 23170/44000 | Loss: 2.9630 | LR: 2.36e-04 | 1316.0ms/step | 15.2 samples/s +Step 23180/44000 | Loss: 2.9603 | LR: 2.35e-04 | 1319.7ms/step | 15.2 samples/s +Step 23190/44000 | Loss: 3.0060 | LR: 2.35e-04 | 1324.1ms/step | 15.1 samples/s +Step 23200/44000 | Loss: 2.9911 | LR: 2.35e-04 | 1320.0ms/step | 15.2 samples/s +Step 23210/44000 | Loss: 2.9909 | LR: 2.35e-04 | 1320.7ms/step | 15.1 samples/s +Step 23220/44000 | Loss: 2.9616 | LR: 2.35e-04 | 1321.0ms/step | 15.1 samples/s +Step 23230/44000 | Loss: 2.9692 | LR: 2.34e-04 | 1324.0ms/step | 15.1 samples/s +Step 23240/44000 | Loss: 2.9782 | LR: 2.34e-04 | 1321.4ms/step | 15.1 samples/s +Step 23250/44000 | Loss: 2.9638 | LR: 2.34e-04 | 1321.1ms/step | 15.1 samples/s +Validation at step 23250: Loss = 2.9770, Perplexity = 19.63 +Step 23260/44000 | Loss: 2.9689 | LR: 2.34e-04 | 3534.9ms/step | 5.7 samples/s +Step 23270/44000 | Loss: 2.9546 | LR: 2.34e-04 | 1317.3ms/step | 15.2 samples/s +Step 23280/44000 | Loss: 2.9651 | LR: 2.34e-04 | 1323.6ms/step | 15.1 samples/s +Step 23290/44000 | Loss: 3.0085 | LR: 2.33e-04 | 1320.9ms/step | 15.1 samples/s +Step 23300/44000 | Loss: 2.9617 | LR: 2.33e-04 | 1323.3ms/step | 15.1 samples/s +Step 23310/44000 | Loss: 2.9738 | LR: 2.33e-04 | 1322.4ms/step | 15.1 samples/s +Step 23320/44000 | Loss: 3.0037 | LR: 2.33e-04 | 1319.1ms/step | 15.2 samples/s +Step 23330/44000 | Loss: 2.9497 | LR: 2.33e-04 | 1325.5ms/step | 15.1 samples/s +Step 23340/44000 | Loss: 2.9674 | LR: 2.32e-04 | 1322.5ms/step | 15.1 samples/s +Step 23350/44000 | Loss: 2.9578 | LR: 2.32e-04 | 1322.4ms/step | 15.1 samples/s +Step 23360/44000 | Loss: 2.9597 | LR: 2.32e-04 | 1319.7ms/step | 15.2 samples/s +Step 23370/44000 | Loss: 2.9887 | LR: 2.32e-04 | 1318.1ms/step | 15.2 samples/s +Step 23380/44000 | Loss: 2.9748 | LR: 2.32e-04 | 1319.2ms/step | 15.2 samples/s +Step 23390/44000 | Loss: 2.9889 | LR: 2.32e-04 | 1320.1ms/step | 15.2 samples/s +Step 23400/44000 | Loss: 2.9872 | LR: 2.31e-04 | 1317.9ms/step | 15.2 samples/s +Step 23410/44000 | Loss: 2.9948 | LR: 2.31e-04 | 1319.5ms/step | 15.2 samples/s +Step 23420/44000 | Loss: 2.9654 | LR: 2.31e-04 | 1316.8ms/step | 15.2 samples/s +Step 23430/44000 | Loss: 2.9821 | LR: 2.31e-04 | 1321.4ms/step | 15.1 samples/s +Step 23440/44000 | Loss: 3.0094 | LR: 2.31e-04 | 1320.1ms/step | 15.1 samples/s +Step 23450/44000 | Loss: 2.9433 | LR: 2.30e-04 | 1321.5ms/step | 15.1 samples/s +Step 23460/44000 | Loss: 2.9791 | LR: 2.30e-04 | 1318.8ms/step | 15.2 samples/s +Step 23470/44000 | Loss: 2.9833 | LR: 2.30e-04 | 1323.6ms/step | 15.1 samples/s +Step 23480/44000 | Loss: 2.9915 | LR: 2.30e-04 | 1322.1ms/step | 15.1 samples/s +Step 23490/44000 | Loss: 3.0019 | LR: 2.30e-04 | 1321.2ms/step | 15.1 samples/s +Step 23500/44000 | Loss: 2.9610 | LR: 2.30e-04 | 1320.2ms/step | 15.1 samples/s +Validation at step 23500: Loss = 2.9749, Perplexity = 19.59 +Step 23510/44000 | Loss: 2.9809 | LR: 2.29e-04 | 3529.3ms/step | 5.7 samples/s +Step 23520/44000 | Loss: 2.9650 | LR: 2.29e-04 | 1322.0ms/step | 15.1 samples/s +Step 23530/44000 | Loss: 2.9650 | LR: 2.29e-04 | 1319.1ms/step | 15.2 samples/s +Step 23540/44000 | Loss: 2.9959 | LR: 2.29e-04 | 1322.0ms/step | 15.1 samples/s +Step 23550/44000 | Loss: 2.9599 | LR: 2.29e-04 | 1322.4ms/step | 15.1 samples/s +Step 23560/44000 | Loss: 2.9964 | LR: 2.29e-04 | 1319.5ms/step | 15.2 samples/s +Step 23570/44000 | Loss: 2.9452 | LR: 2.28e-04 | 1320.3ms/step | 15.1 samples/s +Step 23580/44000 | Loss: 2.9561 | LR: 2.28e-04 | 1321.2ms/step | 15.1 samples/s +Step 23590/44000 | Loss: 2.9552 | LR: 2.28e-04 | 1315.3ms/step | 15.2 samples/s +Step 23600/44000 | Loss: 2.9814 | LR: 2.28e-04 | 1322.6ms/step | 15.1 samples/s +Step 23610/44000 | Loss: 2.9722 | LR: 2.28e-04 | 1316.8ms/step | 15.2 samples/s +Step 23620/44000 | Loss: 2.9858 | LR: 2.27e-04 | 1319.7ms/step | 15.2 samples/s +Step 23630/44000 | Loss: 2.9931 | LR: 2.27e-04 | 1318.8ms/step | 15.2 samples/s +Step 23640/44000 | Loss: 2.9496 | LR: 2.27e-04 | 1319.9ms/step | 15.2 samples/s +Step 23650/44000 | Loss: 2.9159 | LR: 2.27e-04 | 1319.7ms/step | 15.2 samples/s +Step 23660/44000 | Loss: 2.9638 | LR: 2.27e-04 | 1315.9ms/step | 15.2 samples/s +Step 23670/44000 | Loss: 2.9397 | LR: 2.27e-04 | 1315.4ms/step | 15.2 samples/s +Step 23680/44000 | Loss: 2.9529 | LR: 2.26e-04 | 1318.9ms/step | 15.2 samples/s +Step 23690/44000 | Loss: 2.9317 | LR: 2.26e-04 | 1317.2ms/step | 15.2 samples/s +Step 23700/44000 | Loss: 2.9809 | LR: 2.26e-04 | 1318.6ms/step | 15.2 samples/s +Step 23710/44000 | Loss: 2.9600 | LR: 2.26e-04 | 1323.2ms/step | 15.1 samples/s +Step 23720/44000 | Loss: 2.9809 | LR: 2.26e-04 | 1317.2ms/step | 15.2 samples/s +Step 23730/44000 | Loss: 2.9199 | LR: 2.25e-04 | 1324.1ms/step | 15.1 samples/s +Step 23740/44000 | Loss: 2.9722 | LR: 2.25e-04 | 1322.1ms/step | 15.1 samples/s +Step 23750/44000 | Loss: 2.9305 | LR: 2.25e-04 | 1317.7ms/step | 15.2 samples/s +Validation at step 23750: Loss = 2.9728, Perplexity = 19.55 +Step 23760/44000 | Loss: 2.9677 | LR: 2.25e-04 | 3528.4ms/step | 5.7 samples/s +Step 23770/44000 | Loss: 2.9626 | LR: 2.25e-04 | 1319.4ms/step | 15.2 samples/s +Step 23780/44000 | Loss: 2.9852 | LR: 2.25e-04 | 1321.6ms/step | 15.1 samples/s +Step 23790/44000 | Loss: 2.9907 | LR: 2.24e-04 | 1324.7ms/step | 15.1 samples/s +Step 23800/44000 | Loss: 2.9723 | LR: 2.24e-04 | 1324.4ms/step | 15.1 samples/s +Step 23810/44000 | Loss: 2.9435 | LR: 2.24e-04 | 1321.5ms/step | 15.1 samples/s +Step 23820/44000 | Loss: 2.9578 | LR: 2.24e-04 | 1318.0ms/step | 15.2 samples/s +Step 23830/44000 | Loss: 2.9912 | LR: 2.24e-04 | 1323.3ms/step | 15.1 samples/s +Step 23840/44000 | Loss: 2.9818 | LR: 2.23e-04 | 1320.4ms/step | 15.1 samples/s +Step 23850/44000 | Loss: 2.9461 | LR: 2.23e-04 | 1322.7ms/step | 15.1 samples/s +Step 23860/44000 | Loss: 2.9601 | LR: 2.23e-04 | 1321.6ms/step | 15.1 samples/s +Step 23870/44000 | Loss: 2.9636 | LR: 2.23e-04 | 1320.4ms/step | 15.1 samples/s +Step 23880/44000 | Loss: 3.0031 | LR: 2.23e-04 | 1317.9ms/step | 15.2 samples/s +Step 23890/44000 | Loss: 2.9595 | LR: 2.23e-04 | 1320.1ms/step | 15.2 samples/s +Step 23900/44000 | Loss: 2.9479 | LR: 2.22e-04 | 1321.4ms/step | 15.1 samples/s +Step 23910/44000 | Loss: 2.9614 | LR: 2.22e-04 | 1321.5ms/step | 15.1 samples/s +Step 23920/44000 | Loss: 2.9627 | LR: 2.22e-04 | 1322.5ms/step | 15.1 samples/s +Step 23930/44000 | Loss: 2.9543 | LR: 2.22e-04 | 1319.8ms/step | 15.2 samples/s +Step 23940/44000 | Loss: 2.9540 | LR: 2.22e-04 | 1320.8ms/step | 15.1 samples/s +Step 23950/44000 | Loss: 2.9658 | LR: 2.21e-04 | 1319.1ms/step | 15.2 samples/s +Step 23960/44000 | Loss: 2.9823 | LR: 2.21e-04 | 1316.6ms/step | 15.2 samples/s +Step 23970/44000 | Loss: 2.9795 | LR: 2.21e-04 | 1319.9ms/step | 15.2 samples/s +Step 23980/44000 | Loss: 2.9791 | LR: 2.21e-04 | 1322.3ms/step | 15.1 samples/s +Step 23990/44000 | Loss: 2.9559 | LR: 2.21e-04 | 1323.1ms/step | 15.1 samples/s +Step 24000/44000 | Loss: 2.9583 | LR: 2.21e-04 | 1319.1ms/step | 15.2 samples/s +Validation at step 24000: Loss = 2.9709, Perplexity = 19.51 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-24000 +Step 24010/44000 | Loss: 2.9700 | LR: 2.20e-04 | 3841.9ms/step | 5.2 samples/s +Step 24020/44000 | Loss: 2.9394 | LR: 2.20e-04 | 1317.5ms/step | 15.2 samples/s +Step 24030/44000 | Loss: 2.9995 | LR: 2.20e-04 | 1319.2ms/step | 15.2 samples/s +Step 24040/44000 | Loss: 2.9390 | LR: 2.20e-04 | 1319.3ms/step | 15.2 samples/s +Step 24050/44000 | Loss: 2.9418 | LR: 2.20e-04 | 1319.0ms/step | 15.2 samples/s +Step 24060/44000 | Loss: 3.0195 | LR: 2.19e-04 | 1320.3ms/step | 15.1 samples/s +Step 24070/44000 | Loss: 2.9726 | LR: 2.19e-04 | 1322.0ms/step | 15.1 samples/s +Step 24080/44000 | Loss: 2.9608 | LR: 2.19e-04 | 1320.8ms/step | 15.1 samples/s +Step 24090/44000 | Loss: 3.0028 | LR: 2.19e-04 | 1323.5ms/step | 15.1 samples/s +Step 24100/44000 | Loss: 2.9675 | LR: 2.19e-04 | 1318.9ms/step | 15.2 samples/s +Step 24110/44000 | Loss: 2.9863 | LR: 2.19e-04 | 1323.6ms/step | 15.1 samples/s +Step 24120/44000 | Loss: 2.9745 | LR: 2.18e-04 | 1321.8ms/step | 15.1 samples/s +Step 24130/44000 | Loss: 2.9943 | LR: 2.18e-04 | 1322.0ms/step | 15.1 samples/s +Step 24140/44000 | Loss: 2.9648 | LR: 2.18e-04 | 1318.1ms/step | 15.2 samples/s +Step 24150/44000 | Loss: 2.9653 | LR: 2.18e-04 | 1321.4ms/step | 15.1 samples/s +Step 24160/44000 | Loss: 2.9660 | LR: 2.18e-04 | 1322.7ms/step | 15.1 samples/s +Step 24170/44000 | Loss: 2.9743 | LR: 2.17e-04 | 1322.7ms/step | 15.1 samples/s +Step 24180/44000 | Loss: 2.9715 | LR: 2.17e-04 | 1319.2ms/step | 15.2 samples/s +Step 24190/44000 | Loss: 2.9858 | LR: 2.17e-04 | 1322.1ms/step | 15.1 samples/s +Step 24200/44000 | Loss: 2.9597 | LR: 2.17e-04 | 1324.0ms/step | 15.1 samples/s +Step 24210/44000 | Loss: 2.9584 | LR: 2.17e-04 | 1323.5ms/step | 15.1 samples/s +Step 24220/44000 | Loss: 2.9687 | LR: 2.17e-04 | 1322.1ms/step | 15.1 samples/s +Step 24230/44000 | Loss: 2.9827 | LR: 2.16e-04 | 1325.4ms/step | 15.1 samples/s +Step 24240/44000 | Loss: 2.9852 | LR: 2.16e-04 | 1322.3ms/step | 15.1 samples/s +Step 24250/44000 | Loss: 2.9892 | LR: 2.16e-04 | 1323.7ms/step | 15.1 samples/s +Validation at step 24250: Loss = 2.9686, Perplexity = 19.46 +Step 24260/44000 | Loss: 2.9582 | LR: 2.16e-04 | 3536.4ms/step | 5.7 samples/s +Step 24270/44000 | Loss: 2.9654 | LR: 2.16e-04 | 1319.1ms/step | 15.2 samples/s +Step 24280/44000 | Loss: 2.9606 | LR: 2.16e-04 | 1320.0ms/step | 15.2 samples/s +Step 24290/44000 | Loss: 2.9676 | LR: 2.15e-04 | 1321.0ms/step | 15.1 samples/s +Step 24300/44000 | Loss: 2.9763 | LR: 2.15e-04 | 1317.4ms/step | 15.2 samples/s +Step 24310/44000 | Loss: 2.9760 | LR: 2.15e-04 | 1317.1ms/step | 15.2 samples/s +Step 24320/44000 | Loss: 2.9603 | LR: 2.15e-04 | 1318.7ms/step | 15.2 samples/s +Step 24330/44000 | Loss: 2.9542 | LR: 2.15e-04 | 1320.9ms/step | 15.1 samples/s +Step 24340/44000 | Loss: 2.9374 | LR: 2.14e-04 | 1321.6ms/step | 15.1 samples/s +Step 24350/44000 | Loss: 2.9894 | LR: 2.14e-04 | 1320.3ms/step | 15.1 samples/s +Step 24360/44000 | Loss: 2.9718 | LR: 2.14e-04 | 1323.6ms/step | 15.1 samples/s +Step 24370/44000 | Loss: 2.9786 | LR: 2.14e-04 | 1322.0ms/step | 15.1 samples/s +Step 24380/44000 | Loss: 2.9537 | LR: 2.14e-04 | 1318.9ms/step | 15.2 samples/s +Step 24390/44000 | Loss: 2.9231 | LR: 2.14e-04 | 1320.4ms/step | 15.1 samples/s +Step 24400/44000 | Loss: 2.9713 | LR: 2.13e-04 | 1322.0ms/step | 15.1 samples/s +Step 24410/44000 | Loss: 2.9549 | LR: 2.13e-04 | 1320.1ms/step | 15.2 samples/s +Step 24420/44000 | Loss: 2.9524 | LR: 2.13e-04 | 1321.2ms/step | 15.1 samples/s +Step 24430/44000 | Loss: 2.9352 | LR: 2.13e-04 | 1319.4ms/step | 15.2 samples/s +Step 24440/44000 | Loss: 2.9373 | LR: 2.13e-04 | 1319.4ms/step | 15.2 samples/s +Step 24450/44000 | Loss: 2.9691 | LR: 2.12e-04 | 1320.5ms/step | 15.1 samples/s +Step 24460/44000 | Loss: 2.9443 | LR: 2.12e-04 | 1324.5ms/step | 15.1 samples/s +Step 24470/44000 | Loss: 2.9431 | LR: 2.12e-04 | 1320.2ms/step | 15.1 samples/s +Step 24480/44000 | Loss: 2.9821 | LR: 2.12e-04 | 1319.4ms/step | 15.2 samples/s +Step 24490/44000 | Loss: 2.9600 | LR: 2.12e-04 | 1320.6ms/step | 15.1 samples/s +Step 24500/44000 | Loss: 2.9612 | LR: 2.12e-04 | 1317.7ms/step | 15.2 samples/s +Validation at step 24500: Loss = 2.9672, Perplexity = 19.44 +Step 24510/44000 | Loss: 2.9934 | LR: 2.11e-04 | 3537.5ms/step | 5.7 samples/s +Step 24520/44000 | Loss: 2.9837 | LR: 2.11e-04 | 1323.3ms/step | 15.1 samples/s +Step 24530/44000 | Loss: 2.9583 | LR: 2.11e-04 | 1317.8ms/step | 15.2 samples/s +Step 24540/44000 | Loss: 2.9397 | LR: 2.11e-04 | 1318.9ms/step | 15.2 samples/s +Step 24550/44000 | Loss: 2.9748 | LR: 2.11e-04 | 1318.7ms/step | 15.2 samples/s +Step 24560/44000 | Loss: 2.9675 | LR: 2.10e-04 | 1316.5ms/step | 15.2 samples/s +Step 24570/44000 | Loss: 2.9520 | LR: 2.10e-04 | 1317.4ms/step | 15.2 samples/s +Step 24580/44000 | Loss: 2.9546 | LR: 2.10e-04 | 1321.0ms/step | 15.1 samples/s +Step 24590/44000 | Loss: 2.9672 | LR: 2.10e-04 | 1319.5ms/step | 15.2 samples/s +Step 24600/44000 | Loss: 2.9573 | LR: 2.10e-04 | 1315.2ms/step | 15.2 samples/s +Step 24610/44000 | Loss: 2.9720 | LR: 2.10e-04 | 1319.9ms/step | 15.2 samples/s +Step 24620/44000 | Loss: 2.9555 | LR: 2.09e-04 | 1318.7ms/step | 15.2 samples/s +Step 24630/44000 | Loss: 2.9229 | LR: 2.09e-04 | 1319.7ms/step | 15.2 samples/s +Step 24640/44000 | Loss: 2.9220 | LR: 2.09e-04 | 1318.8ms/step | 15.2 samples/s +Step 24650/44000 | Loss: 2.9347 | LR: 2.09e-04 | 1322.6ms/step | 15.1 samples/s +Step 24660/44000 | Loss: 2.9949 | LR: 2.09e-04 | 1321.0ms/step | 15.1 samples/s +Step 24670/44000 | Loss: 2.9421 | LR: 2.09e-04 | 1324.4ms/step | 15.1 samples/s +Step 24680/44000 | Loss: 2.9653 | LR: 2.08e-04 | 1318.4ms/step | 15.2 samples/s +Step 24690/44000 | Loss: 2.9451 | LR: 2.08e-04 | 1321.1ms/step | 15.1 samples/s +Step 24700/44000 | Loss: 2.9754 | LR: 2.08e-04 | 1325.1ms/step | 15.1 samples/s +Step 24710/44000 | Loss: 2.9721 | LR: 2.08e-04 | 1318.9ms/step | 15.2 samples/s +Step 24720/44000 | Loss: 2.9636 | LR: 2.08e-04 | 1319.0ms/step | 15.2 samples/s +Step 24730/44000 | Loss: 2.9755 | LR: 2.07e-04 | 1321.4ms/step | 15.1 samples/s +Step 24740/44000 | Loss: 2.9270 | LR: 2.07e-04 | 1320.6ms/step | 15.1 samples/s +Step 24750/44000 | Loss: 2.9329 | LR: 2.07e-04 | 1319.8ms/step | 15.2 samples/s +Validation at step 24750: Loss = 2.9651, Perplexity = 19.40 +Step 24760/44000 | Loss: 2.9528 | LR: 2.07e-04 | 3529.1ms/step | 5.7 samples/s +Step 24770/44000 | Loss: 2.9846 | LR: 2.07e-04 | 1317.6ms/step | 15.2 samples/s +Step 24780/44000 | Loss: 3.0016 | LR: 2.07e-04 | 1315.5ms/step | 15.2 samples/s +Step 24790/44000 | Loss: 2.9575 | LR: 2.06e-04 | 1317.9ms/step | 15.2 samples/s +Step 24800/44000 | Loss: 2.9474 | LR: 2.06e-04 | 1316.4ms/step | 15.2 samples/s +Step 24810/44000 | Loss: 2.9417 | LR: 2.06e-04 | 1317.4ms/step | 15.2 samples/s +Step 24820/44000 | Loss: 2.9781 | LR: 2.06e-04 | 1318.8ms/step | 15.2 samples/s +Step 24830/44000 | Loss: 2.9834 | LR: 2.06e-04 | 1319.3ms/step | 15.2 samples/s +Step 24840/44000 | Loss: 2.9374 | LR: 2.05e-04 | 1316.9ms/step | 15.2 samples/s +Step 24850/44000 | Loss: 3.0027 | LR: 2.05e-04 | 1318.0ms/step | 15.2 samples/s +Step 24860/44000 | Loss: 2.9507 | LR: 2.05e-04 | 1319.8ms/step | 15.2 samples/s +Step 24870/44000 | Loss: 2.9388 | LR: 2.05e-04 | 1319.0ms/step | 15.2 samples/s +Step 24880/44000 | Loss: 2.9857 | LR: 2.05e-04 | 1318.7ms/step | 15.2 samples/s +Step 24890/44000 | Loss: 2.9620 | LR: 2.05e-04 | 1319.7ms/step | 15.2 samples/s +Step 24900/44000 | Loss: 2.9625 | LR: 2.04e-04 | 1321.3ms/step | 15.1 samples/s +Step 24910/44000 | Loss: 2.9622 | LR: 2.04e-04 | 1318.4ms/step | 15.2 samples/s +Step 24920/44000 | Loss: 2.9900 | LR: 2.04e-04 | 1321.6ms/step | 15.1 samples/s +Step 24930/44000 | Loss: 2.9448 | LR: 2.04e-04 | 1322.1ms/step | 15.1 samples/s +Step 24940/44000 | Loss: 2.9450 | LR: 2.04e-04 | 1321.4ms/step | 15.1 samples/s +Step 24950/44000 | Loss: 2.9646 | LR: 2.04e-04 | 1323.0ms/step | 15.1 samples/s +Step 24960/44000 | Loss: 2.9458 | LR: 2.03e-04 | 1324.0ms/step | 15.1 samples/s +Step 24970/44000 | Loss: 2.9737 | LR: 2.03e-04 | 1320.7ms/step | 15.1 samples/s +Step 24980/44000 | Loss: 2.9577 | LR: 2.03e-04 | 1321.7ms/step | 15.1 samples/s +Step 24990/44000 | Loss: 2.9611 | LR: 2.03e-04 | 1319.3ms/step | 15.2 samples/s +Step 25000/44000 | Loss: 2.9612 | LR: 2.03e-04 | 1322.0ms/step | 15.1 samples/s +Validation at step 25000: Loss = 2.9630, Perplexity = 19.36 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-25000 +Step 25010/44000 | Loss: 2.9470 | LR: 2.02e-04 | 3852.7ms/step | 5.2 samples/s +Step 25020/44000 | Loss: 2.9582 | LR: 2.02e-04 | 1319.9ms/step | 15.2 samples/s +Step 25030/44000 | Loss: 2.9468 | LR: 2.02e-04 | 1323.0ms/step | 15.1 samples/s +Step 25040/44000 | Loss: 2.9431 | LR: 2.02e-04 | 1321.3ms/step | 15.1 samples/s +Step 25050/44000 | Loss: 2.9555 | LR: 2.02e-04 | 1320.4ms/step | 15.1 samples/s +Step 25060/44000 | Loss: 2.9452 | LR: 2.02e-04 | 1317.2ms/step | 15.2 samples/s +Step 25070/44000 | Loss: 2.9545 | LR: 2.01e-04 | 1318.3ms/step | 15.2 samples/s +Step 25080/44000 | Loss: 2.9675 | LR: 2.01e-04 | 1319.8ms/step | 15.2 samples/s +Step 25090/44000 | Loss: 2.9936 | LR: 2.01e-04 | 1320.7ms/step | 15.1 samples/s +Step 25100/44000 | Loss: 2.9559 | LR: 2.01e-04 | 1316.8ms/step | 15.2 samples/s +Step 25110/44000 | Loss: 2.9650 | LR: 2.01e-04 | 1317.3ms/step | 15.2 samples/s +Step 25120/44000 | Loss: 2.9869 | LR: 2.00e-04 | 1317.0ms/step | 15.2 samples/s +Step 25130/44000 | Loss: 2.9660 | LR: 2.00e-04 | 1319.8ms/step | 15.2 samples/s +Step 25140/44000 | Loss: 2.9618 | LR: 2.00e-04 | 1312.8ms/step | 15.2 samples/s +Step 25150/44000 | Loss: 2.9666 | LR: 2.00e-04 | 1320.0ms/step | 15.2 samples/s +Step 25160/44000 | Loss: 2.9867 | LR: 2.00e-04 | 1314.8ms/step | 15.2 samples/s +Step 25170/44000 | Loss: 2.9275 | LR: 2.00e-04 | 1318.7ms/step | 15.2 samples/s +Step 25180/44000 | Loss: 2.9505 | LR: 1.99e-04 | 1314.3ms/step | 15.2 samples/s +Step 25190/44000 | Loss: 2.9649 | LR: 1.99e-04 | 1316.6ms/step | 15.2 samples/s +Step 25200/44000 | Loss: 2.9616 | LR: 1.99e-04 | 1322.3ms/step | 15.1 samples/s +Step 25210/44000 | Loss: 2.9781 | LR: 1.99e-04 | 1317.2ms/step | 15.2 samples/s +Step 25220/44000 | Loss: 2.9490 | LR: 1.99e-04 | 1319.7ms/step | 15.2 samples/s +Step 25230/44000 | Loss: 2.9636 | LR: 1.99e-04 | 1318.5ms/step | 15.2 samples/s +Step 25240/44000 | Loss: 2.9476 | LR: 1.98e-04 | 1319.4ms/step | 15.2 samples/s +Step 25250/44000 | Loss: 2.9224 | LR: 1.98e-04 | 1318.9ms/step | 15.2 samples/s +Validation at step 25250: Loss = 2.9615, Perplexity = 19.33 +Step 25260/44000 | Loss: 2.9510 | LR: 1.98e-04 | 3517.4ms/step | 5.7 samples/s +Step 25270/44000 | Loss: 2.9915 | LR: 1.98e-04 | 1311.7ms/step | 15.2 samples/s +Step 25280/44000 | Loss: 2.9509 | LR: 1.98e-04 | 1313.4ms/step | 15.2 samples/s +Step 25290/44000 | Loss: 2.9746 | LR: 1.97e-04 | 1316.7ms/step | 15.2 samples/s +Step 25300/44000 | Loss: 2.9692 | LR: 1.97e-04 | 1316.9ms/step | 15.2 samples/s +Step 25310/44000 | Loss: 2.9758 | LR: 1.97e-04 | 1316.3ms/step | 15.2 samples/s +Step 25320/44000 | Loss: 2.9507 | LR: 1.97e-04 | 1310.6ms/step | 15.3 samples/s +Step 25330/44000 | Loss: 2.9105 | LR: 1.97e-04 | 1312.4ms/step | 15.2 samples/s +Step 25340/44000 | Loss: 2.9663 | LR: 1.97e-04 | 1314.8ms/step | 15.2 samples/s +Step 25350/44000 | Loss: 2.9289 | LR: 1.96e-04 | 1316.6ms/step | 15.2 samples/s +Step 25360/44000 | Loss: 2.9757 | LR: 1.96e-04 | 1313.1ms/step | 15.2 samples/s +Step 25370/44000 | Loss: 2.9677 | LR: 1.96e-04 | 1315.6ms/step | 15.2 samples/s +Step 25380/44000 | Loss: 2.9537 | LR: 1.96e-04 | 1314.5ms/step | 15.2 samples/s +Step 25390/44000 | Loss: 2.9466 | LR: 1.96e-04 | 1313.7ms/step | 15.2 samples/s +Step 25400/44000 | Loss: 2.9585 | LR: 1.96e-04 | 1311.3ms/step | 15.3 samples/s +Step 25410/44000 | Loss: 2.9753 | LR: 1.95e-04 | 1315.4ms/step | 15.2 samples/s +Step 25420/44000 | Loss: 2.9890 | LR: 1.95e-04 | 1313.5ms/step | 15.2 samples/s +Step 25430/44000 | Loss: 2.9450 | LR: 1.95e-04 | 1315.8ms/step | 15.2 samples/s +Step 25440/44000 | Loss: 2.9529 | LR: 1.95e-04 | 1316.3ms/step | 15.2 samples/s +Step 25450/44000 | Loss: 2.9514 | LR: 1.95e-04 | 1315.4ms/step | 15.2 samples/s +Step 25460/44000 | Loss: 2.9665 | LR: 1.94e-04 | 1312.3ms/step | 15.2 samples/s +Step 25470/44000 | Loss: 2.9535 | LR: 1.94e-04 | 1313.6ms/step | 15.2 samples/s +Step 25480/44000 | Loss: 2.9494 | LR: 1.94e-04 | 1314.9ms/step | 15.2 samples/s +Step 25490/44000 | Loss: 2.9473 | LR: 1.94e-04 | 1317.9ms/step | 15.2 samples/s +Step 25500/44000 | Loss: 2.9637 | LR: 1.94e-04 | 1312.7ms/step | 15.2 samples/s +Validation at step 25500: Loss = 2.9595, Perplexity = 19.29 +Step 25510/44000 | Loss: 2.9709 | LR: 1.94e-04 | 3510.5ms/step | 5.7 samples/s +Step 25520/44000 | Loss: 2.9472 | LR: 1.93e-04 | 1313.8ms/step | 15.2 samples/s +Step 25530/44000 | Loss: 2.9845 | LR: 1.93e-04 | 1318.1ms/step | 15.2 samples/s +Step 25540/44000 | Loss: 2.9362 | LR: 1.93e-04 | 1314.5ms/step | 15.2 samples/s +Step 25550/44000 | Loss: 2.9566 | LR: 1.93e-04 | 1316.9ms/step | 15.2 samples/s +Step 25560/44000 | Loss: 2.9231 | LR: 1.93e-04 | 1312.3ms/step | 15.2 samples/s +Step 25570/44000 | Loss: 2.9595 | LR: 1.92e-04 | 1312.5ms/step | 15.2 samples/s +Step 25580/44000 | Loss: 2.9669 | LR: 1.92e-04 | 1313.3ms/step | 15.2 samples/s +Step 25590/44000 | Loss: 2.9446 | LR: 1.92e-04 | 1318.2ms/step | 15.2 samples/s +Step 25600/44000 | Loss: 2.9613 | LR: 1.92e-04 | 1315.1ms/step | 15.2 samples/s +Step 25610/44000 | Loss: 2.9629 | LR: 1.92e-04 | 1317.8ms/step | 15.2 samples/s +Step 25620/44000 | Loss: 2.9660 | LR: 1.92e-04 | 1314.7ms/step | 15.2 samples/s +Step 25630/44000 | Loss: 2.9613 | LR: 1.91e-04 | 1314.3ms/step | 15.2 samples/s +Step 25640/44000 | Loss: 2.9470 | LR: 1.91e-04 | 1319.1ms/step | 15.2 samples/s +Step 25650/44000 | Loss: 2.9295 | LR: 1.91e-04 | 1315.3ms/step | 15.2 samples/s +Step 25660/44000 | Loss: 2.9811 | LR: 1.91e-04 | 1315.6ms/step | 15.2 samples/s +Step 25670/44000 | Loss: 2.9650 | LR: 1.91e-04 | 1316.6ms/step | 15.2 samples/s +Step 25680/44000 | Loss: 2.9449 | LR: 1.91e-04 | 1313.2ms/step | 15.2 samples/s +Step 25690/44000 | Loss: 2.9556 | LR: 1.90e-04 | 1315.1ms/step | 15.2 samples/s +Step 25700/44000 | Loss: 2.9594 | LR: 1.90e-04 | 1313.9ms/step | 15.2 samples/s +Step 25710/44000 | Loss: 2.9285 | LR: 1.90e-04 | 1312.3ms/step | 15.2 samples/s +Step 25720/44000 | Loss: 2.9424 | LR: 1.90e-04 | 1314.4ms/step | 15.2 samples/s +Step 25730/44000 | Loss: 2.9476 | LR: 1.90e-04 | 1318.3ms/step | 15.2 samples/s +Step 25740/44000 | Loss: 2.9409 | LR: 1.89e-04 | 1315.9ms/step | 15.2 samples/s +Step 25750/44000 | Loss: 2.9557 | LR: 1.89e-04 | 1314.1ms/step | 15.2 samples/s +Validation at step 25750: Loss = 2.9583, Perplexity = 19.26 +Step 25760/44000 | Loss: 2.9381 | LR: 1.89e-04 | 3518.5ms/step | 5.7 samples/s +Step 25770/44000 | Loss: 2.9575 | LR: 1.89e-04 | 1316.3ms/step | 15.2 samples/s +Step 25780/44000 | Loss: 2.9708 | LR: 1.89e-04 | 1313.3ms/step | 15.2 samples/s +Step 25790/44000 | Loss: 2.9856 | LR: 1.89e-04 | 1313.3ms/step | 15.2 samples/s +Step 25800/44000 | Loss: 2.9669 | LR: 1.88e-04 | 1312.7ms/step | 15.2 samples/s +Step 25810/44000 | Loss: 2.9287 | LR: 1.88e-04 | 1313.7ms/step | 15.2 samples/s +Step 25820/44000 | Loss: 2.9609 | LR: 1.88e-04 | 1311.5ms/step | 15.2 samples/s +Step 25830/44000 | Loss: 2.9546 | LR: 1.88e-04 | 1315.4ms/step | 15.2 samples/s +Step 25840/44000 | Loss: 2.9611 | LR: 1.88e-04 | 1310.5ms/step | 15.3 samples/s +Step 25850/44000 | Loss: 2.9835 | LR: 1.88e-04 | 1314.1ms/step | 15.2 samples/s +Step 25860/44000 | Loss: 2.9322 | LR: 1.87e-04 | 1314.8ms/step | 15.2 samples/s +Step 25870/44000 | Loss: 2.9626 | LR: 1.87e-04 | 1313.9ms/step | 15.2 samples/s +Step 25880/44000 | Loss: 2.9681 | LR: 1.87e-04 | 1314.6ms/step | 15.2 samples/s +Step 25890/44000 | Loss: 2.9320 | LR: 1.87e-04 | 1314.0ms/step | 15.2 samples/s +Step 25900/44000 | Loss: 2.9186 | LR: 1.87e-04 | 1314.8ms/step | 15.2 samples/s +Step 25910/44000 | Loss: 2.9611 | LR: 1.87e-04 | 1314.2ms/step | 15.2 samples/s +Step 25920/44000 | Loss: 2.9554 | LR: 1.86e-04 | 1312.7ms/step | 15.2 samples/s +Step 25930/44000 | Loss: 2.9330 | LR: 1.86e-04 | 1314.8ms/step | 15.2 samples/s +Step 25940/44000 | Loss: 2.9313 | LR: 1.86e-04 | 1311.8ms/step | 15.2 samples/s +Step 25950/44000 | Loss: 2.9589 | LR: 1.86e-04 | 1314.9ms/step | 15.2 samples/s +Step 25960/44000 | Loss: 2.9499 | LR: 1.86e-04 | 1314.6ms/step | 15.2 samples/s +Step 25970/44000 | Loss: 2.9548 | LR: 1.85e-04 | 1313.7ms/step | 15.2 samples/s +Step 25980/44000 | Loss: 2.9510 | LR: 1.85e-04 | 1313.1ms/step | 15.2 samples/s +Step 25990/44000 | Loss: 2.9341 | LR: 1.85e-04 | 1313.8ms/step | 15.2 samples/s +Step 26000/44000 | Loss: 2.9495 | LR: 1.85e-04 | 1315.6ms/step | 15.2 samples/s +Validation at step 26000: Loss = 2.9564, Perplexity = 19.23 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed44/run_20260821_180828/checkpoint-26000 +Step 26010/44000 | Loss: 2.9052 | LR: 1.85e-04 | 3833.1ms/step | 5.2 samples/s +Step 26020/44000 | Loss: 2.9709 | LR: 1.85e-04 | 1320.5ms/step | 15.1 samples/s +Step 26030/44000 | Loss: 2.9326 | LR: 1.84e-04 | 1320.7ms/step | 15.1 samples/s +Step 26040/44000 | Loss: 2.9465 | LR: 1.84e-04 | 1321.6ms/step | 15.1 samples/s +Step 26050/44000 | Loss: 2.9550 | LR: 1.84e-04 | 1318.6ms/step | 15.2 samples/s +Step 26060/44000 | Loss: 2.9575 | LR: 1.84e-04 | 1321.9ms/step | 15.1 samples/s +Step 26070/44000 | Loss: 2.9139 | LR: 1.84e-04 | 1320.1ms/step | 15.2 samples/s +Step 26080/44000 | Loss: 2.9313 | LR: 1.84e-04 | 1319.5ms/step | 15.2 samples/s +Step 26090/44000 | Loss: 2.9619 | LR: 1.83e-04 | 1321.3ms/step | 15.1 samples/s +Step 26100/44000 | Loss: 2.9343 | LR: 1.83e-04 | 1321.4ms/step | 15.1 samples/s +Step 26110/44000 | Loss: 2.9903 | LR: 1.83e-04 | 1317.6ms/step | 15.2 samples/s +Step 26120/44000 | Loss: 2.9316 | LR: 1.83e-04 | 1320.8ms/step | 15.1 samples/s +Step 26130/44000 | Loss: 2.9473 | LR: 1.83e-04 | 1320.5ms/step | 15.1 samples/s +Step 26140/44000 | Loss: 2.9548 | LR: 1.82e-04 | 1321.5ms/step | 15.1 samples/s +Step 26150/44000 | Loss: 2.8960 | LR: 1.82e-04 | 1322.0ms/step | 15.1 samples/s +Step 26160/44000 | Loss: 2.9612 | LR: 1.82e-04 | 1321.5ms/step | 15.1 samples/s +Step 26170/44000 | Loss: 2.9347 | LR: 1.82e-04 | 1319.4ms/step | 15.2 samples/s +Step 26180/44000 | Loss: 2.9399 | LR: 1.82e-04 | 1321.6ms/step | 15.1 samples/s +Step 26190/44000 | Loss: 2.9452 | LR: 1.82e-04 | 1320.5ms/step | 15.1 samples/s +Step 26200/44000 | Loss: 2.9613 | LR: 1.81e-04 | 1322.3ms/step | 15.1 samples/s +Step 26210/44000 | Loss: 2.9535 | LR: 1.81e-04 | 1319.5ms/step | 15.2 samples/s +Step 26220/44000 | Loss: 2.9577 | LR: 1.81e-04 | 1320.6ms/step | 15.1 samples/s +Step 26230/44000 | Loss: 2.9226 | LR: 1.81e-04 | 1322.4ms/step | 15.1 samples/s +Step 26240/44000 | Loss: 2.9373 | LR: 1.81e-04 | 1321.0ms/step | 15.1 samples/s +Step 26250/44000 | Loss: 2.9208 | LR: 1.81e-04 | 1320.2ms/step | 15.1 samples/s +Validation at step 26250: Loss = 2.9551, Perplexity = 19.20 +Step 26260/44000 | Loss: 2.9552 | LR: 1.80e-04 | 3527.9ms/step | 5.7 sample diff --git a/epfl_final/SparseAtt/wandb/run-20260821_180856-na2e5dc1/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260821_180856-na2e5dc1/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c3e38c4cce87cb53d52f45f6ac8cbf8688a7d92 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260821_180856-na2e5dc1/files/requirements.txt @@ -0,0 +1,142 @@ +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 +MarkupSafe==3.0.3 +idna==3.13 +hf-xet==1.4.3 +h11==0.16.0 +fsspec==2026.2.0 +frozenlist==1.8.0 +filelock==3.29.0 +dill==0.4.1 +cuda-pathfinder==1.5.4 +click==8.3.3 +charset-normalizer==3.4.7 +certifi==2026.4.22 +attrs==26.1.0 +annotated-types==0.7.0 +annotated-doc==0.0.4 +aiohappyeyeballs==2.6.1 +yarl==1.23.0 +typing-inspection==0.4.2 +sentry-sdk==2.58.0 +requests==2.33.1 +python-dateutil==2.9.0.post0 +pydantic_core==2.46.3 +nvidia-cusparse==12.6.3.3 +nvidia-cufft==12.0.0.61 +nvidia-cudnn-cu13==9.19.0.56 +multiprocess==0.70.19 +markdown-it-py==4.0.0 +Jinja2==3.1.6 +httpcore==1.0.9 +gitdb==4.0.12 +cuda-bindings==13.2.0 +anyio==4.13.0 +aiosignal==1.4.0 +rich==15.0.0 +pydantic==2.13.3 +pandas==3.0.2 +nvidia-cusolver==12.0.4.66 +httpx==0.28.1 +GitPython==3.1.49 +aiohttp==3.13.5 +wandb==0.26.1 +typer==0.25.1 +torch==2.11.0 +huggingface_hub==1.13.0 +tokenizers==0.22.2 +datasets==4.8.5 +accelerate==1.13.0 +transformers==5.7.0 +word2number==1.1 +sqlitedict==2.1.0 +pytz==2026.2 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8.1207 | LR: 8.00e-05 | 1326.6ms/step | 15.1 samples/s +Step 130/44000 | Loss: 7.7521 | LR: 8.67e-05 | 1324.7ms/step | 15.1 samples/s +Step 140/44000 | Loss: 7.5317 | LR: 9.33e-05 | 1327.1ms/step | 15.1 samples/s +Step 150/44000 | Loss: 7.3208 | LR: 1.00e-04 | 1326.7ms/step | 15.1 samples/s +Step 160/44000 | Loss: 7.2174 | LR: 1.07e-04 | 1328.7ms/step | 15.1 samples/s +Step 170/44000 | Loss: 7.0917 | LR: 1.13e-04 | 1327.3ms/step | 15.1 samples/s +Step 180/44000 | Loss: 7.0122 | LR: 1.20e-04 | 1329.0ms/step | 15.0 samples/s +Step 190/44000 | Loss: 6.9068 | LR: 1.27e-04 | 1327.6ms/step | 15.1 samples/s +Step 200/44000 | Loss: 6.8468 | LR: 1.33e-04 | 1326.7ms/step | 15.1 samples/s +Step 210/44000 | Loss: 6.7568 | LR: 1.40e-04 | 1328.9ms/step | 15.0 samples/s +Step 220/44000 | Loss: 6.6751 | LR: 1.47e-04 | 1327.1ms/step | 15.1 samples/s +Step 230/44000 | Loss: 6.5998 | LR: 1.53e-04 | 1328.6ms/step | 15.1 samples/s +Step 240/44000 | Loss: 6.4917 | LR: 1.60e-04 | 1325.5ms/step | 15.1 samples/s +Step 250/44000 | Loss: 6.4525 | LR: 1.67e-04 | 1329.7ms/step | 15.0 samples/s +Validation at step 250: Loss = 6.4388, Perplexity = 625.65 +Step 260/44000 | Loss: 6.3928 | LR: 1.73e-04 | 4376.5ms/step | 4.6 samples/s +Step 270/44000 | Loss: 6.3395 | LR: 1.80e-04 | 1336.1ms/step | 15.0 samples/s +Step 280/44000 | Loss: 6.2819 | LR: 1.87e-04 | 1330.8ms/step | 15.0 samples/s +Step 290/44000 | Loss: 6.2710 | LR: 1.93e-04 | 1333.4ms/step | 15.0 samples/s +Step 300/44000 | Loss: 6.2249 | LR: 2.00e-04 | 1334.2ms/step | 15.0 samples/s +Step 310/44000 | Loss: 6.1953 | LR: 2.07e-04 | 1332.1ms/step | 15.0 samples/s +Step 320/44000 | Loss: 6.1335 | LR: 2.13e-04 | 1337.7ms/step | 15.0 samples/s +Step 330/44000 | Loss: 6.1101 | LR: 2.20e-04 | 1336.6ms/step | 15.0 samples/s +Step 340/44000 | Loss: 6.0380 | LR: 2.27e-04 | 1335.2ms/step | 15.0 samples/s +Step 350/44000 | Loss: 6.0148 | LR: 2.33e-04 | 1340.0ms/step | 14.9 samples/s +Step 360/44000 | Loss: 5.9499 | LR: 2.40e-04 | 1336.4ms/step | 15.0 samples/s +Step 370/44000 | Loss: 5.9111 | LR: 2.47e-04 | 1338.0ms/step | 14.9 samples/s +Step 380/44000 | Loss: 5.8800 | LR: 2.53e-04 | 1339.1ms/step | 14.9 samples/s +Step 390/44000 | Loss: 5.8360 | LR: 2.60e-04 | 1333.4ms/step | 15.0 samples/s +Step 400/44000 | Loss: 5.8359 | LR: 2.67e-04 | 1336.4ms/step | 15.0 samples/s +Step 410/44000 | Loss: 5.7996 | LR: 2.73e-04 | 1334.9ms/step | 15.0 samples/s +Step 420/44000 | Loss: 5.7568 | LR: 2.80e-04 | 1335.8ms/step | 15.0 samples/s +Step 430/44000 | Loss: 5.7574 | LR: 2.87e-04 | 1333.1ms/step | 15.0 samples/s +Step 440/44000 | Loss: 5.7105 | LR: 2.93e-04 | 1336.9ms/step | 15.0 samples/s +Step 450/44000 | Loss: 5.6391 | LR: 3.00e-04 | 1336.7ms/step | 15.0 samples/s +Step 460/44000 | Loss: 5.6230 | LR: 3.07e-04 | 1340.0ms/step | 14.9 samples/s +Step 470/44000 | Loss: 5.5806 | LR: 3.13e-04 | 1336.2ms/step | 15.0 samples/s +Step 480/44000 | Loss: 5.5230 | LR: 3.20e-04 | 1338.9ms/step | 14.9 samples/s +Step 490/44000 | Loss: 5.5234 | LR: 3.27e-04 | 1329.8ms/step | 15.0 samples/s +Step 500/44000 | Loss: 5.4779 | LR: 3.33e-04 | 1332.7ms/step | 15.0 samples/s +Validation at step 500: Loss = 5.4691, Perplexity = 237.24 +Step 510/44000 | Loss: 5.4465 | LR: 3.40e-04 | 3576.9ms/step | 5.6 samples/s +Step 520/44000 | Loss: 5.4307 | LR: 3.47e-04 | 1330.3ms/step | 15.0 samples/s +Step 530/44000 | Loss: 5.3796 | LR: 3.53e-04 | 1332.9ms/step | 15.0 samples/s +Step 540/44000 | Loss: 5.3553 | LR: 3.60e-04 | 1332.8ms/step | 15.0 samples/s +Step 550/44000 | Loss: 5.3472 | LR: 3.67e-04 | 1336.0ms/step | 15.0 samples/s +Step 560/44000 | Loss: 5.3021 | LR: 3.73e-04 | 1336.9ms/step | 15.0 samples/s +Step 570/44000 | Loss: 5.2552 | LR: 3.80e-04 | 1334.2ms/step | 15.0 samples/s +Step 580/44000 | Loss: 5.2073 | LR: 3.87e-04 | 1337.7ms/step | 15.0 samples/s +Step 590/44000 | Loss: 5.2248 | LR: 3.93e-04 | 1338.2ms/step | 14.9 samples/s +Step 600/44000 | Loss: 5.1777 | LR: 4.00e-04 | 1335.1ms/step | 15.0 samples/s +Step 610/44000 | Loss: 5.1713 | LR: 4.07e-04 | 1330.3ms/step | 15.0 samples/s +Step 620/44000 | Loss: 5.1088 | LR: 4.13e-04 | 1334.1ms/step | 15.0 samples/s +Step 630/44000 | Loss: 5.0833 | LR: 4.20e-04 | 1329.8ms/step | 15.0 samples/s +Step 640/44000 | Loss: 5.0715 | LR: 4.27e-04 | 1334.0ms/step | 15.0 samples/s +Step 650/44000 | Loss: 5.0221 | LR: 4.33e-04 | 1334.3ms/step | 15.0 samples/s +Step 660/44000 | Loss: 4.9696 | LR: 4.40e-04 | 1332.5ms/step | 15.0 samples/s +Step 670/44000 | Loss: 4.9677 | LR: 4.47e-04 | 1333.1ms/step | 15.0 samples/s +Step 680/44000 | Loss: 4.9592 | LR: 4.53e-04 | 1332.0ms/step | 15.0 samples/s +Step 690/44000 | Loss: 4.9109 | LR: 4.60e-04 | 1327.9ms/step | 15.1 samples/s +Step 700/44000 | Loss: 4.8931 | LR: 4.67e-04 | 1332.5ms/step | 15.0 samples/s +Step 710/44000 | Loss: 4.8477 | LR: 4.73e-04 | 1333.6ms/step | 15.0 samples/s +Step 720/44000 | Loss: 4.8535 | LR: 4.80e-04 | 1335.7ms/step | 15.0 samples/s +Step 730/44000 | Loss: 4.8360 | LR: 4.87e-04 | 1332.0ms/step | 15.0 samples/s +Step 740/44000 | Loss: 4.7841 | LR: 4.93e-04 | 1330.7ms/step | 15.0 samples/s +Step 750/44000 | Loss: 4.6985 | LR: 5.00e-04 | 1328.2ms/step | 15.1 samples/s +Validation at step 750: Loss = 4.7494, Perplexity = 115.52 +Step 760/44000 | Loss: 4.7515 | LR: 5.00e-04 | 3577.0ms/step | 5.6 samples/s +Step 770/44000 | Loss: 4.7300 | LR: 5.00e-04 | 1333.7ms/step | 15.0 samples/s +Step 780/44000 | Loss: 4.7058 | LR: 5.00e-04 | 1333.1ms/step | 15.0 samples/s +Step 790/44000 | Loss: 4.6928 | LR: 5.00e-04 | 1331.8ms/step | 15.0 samples/s +Step 800/44000 | Loss: 4.6592 | LR: 5.00e-04 | 1329.0ms/step | 15.0 samples/s +Step 810/44000 | Loss: 4.6218 | LR: 5.00e-04 | 1332.8ms/step | 15.0 samples/s +Step 820/44000 | Loss: 4.6185 | LR: 5.00e-04 | 1332.6ms/step | 15.0 samples/s +Step 830/44000 | Loss: 4.5959 | LR: 5.00e-04 | 1330.7ms/step | 15.0 samples/s +Step 840/44000 | Loss: 4.5416 | LR: 5.00e-04 | 1332.5ms/step | 15.0 samples/s +Step 850/44000 | Loss: 4.5333 | LR: 5.00e-04 | 1335.3ms/step | 15.0 samples/s +Step 860/44000 | Loss: 4.5455 | LR: 5.00e-04 | 1326.6ms/step | 15.1 samples/s +Step 870/44000 | Loss: 4.4883 | LR: 5.00e-04 | 1330.5ms/step | 15.0 samples/s +Step 880/44000 | Loss: 4.4909 | LR: 5.00e-04 | 1331.1ms/step | 15.0 samples/s +Step 890/44000 | Loss: 4.4780 | LR: 5.00e-04 | 1331.1ms/step | 15.0 samples/s +Step 900/44000 | Loss: 4.4495 | LR: 5.00e-04 | 1334.8ms/step | 15.0 samples/s +Step 910/44000 | Loss: 4.4299 | LR: 5.00e-04 | 1340.0ms/step | 14.9 samples/s +Step 920/44000 | Loss: 4.4120 | LR: 5.00e-04 | 1332.2ms/step | 15.0 samples/s +Step 930/44000 | Loss: 4.4068 | LR: 5.00e-04 | 1335.7ms/step | 15.0 samples/s +Step 940/44000 | Loss: 4.4037 | LR: 5.00e-04 | 1334.5ms/step | 15.0 samples/s +Step 950/44000 | Loss: 4.3591 | LR: 5.00e-04 | 1333.4ms/step | 15.0 samples/s +Step 960/44000 | Loss: 4.3968 | LR: 5.00e-04 | 1337.9ms/step | 14.9 samples/s +Step 970/44000 | Loss: 4.3581 | LR: 5.00e-04 | 1330.7ms/step | 15.0 samples/s +Step 980/44000 | Loss: 4.3289 | LR: 5.00e-04 | 1330.6ms/step | 15.0 samples/s +Step 990/44000 | Loss: 4.3317 | LR: 5.00e-04 | 1330.3ms/step | 15.0 samples/s +Step 1000/44000 | Loss: 4.3057 | LR: 5.00e-04 | 1332.9ms/step | 15.0 samples/s +Validation at step 1000: Loss = 4.3092, Perplexity = 74.38 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-1000 +Step 1010/44000 | Loss: 4.3047 | LR: 5.00e-04 | 3867.7ms/step | 5.2 samples/s +Step 1020/44000 | Loss: 4.2629 | LR: 5.00e-04 | 1335.9ms/step | 15.0 samples/s +Step 1030/44000 | Loss: 4.2780 | LR: 5.00e-04 | 1330.7ms/step | 15.0 samples/s +Step 1040/44000 | Loss: 4.2665 | LR: 5.00e-04 | 1324.8ms/step | 15.1 samples/s +Step 1050/44000 | Loss: 4.2369 | LR: 5.00e-04 | 1332.5ms/step | 15.0 samples/s +Step 1060/44000 | Loss: 4.2269 | LR: 5.00e-04 | 1330.2ms/step | 15.0 samples/s +Step 1070/44000 | Loss: 4.2233 | LR: 5.00e-04 | 1334.2ms/step | 15.0 samples/s +Step 1080/44000 | Loss: 4.1911 | LR: 5.00e-04 | 1325.7ms/step | 15.1 samples/s +Step 1090/44000 | Loss: 4.1968 | LR: 5.00e-04 | 1328.8ms/step | 15.1 samples/s +Step 1100/44000 | Loss: 4.1816 | LR: 5.00e-04 | 1324.4ms/step | 15.1 samples/s +Step 1110/44000 | Loss: 4.1581 | LR: 5.00e-04 | 1321.8ms/step | 15.1 samples/s +Step 1120/44000 | Loss: 4.1651 | LR: 5.00e-04 | 1342.9ms/step | 14.9 samples/s +Step 1130/44000 | Loss: 4.2060 | LR: 5.00e-04 | 1331.1ms/step | 15.0 samples/s +Step 1140/44000 | Loss: 4.1393 | LR: 5.00e-04 | 1328.0ms/step | 15.1 samples/s +Step 1150/44000 | Loss: 4.1152 | LR: 5.00e-04 | 1324.7ms/step | 15.1 samples/s +Step 1160/44000 | Loss: 4.1457 | LR: 5.00e-04 | 1328.1ms/step | 15.1 samples/s +Step 1170/44000 | Loss: 4.1163 | LR: 5.00e-04 | 1323.2ms/step | 15.1 samples/s +Step 1180/44000 | Loss: 4.1589 | LR: 5.00e-04 | 1319.6ms/step | 15.2 samples/s +Step 1190/44000 | Loss: 4.1303 | LR: 5.00e-04 | 1319.5ms/step | 15.2 samples/s +Step 1200/44000 | Loss: 4.0925 | LR: 5.00e-04 | 1318.3ms/step | 15.2 samples/s +Step 1210/44000 | Loss: 4.0870 | LR: 5.00e-04 | 1321.4ms/step | 15.1 samples/s +Step 1220/44000 | Loss: 4.0782 | LR: 5.00e-04 | 1323.6ms/step | 15.1 samples/s +Step 1230/44000 | Loss: 4.0826 | LR: 5.00e-04 | 1325.4ms/step | 15.1 samples/s +Step 1240/44000 | Loss: 4.0609 | LR: 5.00e-04 | 1325.5ms/step | 15.1 samples/s +Step 1250/44000 | Loss: 4.0516 | LR: 5.00e-04 | 1322.2ms/step | 15.1 samples/s +Validation at step 1250: Loss = 4.0694, Perplexity = 58.52 +Step 1260/44000 | Loss: 4.0628 | LR: 5.00e-04 | 3547.4ms/step | 5.6 samples/s +Step 1270/44000 | Loss: 4.0417 | LR: 5.00e-04 | 1321.6ms/step | 15.1 samples/s +Step 1280/44000 | Loss: 4.0679 | LR: 5.00e-04 | 1318.4ms/step | 15.2 samples/s +Step 1290/44000 | Loss: 4.0519 | LR: 5.00e-04 | 1320.6ms/step | 15.1 samples/s +Step 1300/44000 | Loss: 4.0364 | LR: 5.00e-04 | 1326.2ms/step | 15.1 samples/s +Step 1310/44000 | Loss: 4.0425 | LR: 5.00e-04 | 1324.1ms/step | 15.1 samples/s +Step 1320/44000 | Loss: 4.0017 | LR: 5.00e-04 | 1321.4ms/step | 15.1 samples/s +Step 1330/44000 | Loss: 4.0390 | LR: 5.00e-04 | 1319.2ms/step | 15.2 samples/s +Step 1340/44000 | Loss: 3.9868 | LR: 5.00e-04 | 1322.2ms/step | 15.1 samples/s +Step 1350/44000 | Loss: 3.9914 | LR: 5.00e-04 | 1319.3ms/step | 15.2 samples/s +Step 1360/44000 | Loss: 3.9444 | LR: 5.00e-04 | 1319.8ms/step | 15.2 samples/s +Step 1370/44000 | Loss: 3.9824 | LR: 5.00e-04 | 1322.3ms/step | 15.1 samples/s +Step 1380/44000 | Loss: 3.9598 | LR: 5.00e-04 | 1321.7ms/step | 15.1 samples/s +Step 1390/44000 | Loss: 3.9696 | LR: 5.00e-04 | 1321.8ms/step | 15.1 samples/s +Step 1400/44000 | Loss: 3.9655 | LR: 5.00e-04 | 1320.1ms/step | 15.2 samples/s +Step 1410/44000 | Loss: 3.9839 | LR: 5.00e-04 | 1319.8ms/step | 15.2 samples/s +Step 1420/44000 | Loss: 3.9420 | LR: 5.00e-04 | 1322.1ms/step | 15.1 samples/s +Step 1430/44000 | Loss: 3.9527 | LR: 5.00e-04 | 1318.7ms/step | 15.2 samples/s +Step 1440/44000 | Loss: 3.9640 | LR: 5.00e-04 | 1322.4ms/step | 15.1 samples/s +Step 1450/44000 | Loss: 3.9726 | LR: 5.00e-04 | 1323.5ms/step | 15.1 samples/s +Step 1460/44000 | Loss: 3.9790 | LR: 5.00e-04 | 1318.9ms/step | 15.2 samples/s +Step 1470/44000 | Loss: 3.9269 | LR: 5.00e-04 | 1317.9ms/step | 15.2 samples/s +Step 1480/44000 | Loss: 3.9147 | LR: 5.00e-04 | 1322.4ms/step | 15.1 samples/s +Step 1490/44000 | Loss: 3.9244 | LR: 5.00e-04 | 1322.5ms/step | 15.1 samples/s +Step 1500/44000 | Loss: 3.9180 | LR: 5.00e-04 | 1321.5ms/step | 15.1 samples/s +Validation at step 1500: Loss = 3.9168, Perplexity = 50.24 +Step 1510/44000 | Loss: 3.9064 | LR: 5.00e-04 | 3543.5ms/step | 5.6 samples/s +Step 1520/44000 | Loss: 3.8795 | LR: 5.00e-04 | 1320.3ms/step | 15.1 samples/s +Step 1530/44000 | Loss: 3.8969 | LR: 5.00e-04 | 1321.5ms/step | 15.1 samples/s +Step 1540/44000 | Loss: 3.8703 | LR: 5.00e-04 | 1324.6ms/step | 15.1 samples/s +Step 1550/44000 | Loss: 3.8865 | LR: 5.00e-04 | 1324.2ms/step | 15.1 samples/s +Step 1560/44000 | Loss: 3.9097 | LR: 5.00e-04 | 1320.4ms/step | 15.1 samples/s +Step 1570/44000 | Loss: 3.8865 | LR: 5.00e-04 | 1322.1ms/step | 15.1 samples/s +Step 1580/44000 | Loss: 3.8789 | LR: 5.00e-04 | 1320.3ms/step | 15.1 samples/s +Step 1590/44000 | Loss: 3.8973 | LR: 5.00e-04 | 1321.9ms/step | 15.1 samples/s +Step 1600/44000 | Loss: 3.8664 | LR: 5.00e-04 | 1322.6ms/step | 15.1 samples/s +Step 1610/44000 | Loss: 3.8576 | LR: 5.00e-04 | 1319.6ms/step | 15.2 samples/s +Step 1620/44000 | Loss: 3.8569 | LR: 5.00e-04 | 1321.3ms/step | 15.1 samples/s +Step 1630/44000 | Loss: 3.8356 | LR: 4.99e-04 | 1315.0ms/step | 15.2 samples/s +Step 1640/44000 | Loss: 3.8690 | LR: 4.99e-04 | 1315.5ms/step | 15.2 samples/s +Step 1650/44000 | Loss: 3.8486 | LR: 4.99e-04 | 1312.5ms/step | 15.2 samples/s +Step 1660/44000 | Loss: 3.8528 | LR: 4.99e-04 | 1313.7ms/step | 15.2 samples/s +Step 1670/44000 | Loss: 3.8210 | LR: 4.99e-04 | 1314.9ms/step | 15.2 samples/s +Step 1680/44000 | Loss: 3.8478 | LR: 4.99e-04 | 1312.7ms/step | 15.2 samples/s +Step 1690/44000 | Loss: 3.8523 | LR: 4.99e-04 | 1313.9ms/step | 15.2 samples/s +Step 1700/44000 | Loss: 3.8172 | LR: 4.99e-04 | 1318.7ms/step | 15.2 samples/s +Step 1710/44000 | Loss: 3.8315 | LR: 4.99e-04 | 1315.4ms/step | 15.2 samples/s +Step 1720/44000 | Loss: 3.7714 | LR: 4.99e-04 | 1315.7ms/step | 15.2 samples/s +Step 1730/44000 | Loss: 3.8538 | LR: 4.99e-04 | 1315.4ms/step | 15.2 samples/s +Step 1740/44000 | Loss: 3.8008 | LR: 4.99e-04 | 1319.5ms/step | 15.2 samples/s +Step 1750/44000 | Loss: 3.8176 | LR: 4.99e-04 | 1320.3ms/step | 15.1 samples/s +Validation at step 1750: Loss = 3.8096, Perplexity = 45.13 +Step 1760/44000 | Loss: 3.8322 | LR: 4.99e-04 | 3537.8ms/step | 5.7 samples/s +Step 1770/44000 | Loss: 3.8113 | LR: 4.99e-04 | 1320.6ms/step | 15.1 samples/s +Step 1780/44000 | Loss: 3.8151 | LR: 4.99e-04 | 1320.4ms/step | 15.1 samples/s +Step 1790/44000 | Loss: 3.7896 | LR: 4.99e-04 | 1321.3ms/step | 15.1 samples/s +Step 1800/44000 | Loss: 3.7867 | LR: 4.99e-04 | 1320.3ms/step | 15.1 samples/s +Step 1810/44000 | Loss: 3.8151 | LR: 4.99e-04 | 1318.2ms/step | 15.2 samples/s +Step 1820/44000 | Loss: 3.7973 | LR: 4.99e-04 | 1317.6ms/step | 15.2 samples/s +Step 1830/44000 | Loss: 3.7887 | LR: 4.99e-04 | 1320.6ms/step | 15.1 samples/s +Step 1840/44000 | Loss: 3.7742 | LR: 4.99e-04 | 1317.4ms/step | 15.2 samples/s +Step 1850/44000 | Loss: 3.7291 | LR: 4.99e-04 | 1318.0ms/step | 15.2 samples/s +Step 1860/44000 | Loss: 3.7557 | LR: 4.99e-04 | 1319.4ms/step | 15.2 samples/s +Step 1870/44000 | Loss: 3.7849 | LR: 4.99e-04 | 1321.2ms/step | 15.1 samples/s +Step 1880/44000 | Loss: 3.7291 | LR: 4.99e-04 | 1319.5ms/step | 15.2 samples/s +Step 1890/44000 | Loss: 3.7404 | LR: 4.99e-04 | 1320.5ms/step | 15.1 samples/s +Step 1900/44000 | Loss: 3.7423 | LR: 4.99e-04 | 1323.0ms/step | 15.1 samples/s +Step 1910/44000 | Loss: 3.7453 | LR: 4.99e-04 | 1321.0ms/step | 15.1 samples/s +Step 1920/44000 | Loss: 3.7400 | LR: 4.99e-04 | 1321.9ms/step | 15.1 samples/s +Step 1930/44000 | Loss: 3.7810 | LR: 4.99e-04 | 1318.7ms/step | 15.2 samples/s +Step 1940/44000 | Loss: 3.7233 | LR: 4.99e-04 | 1322.2ms/step | 15.1 samples/s +Step 1950/44000 | Loss: 3.7615 | LR: 4.99e-04 | 1316.0ms/step | 15.2 samples/s +Step 1960/44000 | Loss: 3.7256 | LR: 4.99e-04 | 1319.8ms/step | 15.2 samples/s +Step 1970/44000 | Loss: 3.7457 | LR: 4.99e-04 | 1315.2ms/step | 15.2 samples/s +Step 1980/44000 | Loss: 3.7574 | LR: 4.99e-04 | 1314.9ms/step | 15.2 samples/s +Step 1990/44000 | Loss: 3.7141 | LR: 4.99e-04 | 1315.7ms/step | 15.2 samples/s +Step 2000/44000 | Loss: 3.7103 | LR: 4.99e-04 | 1319.0ms/step | 15.2 samples/s +Validation at step 2000: Loss = 3.7276, Perplexity = 41.58 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-2000 +Step 2010/44000 | Loss: 3.7214 | LR: 4.99e-04 | 3852.2ms/step | 5.2 samples/s +Step 2020/44000 | Loss: 3.7312 | LR: 4.99e-04 | 1322.3ms/step | 15.1 samples/s +Step 2030/44000 | Loss: 3.7143 | LR: 4.99e-04 | 1323.2ms/step | 15.1 samples/s +Step 2040/44000 | Loss: 3.7124 | LR: 4.99e-04 | 1322.1ms/step | 15.1 samples/s +Step 2050/44000 | Loss: 3.6954 | LR: 4.99e-04 | 1322.9ms/step | 15.1 samples/s +Step 2060/44000 | Loss: 3.7334 | LR: 4.99e-04 | 1323.3ms/step | 15.1 samples/s +Step 2070/44000 | Loss: 3.7028 | LR: 4.99e-04 | 1325.0ms/step | 15.1 samples/s +Step 2080/44000 | Loss: 3.6941 | LR: 4.99e-04 | 1322.8ms/step | 15.1 samples/s +Step 2090/44000 | Loss: 3.7051 | LR: 4.99e-04 | 1323.8ms/step | 15.1 samples/s +Step 2100/44000 | Loss: 3.7017 | LR: 4.99e-04 | 1320.1ms/step | 15.2 samples/s +Step 2110/44000 | Loss: 3.6789 | LR: 4.99e-04 | 1318.2ms/step | 15.2 samples/s +Step 2120/44000 | Loss: 3.6527 | LR: 4.99e-04 | 1323.1ms/step | 15.1 samples/s +Step 2130/44000 | Loss: 3.6921 | LR: 4.99e-04 | 1323.0ms/step | 15.1 samples/s +Step 2140/44000 | Loss: 3.7209 | LR: 4.99e-04 | 1321.3ms/step | 15.1 samples/s +Step 2150/44000 | Loss: 3.6446 | LR: 4.99e-04 | 1323.9ms/step | 15.1 samples/s +Step 2160/44000 | Loss: 3.7188 | LR: 4.99e-04 | 1324.7ms/step | 15.1 samples/s +Step 2170/44000 | Loss: 3.6896 | LR: 4.99e-04 | 1323.7ms/step | 15.1 samples/s +Step 2180/44000 | Loss: 3.6841 | LR: 4.99e-04 | 1328.1ms/step | 15.1 samples/s +Step 2190/44000 | Loss: 3.6713 | LR: 4.99e-04 | 1320.6ms/step | 15.1 samples/s +Step 2200/44000 | Loss: 3.6242 | LR: 4.99e-04 | 1322.3ms/step | 15.1 samples/s +Step 2210/44000 | Loss: 3.6663 | LR: 4.99e-04 | 1325.1ms/step | 15.1 samples/s +Step 2220/44000 | Loss: 3.7032 | LR: 4.99e-04 | 1319.8ms/step | 15.2 samples/s +Step 2230/44000 | Loss: 3.6537 | LR: 4.99e-04 | 1320.9ms/step | 15.1 samples/s +Step 2240/44000 | Loss: 3.6473 | LR: 4.99e-04 | 1324.5ms/step | 15.1 samples/s +Step 2250/44000 | Loss: 3.6506 | LR: 4.99e-04 | 1325.3ms/step | 15.1 samples/s +Validation at step 2250: Loss = 3.6624, Perplexity = 38.95 +Step 2260/44000 | Loss: 3.6527 | LR: 4.98e-04 | 3550.9ms/step | 5.6 samples/s +Step 2270/44000 | Loss: 3.6643 | LR: 4.98e-04 | 1323.0ms/step | 15.1 samples/s +Step 2280/44000 | Loss: 3.6576 | LR: 4.98e-04 | 1323.7ms/step | 15.1 samples/s +Step 2290/44000 | Loss: 3.6721 | LR: 4.98e-04 | 1324.0ms/step | 15.1 samples/s +Step 2300/44000 | Loss: 3.6486 | LR: 4.98e-04 | 1319.7ms/step | 15.2 samples/s +Step 2310/44000 | Loss: 3.6650 | LR: 4.98e-04 | 1319.6ms/step | 15.2 samples/s +Step 2320/44000 | Loss: 3.6339 | LR: 4.98e-04 | 1323.0ms/step | 15.1 samples/s +Step 2330/44000 | Loss: 3.6397 | LR: 4.98e-04 | 1325.6ms/step | 15.1 samples/s +Step 2340/44000 | Loss: 3.6232 | LR: 4.98e-04 | 1325.4ms/step | 15.1 samples/s +Step 2350/44000 | Loss: 3.6302 | LR: 4.98e-04 | 1322.6ms/step | 15.1 samples/s +Step 2360/44000 | Loss: 3.6630 | LR: 4.98e-04 | 1324.9ms/step | 15.1 samples/s +Step 2370/44000 | Loss: 3.6438 | LR: 4.98e-04 | 1321.0ms/step | 15.1 samples/s +Step 2380/44000 | Loss: 3.6331 | LR: 4.98e-04 | 1323.3ms/step | 15.1 samples/s +Step 2390/44000 | Loss: 3.6241 | LR: 4.98e-04 | 1322.1ms/step | 15.1 samples/s +Step 2400/44000 | Loss: 3.6113 | LR: 4.98e-04 | 1322.4ms/step | 15.1 samples/s +Step 2410/44000 | Loss: 3.6059 | LR: 4.98e-04 | 1322.6ms/step | 15.1 samples/s +Step 2420/44000 | Loss: 3.6323 | LR: 4.98e-04 | 1323.8ms/step | 15.1 samples/s +Step 2430/44000 | Loss: 3.6235 | LR: 4.98e-04 | 1323.0ms/step | 15.1 samples/s +Step 2440/44000 | Loss: 3.6909 | LR: 4.98e-04 | 1326.7ms/step | 15.1 samples/s +Step 2450/44000 | Loss: 3.6025 | LR: 4.98e-04 | 1322.5ms/step | 15.1 samples/s +Step 2460/44000 | Loss: 3.6387 | LR: 4.98e-04 | 1327.4ms/step | 15.1 samples/s +Step 2470/44000 | Loss: 3.6045 | LR: 4.98e-04 | 1328.5ms/step | 15.1 samples/s +Step 2480/44000 | Loss: 3.6118 | LR: 4.98e-04 | 1325.4ms/step | 15.1 samples/s +Step 2490/44000 | Loss: 3.6181 | LR: 4.98e-04 | 1322.7ms/step | 15.1 samples/s +Step 2500/44000 | Loss: 3.5881 | LR: 4.98e-04 | 1325.4ms/step | 15.1 samples/s +Validation at step 2500: Loss = 3.6068, Perplexity = 36.85 +Step 2510/44000 | Loss: 3.6122 | LR: 4.98e-04 | 3549.8ms/step | 5.6 samples/s +Step 2520/44000 | Loss: 3.6216 | LR: 4.98e-04 | 1324.3ms/step | 15.1 samples/s +Step 2530/44000 | Loss: 3.5957 | LR: 4.98e-04 | 1324.8ms/step | 15.1 samples/s +Step 2540/44000 | Loss: 3.6100 | LR: 4.98e-04 | 1323.8ms/step | 15.1 samples/s +Step 2550/44000 | Loss: 3.5967 | LR: 4.98e-04 | 1321.7ms/step | 15.1 samples/s +Step 2560/44000 | Loss: 3.5616 | LR: 4.98e-04 | 1322.4ms/step | 15.1 samples/s +Step 2570/44000 | Loss: 3.6023 | LR: 4.98e-04 | 1327.7ms/step | 15.1 samples/s +Step 2580/44000 | Loss: 3.5853 | LR: 4.98e-04 | 1325.0ms/step | 15.1 samples/s +Step 2590/44000 | Loss: 3.5862 | LR: 4.98e-04 | 1326.4ms/step | 15.1 samples/s +Step 2600/44000 | Loss: 3.6134 | LR: 4.98e-04 | 1323.0ms/step | 15.1 samples/s +Step 2610/44000 | Loss: 3.5661 | LR: 4.98e-04 | 1325.3ms/step | 15.1 samples/s +Step 2620/44000 | Loss: 3.6069 | LR: 4.98e-04 | 1323.6ms/step | 15.1 samples/s +Step 2630/44000 | Loss: 3.5590 | LR: 4.98e-04 | 1322.9ms/step | 15.1 samples/s +Step 2640/44000 | Loss: 3.5800 | LR: 4.98e-04 | 1325.3ms/step | 15.1 samples/s +Step 2650/44000 | Loss: 3.5854 | LR: 4.98e-04 | 1326.0ms/step | 15.1 samples/s +Step 2660/44000 | Loss: 3.5909 | LR: 4.98e-04 | 1327.6ms/step | 15.1 samples/s +Step 2670/44000 | Loss: 3.5757 | LR: 4.98e-04 | 1324.2ms/step | 15.1 samples/s +Step 2680/44000 | Loss: 3.5684 | LR: 4.98e-04 | 1323.1ms/step | 15.1 samples/s +Step 2690/44000 | Loss: 3.5725 | LR: 4.98e-04 | 1322.9ms/step | 15.1 samples/s +Step 2700/44000 | Loss: 3.5676 | LR: 4.97e-04 | 1324.0ms/step | 15.1 samples/s +Step 2710/44000 | Loss: 3.5765 | LR: 4.97e-04 | 1326.6ms/step | 15.1 samples/s +Step 2720/44000 | Loss: 3.5676 | LR: 4.97e-04 | 1321.1ms/step | 15.1 samples/s +Step 2730/44000 | Loss: 3.5803 | LR: 4.97e-04 | 1322.4ms/step | 15.1 samples/s +Step 2740/44000 | Loss: 3.5705 | LR: 4.97e-04 | 1320.6ms/step | 15.1 samples/s +Step 2750/44000 | Loss: 3.5698 | LR: 4.97e-04 | 1320.1ms/step | 15.2 samples/s +Validation at step 2750: Loss = 3.5609, Perplexity = 35.19 +Step 2760/44000 | Loss: 3.5696 | LR: 4.97e-04 | 3549.0ms/step | 5.6 samples/s +Step 2770/44000 | Loss: 3.5816 | LR: 4.97e-04 | 1322.8ms/step | 15.1 samples/s +Step 2780/44000 | Loss: 3.5632 | LR: 4.97e-04 | 1324.7ms/step | 15.1 samples/s +Step 2790/44000 | Loss: 3.5193 | LR: 4.97e-04 | 1325.0ms/step | 15.1 samples/s +Step 2800/44000 | Loss: 3.5490 | LR: 4.97e-04 | 1323.7ms/step | 15.1 samples/s +Step 2810/44000 | Loss: 3.5037 | LR: 4.97e-04 | 1325.9ms/step | 15.1 samples/s +Step 2820/44000 | Loss: 3.5658 | LR: 4.97e-04 | 1325.5ms/step | 15.1 samples/s +Step 2830/44000 | Loss: 3.5448 | LR: 4.97e-04 | 1323.0ms/step | 15.1 samples/s +Step 2840/44000 | Loss: 3.5544 | LR: 4.97e-04 | 1326.7ms/step | 15.1 samples/s +Step 2850/44000 | Loss: 3.5313 | LR: 4.97e-04 | 1323.6ms/step | 15.1 samples/s +Step 2860/44000 | Loss: 3.5987 | LR: 4.97e-04 | 1322.6ms/step | 15.1 samples/s +Step 2870/44000 | Loss: 3.5476 | LR: 4.97e-04 | 1325.6ms/step | 15.1 samples/s +Step 2880/44000 | Loss: 3.5310 | LR: 4.97e-04 | 1325.0ms/step | 15.1 samples/s +Step 2890/44000 | Loss: 3.5285 | LR: 4.97e-04 | 1327.1ms/step | 15.1 samples/s +Step 2900/44000 | Loss: 3.4932 | LR: 4.97e-04 | 1327.8ms/step | 15.1 samples/s +Step 2910/44000 | Loss: 3.5330 | LR: 4.97e-04 | 1329.5ms/step | 15.0 samples/s +Step 2920/44000 | Loss: 3.5079 | LR: 4.97e-04 | 1325.8ms/step | 15.1 samples/s +Step 2930/44000 | Loss: 3.5393 | LR: 4.97e-04 | 1328.7ms/step | 15.1 samples/s +Step 2940/44000 | Loss: 3.5326 | LR: 4.97e-04 | 1319.5ms/step | 15.2 samples/s +Step 2950/44000 | Loss: 3.5190 | LR: 4.97e-04 | 1320.3ms/step | 15.1 samples/s +Step 2960/44000 | Loss: 3.5243 | LR: 4.97e-04 | 1326.9ms/step | 15.1 samples/s +Step 2970/44000 | Loss: 3.5002 | LR: 4.97e-04 | 1322.8ms/step | 15.1 samples/s +Step 2980/44000 | Loss: 3.5237 | LR: 4.97e-04 | 1324.4ms/step | 15.1 samples/s +Step 2990/44000 | Loss: 3.5014 | LR: 4.97e-04 | 1321.3ms/step | 15.1 samples/s +Step 3000/44000 | Loss: 3.5199 | LR: 4.97e-04 | 1324.9ms/step | 15.1 samples/s +Validation at step 3000: Loss = 3.5235, Perplexity = 33.90 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-3000 +Step 3010/44000 | Loss: 3.5415 | LR: 4.97e-04 | 3860.1ms/step | 5.2 samples/s +Step 3020/44000 | Loss: 3.5038 | LR: 4.97e-04 | 1322.2ms/step | 15.1 samples/s +Step 3030/44000 | Loss: 3.5272 | LR: 4.97e-04 | 1325.1ms/step | 15.1 samples/s +Step 3040/44000 | Loss: 3.5354 | LR: 4.97e-04 | 1318.7ms/step | 15.2 samples/s +Step 3050/44000 | Loss: 3.5070 | LR: 4.97e-04 | 1320.3ms/step | 15.1 samples/s +Step 3060/44000 | Loss: 3.5170 | LR: 4.96e-04 | 1320.3ms/step | 15.1 samples/s +Step 3070/44000 | Loss: 3.5469 | LR: 4.96e-04 | 1318.1ms/step | 15.2 samples/s +Step 3080/44000 | Loss: 3.5155 | LR: 4.96e-04 | 1318.0ms/step | 15.2 samples/s +Step 3090/44000 | Loss: 3.4782 | LR: 4.96e-04 | 1316.7ms/step | 15.2 samples/s +Step 3100/44000 | Loss: 3.4921 | LR: 4.96e-04 | 1318.9ms/step | 15.2 samples/s +Step 3110/44000 | Loss: 3.5222 | LR: 4.96e-04 | 1318.3ms/step | 15.2 samples/s +Step 3120/44000 | Loss: 3.4898 | LR: 4.96e-04 | 1321.2ms/step | 15.1 samples/s +Step 3130/44000 | Loss: 3.5108 | LR: 4.96e-04 | 1320.6ms/step | 15.1 samples/s +Step 3140/44000 | Loss: 3.4855 | LR: 4.96e-04 | 1322.9ms/step | 15.1 samples/s +Step 3150/44000 | Loss: 3.5032 | LR: 4.96e-04 | 1316.6ms/step | 15.2 samples/s +Step 3160/44000 | Loss: 3.5140 | LR: 4.96e-04 | 1322.5ms/step | 15.1 samples/s +Step 3170/44000 | Loss: 3.4911 | LR: 4.96e-04 | 1320.2ms/step | 15.1 samples/s +Step 3180/44000 | Loss: 3.5048 | LR: 4.96e-04 | 1316.1ms/step | 15.2 samples/s +Step 3190/44000 | Loss: 3.5138 | LR: 4.96e-04 | 1318.4ms/step | 15.2 samples/s +Step 3200/44000 | Loss: 3.5005 | LR: 4.96e-04 | 1316.6ms/step | 15.2 samples/s +Step 3210/44000 | Loss: 3.5147 | LR: 4.96e-04 | 1316.9ms/step | 15.2 samples/s +Step 3220/44000 | Loss: 3.4777 | LR: 4.96e-04 | 1319.6ms/step | 15.2 samples/s +Step 3230/44000 | Loss: 3.4924 | LR: 4.96e-04 | 1318.0ms/step | 15.2 samples/s +Step 3240/44000 | Loss: 3.4569 | LR: 4.96e-04 | 1318.7ms/step | 15.2 samples/s +Step 3250/44000 | Loss: 3.5188 | LR: 4.96e-04 | 1318.7ms/step | 15.2 samples/s +Validation at step 3250: Loss = 3.4965, Perplexity = 33.00 +Step 3260/44000 | Loss: 3.4876 | LR: 4.96e-04 | 3536.9ms/step | 5.7 samples/s +Step 3270/44000 | Loss: 3.4867 | LR: 4.96e-04 | 1319.7ms/step | 15.2 samples/s +Step 3280/44000 | Loss: 3.4916 | LR: 4.96e-04 | 1317.4ms/step | 15.2 samples/s +Step 3290/44000 | Loss: 3.4734 | LR: 4.96e-04 | 1319.7ms/step | 15.2 samples/s +Step 3300/44000 | Loss: 3.4987 | LR: 4.96e-04 | 1317.5ms/step | 15.2 samples/s +Step 3310/44000 | Loss: 3.4823 | LR: 4.96e-04 | 1317.9ms/step | 15.2 samples/s +Step 3320/44000 | Loss: 3.4760 | LR: 4.96e-04 | 1317.0ms/step | 15.2 samples/s +Step 3330/44000 | Loss: 3.4886 | LR: 4.96e-04 | 1321.4ms/step | 15.1 samples/s +Step 3340/44000 | Loss: 3.4727 | LR: 4.96e-04 | 1323.5ms/step | 15.1 samples/s +Step 3350/44000 | Loss: 3.4825 | LR: 4.96e-04 | 1324.8ms/step | 15.1 samples/s +Step 3360/44000 | Loss: 3.4684 | LR: 4.96e-04 | 1323.9ms/step | 15.1 samples/s +Step 3370/44000 | Loss: 3.4724 | LR: 4.95e-04 | 1328.4ms/step | 15.1 samples/s +Step 3380/44000 | Loss: 3.5136 | LR: 4.95e-04 | 1323.9ms/step | 15.1 samples/s +Step 3390/44000 | Loss: 3.5104 | LR: 4.95e-04 | 1325.0ms/step | 15.1 samples/s +Step 3400/44000 | Loss: 3.4665 | LR: 4.95e-04 | 1327.6ms/step | 15.1 samples/s +Step 3410/44000 | Loss: 3.4730 | LR: 4.95e-04 | 1325.5ms/step | 15.1 samples/s +Step 3420/44000 | Loss: 3.4839 | LR: 4.95e-04 | 1326.7ms/step | 15.1 samples/s +Step 3430/44000 | Loss: 3.4839 | LR: 4.95e-04 | 1324.7ms/step | 15.1 samples/s +Step 3440/44000 | Loss: 3.4715 | LR: 4.95e-04 | 1321.0ms/step | 15.1 samples/s +Step 3450/44000 | Loss: 3.4765 | LR: 4.95e-04 | 1329.7ms/step | 15.0 samples/s +Step 3460/44000 | Loss: 3.4343 | LR: 4.95e-04 | 1328.9ms/step | 15.1 samples/s +Step 3470/44000 | Loss: 3.4776 | LR: 4.95e-04 | 1326.7ms/step | 15.1 samples/s +Step 3480/44000 | Loss: 3.4528 | LR: 4.95e-04 | 1321.8ms/step | 15.1 samples/s +Step 3490/44000 | Loss: 3.4843 | LR: 4.95e-04 | 1323.2ms/step | 15.1 samples/s +Step 3500/44000 | Loss: 3.4718 | LR: 4.95e-04 | 1325.2ms/step | 15.1 samples/s +Validation at step 3500: Loss = 3.4644, Perplexity = 31.96 +Step 3510/44000 | Loss: 3.4703 | LR: 4.95e-04 | 3546.4ms/step | 5.6 samples/s +Step 3520/44000 | Loss: 3.4433 | LR: 4.95e-04 | 1322.9ms/step | 15.1 samples/s +Step 3530/44000 | Loss: 3.4329 | LR: 4.95e-04 | 1324.8ms/step | 15.1 samples/s +Step 3540/44000 | Loss: 3.4616 | LR: 4.95e-04 | 1327.5ms/step | 15.1 samples/s +Step 3550/44000 | Loss: 3.4651 | LR: 4.95e-04 | 1320.3ms/step | 15.1 samples/s +Step 3560/44000 | Loss: 3.4727 | LR: 4.95e-04 | 1318.1ms/step | 15.2 samples/s +Step 3570/44000 | Loss: 3.4559 | LR: 4.95e-04 | 1321.4ms/step | 15.1 samples/s +Step 3580/44000 | Loss: 3.4737 | LR: 4.95e-04 | 1322.5ms/step | 15.1 samples/s +Step 3590/44000 | Loss: 3.4535 | LR: 4.95e-04 | 1320.6ms/step | 15.1 samples/s +Step 3600/44000 | Loss: 3.4466 | LR: 4.95e-04 | 1320.1ms/step | 15.2 samples/s +Step 3610/44000 | Loss: 3.4344 | LR: 4.95e-04 | 1326.1ms/step | 15.1 samples/s +Step 3620/44000 | Loss: 3.4460 | LR: 4.95e-04 | 1329.2ms/step | 15.0 samples/s +Step 3630/44000 | Loss: 3.4303 | LR: 4.95e-04 | 1330.9ms/step | 15.0 samples/s +Step 3640/44000 | Loss: 3.4217 | LR: 4.95e-04 | 1334.3ms/step | 15.0 samples/s +Step 3650/44000 | Loss: 3.4343 | LR: 4.94e-04 | 1329.1ms/step | 15.0 samples/s +Step 3660/44000 | Loss: 3.4277 | LR: 4.94e-04 | 1330.4ms/step | 15.0 samples/s +Step 3670/44000 | Loss: 3.4643 | LR: 4.94e-04 | 1324.3ms/step | 15.1 samples/s +Step 3680/44000 | Loss: 3.4183 | LR: 4.94e-04 | 1330.8ms/step | 15.0 samples/s +Step 3690/44000 | Loss: 3.4378 | LR: 4.94e-04 | 1332.6ms/step | 15.0 samples/s +Step 3700/44000 | Loss: 3.4463 | LR: 4.94e-04 | 1333.4ms/step | 15.0 samples/s +Step 3710/44000 | Loss: 3.4219 | LR: 4.94e-04 | 1330.4ms/step | 15.0 samples/s +Step 3720/44000 | Loss: 3.4455 | LR: 4.94e-04 | 1331.3ms/step | 15.0 samples/s +Step 3730/44000 | Loss: 3.4441 | LR: 4.94e-04 | 1332.1ms/step | 15.0 samples/s +Step 3740/44000 | Loss: 3.4396 | LR: 4.94e-04 | 1330.2ms/step | 15.0 samples/s +Step 3750/44000 | Loss: 3.4376 | LR: 4.94e-04 | 1331.7ms/step | 15.0 samples/s +Validation at step 3750: Loss = 3.4366, Perplexity = 31.08 +Step 3760/44000 | Loss: 3.4329 | LR: 4.94e-04 | 3557.6ms/step | 5.6 samples/s +Step 3770/44000 | Loss: 3.4318 | LR: 4.94e-04 | 1326.8ms/step | 15.1 samples/s +Step 3780/44000 | Loss: 3.4541 | LR: 4.94e-04 | 1329.8ms/step | 15.0 samples/s +Step 3790/44000 | Loss: 3.4394 | LR: 4.94e-04 | 1333.2ms/step | 15.0 samples/s +Step 3800/44000 | Loss: 3.4471 | LR: 4.94e-04 | 1332.5ms/step | 15.0 samples/s +Step 3810/44000 | Loss: 3.4468 | LR: 4.94e-04 | 1332.1ms/step | 15.0 samples/s +Step 3820/44000 | Loss: 3.4540 | LR: 4.94e-04 | 1330.7ms/step | 15.0 samples/s +Step 3830/44000 | Loss: 3.4484 | LR: 4.94e-04 | 1329.2ms/step | 15.0 samples/s +Step 3840/44000 | Loss: 3.4182 | LR: 4.94e-04 | 1329.9ms/step | 15.0 samples/s +Step 3850/44000 | Loss: 3.4070 | LR: 4.94e-04 | 1328.3ms/step | 15.1 samples/s +Step 3860/44000 | Loss: 3.4390 | LR: 4.94e-04 | 1326.0ms/step | 15.1 samples/s +Step 3870/44000 | Loss: 3.4460 | LR: 4.94e-04 | 1326.5ms/step | 15.1 samples/s +Step 3880/44000 | Loss: 3.4042 | LR: 4.94e-04 | 1330.5ms/step | 15.0 samples/s +Step 3890/44000 | Loss: 3.4284 | LR: 4.94e-04 | 1327.4ms/step | 15.1 samples/s +Step 3900/44000 | Loss: 3.4374 | LR: 4.93e-04 | 1328.9ms/step | 15.0 samples/s +Step 3910/44000 | Loss: 3.4126 | LR: 4.93e-04 | 1326.7ms/step | 15.1 samples/s +Step 3920/44000 | Loss: 3.4152 | LR: 4.93e-04 | 1322.8ms/step | 15.1 samples/s +Step 3930/44000 | Loss: 3.4513 | LR: 4.93e-04 | 1324.0ms/step | 15.1 samples/s +Step 3940/44000 | Loss: 3.3955 | LR: 4.93e-04 | 1323.8ms/step | 15.1 samples/s +Step 3950/44000 | Loss: 3.3979 | LR: 4.93e-04 | 1325.4ms/step | 15.1 samples/s +Step 3960/44000 | Loss: 3.4511 | LR: 4.93e-04 | 1322.7ms/step | 15.1 samples/s +Step 3970/44000 | Loss: 3.4021 | LR: 4.93e-04 | 1319.7ms/step | 15.2 samples/s +Step 3980/44000 | Loss: 3.4217 | LR: 4.93e-04 | 1323.9ms/step | 15.1 samples/s +Step 3990/44000 | Loss: 3.3937 | LR: 4.93e-04 | 1323.6ms/step | 15.1 samples/s +Step 4000/44000 | Loss: 3.4311 | LR: 4.93e-04 | 1322.9ms/step | 15.1 samples/s +Validation at step 4000: Loss = 3.4122, Perplexity = 30.33 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-4000 +Step 4010/44000 | Loss: 3.3629 | LR: 4.93e-04 | 3840.4ms/step | 5.2 samples/s +Step 4020/44000 | Loss: 3.4194 | LR: 4.93e-04 | 1325.7ms/step | 15.1 samples/s +Step 4030/44000 | Loss: 3.3929 | LR: 4.93e-04 | 1322.7ms/step | 15.1 samples/s +Step 4040/44000 | Loss: 3.4259 | LR: 4.93e-04 | 1327.1ms/step | 15.1 samples/s +Step 4050/44000 | Loss: 3.4018 | LR: 4.93e-04 | 1322.3ms/step | 15.1 samples/s +Step 4060/44000 | Loss: 3.4444 | LR: 4.93e-04 | 1324.4ms/step | 15.1 samples/s +Step 4070/44000 | Loss: 3.4057 | LR: 4.93e-04 | 1321.0ms/step | 15.1 samples/s +Step 4080/44000 | Loss: 3.3943 | LR: 4.93e-04 | 1324.9ms/step | 15.1 samples/s +Step 4090/44000 | Loss: 3.3917 | LR: 4.93e-04 | 1326.1ms/step | 15.1 samples/s +Step 4100/44000 | Loss: 3.4009 | LR: 4.93e-04 | 1325.3ms/step | 15.1 samples/s +Step 4110/44000 | Loss: 3.4054 | LR: 4.93e-04 | 1324.4ms/step | 15.1 samples/s +Step 4120/44000 | Loss: 3.3940 | LR: 4.93e-04 | 1326.5ms/step | 15.1 samples/s +Step 4130/44000 | Loss: 3.4065 | LR: 4.93e-04 | 1323.2ms/step | 15.1 samples/s +Step 4140/44000 | Loss: 3.3913 | LR: 4.92e-04 | 1323.6ms/step | 15.1 samples/s +Step 4150/44000 | Loss: 3.3853 | LR: 4.92e-04 | 1323.5ms/step | 15.1 samples/s +Step 4160/44000 | Loss: 3.4023 | LR: 4.92e-04 | 1323.2ms/step | 15.1 samples/s +Step 4170/44000 | Loss: 3.4115 | LR: 4.92e-04 | 1322.3ms/step | 15.1 samples/s +Step 4180/44000 | Loss: 3.3929 | LR: 4.92e-04 | 1327.4ms/step | 15.1 samples/s +Step 4190/44000 | Loss: 3.3937 | LR: 4.92e-04 | 1324.0ms/step | 15.1 samples/s +Step 4200/44000 | Loss: 3.3845 | LR: 4.92e-04 | 1324.0ms/step | 15.1 samples/s +Step 4210/44000 | Loss: 3.4022 | LR: 4.92e-04 | 1325.3ms/step | 15.1 samples/s +Step 4220/44000 | Loss: 3.3887 | LR: 4.92e-04 | 1323.4ms/step | 15.1 samples/s +Step 4230/44000 | Loss: 3.3898 | LR: 4.92e-04 | 1323.4ms/step | 15.1 samples/s +Step 4240/44000 | Loss: 3.3865 | LR: 4.92e-04 | 1322.1ms/step | 15.1 samples/s +Step 4250/44000 | Loss: 3.3989 | LR: 4.92e-04 | 1325.3ms/step | 15.1 samples/s +Validation at step 4250: Loss = 3.3930, Perplexity = 29.75 +Step 4260/44000 | Loss: 3.4217 | LR: 4.92e-04 | 3559.1ms/step | 5.6 samples/s +Step 4270/44000 | Loss: 3.4040 | LR: 4.92e-04 | 1321.7ms/step | 15.1 samples/s +Step 4280/44000 | Loss: 3.4207 | LR: 4.92e-04 | 1324.9ms/step | 15.1 samples/s +Step 4290/44000 | Loss: 3.3749 | LR: 4.92e-04 | 1325.7ms/step | 15.1 samples/s +Step 4300/44000 | Loss: 3.4070 | LR: 4.92e-04 | 1325.4ms/step | 15.1 samples/s +Step 4310/44000 | Loss: 3.4175 | LR: 4.92e-04 | 1321.1ms/step | 15.1 samples/s +Step 4320/44000 | Loss: 3.4046 | LR: 4.92e-04 | 1328.3ms/step | 15.1 samples/s +Step 4330/44000 | Loss: 3.3627 | LR: 4.92e-04 | 1322.9ms/step | 15.1 samples/s +Step 4340/44000 | Loss: 3.3939 | LR: 4.92e-04 | 1326.5ms/step | 15.1 samples/s +Step 4350/44000 | Loss: 3.4031 | LR: 4.92e-04 | 1323.9ms/step | 15.1 samples/s +Step 4360/44000 | Loss: 3.3746 | LR: 4.91e-04 | 1324.6ms/step | 15.1 samples/s +Step 4370/44000 | Loss: 3.4132 | LR: 4.91e-04 | 1327.8ms/step | 15.1 samples/s +Step 4380/44000 | Loss: 3.3671 | LR: 4.91e-04 | 1324.3ms/step | 15.1 samples/s +Step 4390/44000 | Loss: 3.3961 | LR: 4.91e-04 | 1321.5ms/step | 15.1 samples/s +Step 4400/44000 | Loss: 3.3470 | LR: 4.91e-04 | 1322.7ms/step | 15.1 samples/s +Step 4410/44000 | Loss: 3.3659 | LR: 4.91e-04 | 1321.8ms/step | 15.1 samples/s +Step 4420/44000 | Loss: 3.3656 | LR: 4.91e-04 | 1326.4ms/step | 15.1 samples/s +Step 4430/44000 | Loss: 3.3875 | LR: 4.91e-04 | 1330.0ms/step | 15.0 samples/s +Step 4440/44000 | Loss: 3.4242 | LR: 4.91e-04 | 1323.6ms/step | 15.1 samples/s +Step 4450/44000 | Loss: 3.4181 | LR: 4.91e-04 | 1326.1ms/step | 15.1 samples/s +Step 4460/44000 | Loss: 3.3624 | LR: 4.91e-04 | 1327.8ms/step | 15.1 samples/s +Step 4470/44000 | Loss: 3.3516 | LR: 4.91e-04 | 1321.6ms/step | 15.1 samples/s +Step 4480/44000 | Loss: 3.3868 | LR: 4.91e-04 | 1325.3ms/step | 15.1 samples/s +Step 4490/44000 | Loss: 3.3622 | LR: 4.91e-04 | 1324.5ms/step | 15.1 samples/s +Step 4500/44000 | Loss: 3.3925 | LR: 4.91e-04 | 1330.0ms/step | 15.0 samples/s +Validation at step 4500: Loss = 3.3753, Perplexity = 29.23 +Step 4510/44000 | Loss: 3.3567 | LR: 4.91e-04 | 3552.0ms/step | 5.6 samples/s +Step 4520/44000 | Loss: 3.3685 | LR: 4.91e-04 | 1327.5ms/step | 15.1 samples/s +Step 4530/44000 | Loss: 3.3388 | LR: 4.91e-04 | 1324.8ms/step | 15.1 samples/s +Step 4540/44000 | Loss: 3.3808 | LR: 4.91e-04 | 1324.3ms/step | 15.1 samples/s +Step 4550/44000 | Loss: 3.4053 | LR: 4.91e-04 | 1324.6ms/step | 15.1 samples/s +Step 4560/44000 | Loss: 3.3574 | LR: 4.90e-04 | 1324.0ms/step | 15.1 samples/s +Step 4570/44000 | Loss: 3.3567 | LR: 4.90e-04 | 1324.7ms/step | 15.1 samples/s +Step 4580/44000 | Loss: 3.3618 | LR: 4.90e-04 | 1323.8ms/step | 15.1 samples/s +Step 4590/44000 | Loss: 3.3535 | LR: 4.90e-04 | 1322.7ms/step | 15.1 samples/s +Step 4600/44000 | Loss: 3.3715 | LR: 4.90e-04 | 1323.5ms/step | 15.1 samples/s +Step 4610/44000 | Loss: 3.3710 | LR: 4.90e-04 | 1324.2ms/step | 15.1 samples/s +Step 4620/44000 | Loss: 3.3648 | LR: 4.90e-04 | 1324.3ms/step | 15.1 samples/s +Step 4630/44000 | Loss: 3.3526 | LR: 4.90e-04 | 1325.8ms/step | 15.1 samples/s +Step 4640/44000 | Loss: 3.3704 | LR: 4.90e-04 | 1327.1ms/step | 15.1 samples/s +Step 4650/44000 | Loss: 3.3783 | LR: 4.90e-04 | 1327.6ms/step | 15.1 samples/s +Step 4660/44000 | Loss: 3.3310 | LR: 4.90e-04 | 1332.8ms/step | 15.0 samples/s +Step 4670/44000 | Loss: 3.3608 | LR: 4.90e-04 | 1330.7ms/step | 15.0 samples/s +Step 4680/44000 | Loss: 3.3322 | LR: 4.90e-04 | 1325.7ms/step | 15.1 samples/s +Step 4690/44000 | Loss: 3.3401 | LR: 4.90e-04 | 1322.2ms/step | 15.1 samples/s +Step 4700/44000 | Loss: 3.3431 | LR: 4.90e-04 | 1323.8ms/step | 15.1 samples/s +Step 4710/44000 | Loss: 3.3647 | LR: 4.90e-04 | 1324.3ms/step | 15.1 samples/s +Step 4720/44000 | Loss: 3.3679 | LR: 4.90e-04 | 1328.2ms/step | 15.1 samples/s +Step 4730/44000 | Loss: 3.3526 | LR: 4.90e-04 | 1327.9ms/step | 15.1 samples/s +Step 4740/44000 | Loss: 3.3432 | LR: 4.90e-04 | 1325.4ms/step | 15.1 samples/s +Step 4750/44000 | Loss: 3.3511 | LR: 4.90e-04 | 1327.9ms/step | 15.1 samples/s +Validation at step 4750: Loss = 3.3569, Perplexity = 28.70 +Step 4760/44000 | Loss: 3.3599 | LR: 4.89e-04 | 3553.7ms/step | 5.6 samples/s +Step 4770/44000 | Loss: 3.3766 | LR: 4.89e-04 | 1321.7ms/step | 15.1 samples/s +Step 4780/44000 | Loss: 3.3636 | LR: 4.89e-04 | 1325.2ms/step | 15.1 samples/s +Step 4790/44000 | Loss: 3.3248 | LR: 4.89e-04 | 1320.0ms/step | 15.2 samples/s +Step 4800/44000 | Loss: 3.3467 | LR: 4.89e-04 | 1321.8ms/step | 15.1 samples/s +Step 4810/44000 | Loss: 3.3263 | LR: 4.89e-04 | 1322.9ms/step | 15.1 samples/s +Step 4820/44000 | Loss: 3.3628 | LR: 4.89e-04 | 1323.4ms/step | 15.1 samples/s +Step 4830/44000 | Loss: 3.3521 | LR: 4.89e-04 | 1323.2ms/step | 15.1 samples/s +Step 4840/44000 | Loss: 3.3436 | LR: 4.89e-04 | 1324.3ms/step | 15.1 samples/s +Step 4850/44000 | Loss: 3.3624 | LR: 4.89e-04 | 1325.3ms/step | 15.1 samples/s +Step 4860/44000 | Loss: 3.3263 | LR: 4.89e-04 | 1325.1ms/step | 15.1 samples/s +Step 4870/44000 | Loss: 3.3276 | LR: 4.89e-04 | 1323.3ms/step | 15.1 samples/s +Step 4880/44000 | Loss: 3.3511 | LR: 4.89e-04 | 1325.1ms/step | 15.1 samples/s +Step 4890/44000 | Loss: 3.3600 | LR: 4.89e-04 | 1323.6ms/step | 15.1 samples/s +Step 4900/44000 | Loss: 3.3754 | LR: 4.89e-04 | 1322.6ms/step | 15.1 samples/s +Step 4910/44000 | Loss: 3.3491 | LR: 4.89e-04 | 1327.4ms/step | 15.1 samples/s +Step 4920/44000 | Loss: 3.3370 | LR: 4.89e-04 | 1325.0ms/step | 15.1 samples/s +Step 4930/44000 | Loss: 3.3084 | LR: 4.89e-04 | 1324.2ms/step | 15.1 samples/s +Step 4940/44000 | Loss: 3.3408 | LR: 4.89e-04 | 1327.0ms/step | 15.1 samples/s +Step 4950/44000 | Loss: 3.3218 | LR: 4.88e-04 | 1381.0ms/step | 14.5 samples/s +Step 4960/44000 | Loss: 3.3629 | LR: 4.88e-04 | 1332.6ms/step | 15.0 samples/s +Step 4970/44000 | Loss: 3.3427 | LR: 4.88e-04 | 1333.4ms/step | 15.0 samples/s +Step 4980/44000 | Loss: 3.3542 | LR: 4.88e-04 | 1337.3ms/step | 15.0 samples/s +Step 4990/44000 | Loss: 3.3351 | LR: 4.88e-04 | 1328.6ms/step | 15.1 samples/s +Step 5000/44000 | Loss: 3.3054 | LR: 4.88e-04 | 1326.5ms/step | 15.1 samples/s +Validation at step 5000: Loss = 3.3415, Perplexity = 28.26 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-5000 +Step 5010/44000 | Loss: 3.3510 | LR: 4.88e-04 | 3857.5ms/step | 5.2 samples/s +Step 5020/44000 | Loss: 3.3018 | LR: 4.88e-04 | 1327.4ms/step | 15.1 samples/s +Step 5030/44000 | Loss: 3.3320 | LR: 4.88e-04 | 1324.8ms/step | 15.1 samples/s +Step 5040/44000 | Loss: 3.3158 | LR: 4.88e-04 | 1324.9ms/step | 15.1 samples/s +Step 5050/44000 | Loss: 3.3515 | LR: 4.88e-04 | 1326.3ms/step | 15.1 samples/s +Step 5060/44000 | Loss: 3.3579 | LR: 4.88e-04 | 1327.7ms/step | 15.1 samples/s +Step 5070/44000 | Loss: 3.3391 | LR: 4.88e-04 | 1323.0ms/step | 15.1 samples/s +Step 5080/44000 | Loss: 3.3306 | LR: 4.88e-04 | 1325.9ms/step | 15.1 samples/s +Step 5090/44000 | Loss: 3.3378 | LR: 4.88e-04 | 1331.8ms/step | 15.0 samples/s +Step 5100/44000 | Loss: 3.3476 | LR: 4.88e-04 | 1326.6ms/step | 15.1 samples/s +Step 5110/44000 | Loss: 3.3436 | LR: 4.88e-04 | 1324.0ms/step | 15.1 samples/s +Step 5120/44000 | Loss: 3.3260 | LR: 4.88e-04 | 1324.3ms/step | 15.1 samples/s +Step 5130/44000 | Loss: 3.3243 | LR: 4.87e-04 | 1324.9ms/step | 15.1 samples/s +Step 5140/44000 | Loss: 3.3390 | LR: 4.87e-04 | 1325.0ms/step | 15.1 samples/s +Step 5150/44000 | Loss: 3.3352 | LR: 4.87e-04 | 1325.7ms/step | 15.1 samples/s +Step 5160/44000 | Loss: 3.3437 | LR: 4.87e-04 | 1326.4ms/step | 15.1 samples/s +Step 5170/44000 | Loss: 3.3596 | LR: 4.87e-04 | 1323.7ms/step | 15.1 samples/s +Step 5180/44000 | Loss: 3.3422 | LR: 4.87e-04 | 1325.4ms/step | 15.1 samples/s +Step 5190/44000 | Loss: 3.3081 | LR: 4.87e-04 | 1324.9ms/step | 15.1 samples/s +Step 5200/44000 | Loss: 3.3009 | LR: 4.87e-04 | 1325.8ms/step | 15.1 samples/s +Step 5210/44000 | Loss: 3.3204 | LR: 4.87e-04 | 1324.2ms/step | 15.1 samples/s +Step 5220/44000 | Loss: 3.3312 | LR: 4.87e-04 | 1324.6ms/step | 15.1 samples/s +Step 5230/44000 | Loss: 3.3019 | LR: 4.87e-04 | 1328.1ms/step | 15.1 samples/s +Step 5240/44000 | Loss: 3.3155 | LR: 4.87e-04 | 1325.4ms/step | 15.1 samples/s +Step 5250/44000 | Loss: 3.3456 | LR: 4.87e-04 | 1324.4ms/step | 15.1 samples/s +Validation at step 5250: Loss = 3.3261, Perplexity = 27.83 +Step 5260/44000 | Loss: 3.3550 | LR: 4.87e-04 | 3548.6ms/step | 5.6 samples/s +Step 5270/44000 | Loss: 3.3421 | LR: 4.87e-04 | 1325.3ms/step | 15.1 samples/s +Step 5280/44000 | Loss: 3.3066 | LR: 4.87e-04 | 1325.3ms/step | 15.1 samples/s +Step 5290/44000 | Loss: 3.3278 | LR: 4.87e-04 | 1324.1ms/step | 15.1 samples/s +Step 5300/44000 | Loss: 3.3161 | LR: 4.86e-04 | 1322.8ms/step | 15.1 samples/s +Step 5310/44000 | Loss: 3.3426 | LR: 4.86e-04 | 1327.5ms/step | 15.1 samples/s +Step 5320/44000 | Loss: 3.3203 | LR: 4.86e-04 | 1324.3ms/step | 15.1 samples/s +Step 5330/44000 | Loss: 3.3261 | LR: 4.86e-04 | 1323.8ms/step | 15.1 samples/s +Step 5340/44000 | Loss: 3.3122 | LR: 4.86e-04 | 1326.4ms/step | 15.1 samples/s +Step 5350/44000 | Loss: 3.3068 | LR: 4.86e-04 | 1323.5ms/step | 15.1 samples/s +Step 5360/44000 | Loss: 3.2978 | LR: 4.86e-04 | 1324.8ms/step | 15.1 samples/s +Step 5370/44000 | Loss: 3.2953 | LR: 4.86e-04 | 1325.0ms/step | 15.1 samples/s +Step 5380/44000 | Loss: 3.3104 | LR: 4.86e-04 | 1322.5ms/step | 15.1 samples/s +Step 5390/44000 | Loss: 3.3069 | LR: 4.86e-04 | 1328.1ms/step | 15.1 samples/s +Step 5400/44000 | Loss: 3.3317 | LR: 4.86e-04 | 1322.2ms/step | 15.1 samples/s +Step 5410/44000 | Loss: 3.3319 | LR: 4.86e-04 | 1326.8ms/step | 15.1 samples/s +Step 5420/44000 | Loss: 3.3107 | LR: 4.86e-04 | 1323.3ms/step | 15.1 samples/s +Step 5430/44000 | Loss: 3.3048 | LR: 4.86e-04 | 1327.1ms/step | 15.1 samples/s +Step 5440/44000 | Loss: 3.3076 | LR: 4.86e-04 | 1328.2ms/step | 15.1 samples/s +Step 5450/44000 | Loss: 3.3027 | LR: 4.86e-04 | 1324.1ms/step | 15.1 samples/s +Step 5460/44000 | Loss: 3.2814 | LR: 4.86e-04 | 1321.8ms/step | 15.1 samples/s +Step 5470/44000 | Loss: 3.2842 | LR: 4.85e-04 | 1327.4ms/step | 15.1 samples/s +Step 5480/44000 | Loss: 3.3045 | LR: 4.85e-04 | 1326.4ms/step | 15.1 samples/s +Step 5490/44000 | Loss: 3.3098 | LR: 4.85e-04 | 1331.1ms/step | 15.0 samples/s +Step 5500/44000 | Loss: 3.3248 | LR: 4.85e-04 | 1323.8ms/step | 15.1 samples/s +Validation at step 5500: Loss = 3.3148, Perplexity = 27.52 +Step 5510/44000 | Loss: 3.3260 | LR: 4.85e-04 | 3548.4ms/step | 5.6 samples/s +Step 5520/44000 | Loss: 3.2915 | LR: 4.85e-04 | 1321.3ms/step | 15.1 samples/s +Step 5530/44000 | Loss: 3.3450 | LR: 4.85e-04 | 1322.9ms/step | 15.1 samples/s +Step 5540/44000 | Loss: 3.2975 | LR: 4.85e-04 | 1324.3ms/step | 15.1 samples/s +Step 5550/44000 | Loss: 3.3044 | LR: 4.85e-04 | 1322.9ms/step | 15.1 samples/s +Step 5560/44000 | Loss: 3.2830 | LR: 4.85e-04 | 1321.8ms/step | 15.1 samples/s +Step 5570/44000 | Loss: 3.3096 | LR: 4.85e-04 | 1324.3ms/step | 15.1 samples/s +Step 5580/44000 | Loss: 3.3041 | LR: 4.85e-04 | 1321.4ms/step | 15.1 samples/s +Step 5590/44000 | Loss: 3.2793 | LR: 4.85e-04 | 1319.9ms/step | 15.2 samples/s +Step 5600/44000 | Loss: 3.3317 | LR: 4.85e-04 | 1320.2ms/step | 15.1 samples/s +Step 5610/44000 | Loss: 3.2870 | LR: 4.85e-04 | 1322.7ms/step | 15.1 samples/s +Step 5620/44000 | Loss: 3.3171 | LR: 4.85e-04 | 1320.8ms/step | 15.1 samples/s +Step 5630/44000 | Loss: 3.2714 | LR: 4.84e-04 | 1320.2ms/step | 15.1 samples/s +Step 5640/44000 | Loss: 3.3116 | LR: 4.84e-04 | 1323.3ms/step | 15.1 samples/s +Step 5650/44000 | Loss: 3.2891 | LR: 4.84e-04 | 1325.8ms/step | 15.1 samples/s +Step 5660/44000 | Loss: 3.2850 | LR: 4.84e-04 | 1325.5ms/step | 15.1 samples/s +Step 5670/44000 | Loss: 3.2968 | LR: 4.84e-04 | 1324.3ms/step | 15.1 samples/s +Step 5680/44000 | Loss: 3.3263 | LR: 4.84e-04 | 1320.8ms/step | 15.1 samples/s +Step 5690/44000 | Loss: 3.2908 | LR: 4.84e-04 | 1321.1ms/step | 15.1 samples/s +Step 5700/44000 | Loss: 3.3018 | LR: 4.84e-04 | 1324.3ms/step | 15.1 samples/s +Step 5710/44000 | Loss: 3.3054 | LR: 4.84e-04 | 1321.0ms/step | 15.1 samples/s +Step 5720/44000 | Loss: 3.3074 | LR: 4.84e-04 | 1321.3ms/step | 15.1 samples/s +Step 5730/44000 | Loss: 3.3263 | LR: 4.84e-04 | 1325.0ms/step | 15.1 samples/s +Step 5740/44000 | Loss: 3.3034 | LR: 4.84e-04 | 1325.5ms/step | 15.1 samples/s +Step 5750/44000 | Loss: 3.2860 | LR: 4.84e-04 | 1324.5ms/step | 15.1 samples/s +Validation at step 5750: Loss = 3.3000, Perplexity = 27.11 +Step 5760/44000 | Loss: 3.3026 | LR: 4.84e-04 | 3553.3ms/step | 5.6 samples/s +Step 5770/44000 | Loss: 3.3110 | LR: 4.84e-04 | 1329.0ms/step | 15.0 samples/s +Step 5780/44000 | Loss: 3.3275 | LR: 4.83e-04 | 1324.5ms/step | 15.1 samples/s +Step 5790/44000 | Loss: 3.2846 | LR: 4.83e-04 | 1322.1ms/step | 15.1 samples/s +Step 5800/44000 | Loss: 3.3035 | LR: 4.83e-04 | 1323.2ms/step | 15.1 samples/s +Step 5810/44000 | Loss: 3.2827 | LR: 4.83e-04 | 1322.2ms/step | 15.1 samples/s +Step 5820/44000 | Loss: 3.2642 | LR: 4.83e-04 | 1320.6ms/step | 15.1 samples/s +Step 5830/44000 | Loss: 3.2700 | LR: 4.83e-04 | 1330.5ms/step | 15.0 samples/s +Step 5840/44000 | Loss: 3.2731 | LR: 4.83e-04 | 1326.1ms/step | 15.1 samples/s +Step 5850/44000 | Loss: 3.2894 | LR: 4.83e-04 | 1324.4ms/step | 15.1 samples/s +Step 5860/44000 | Loss: 3.3061 | LR: 4.83e-04 | 1323.7ms/step | 15.1 samples/s +Step 5870/44000 | Loss: 3.2868 | LR: 4.83e-04 | 1322.5ms/step | 15.1 samples/s +Step 5880/44000 | Loss: 3.2757 | LR: 4.83e-04 | 1324.6ms/step | 15.1 samples/s +Step 5890/44000 | Loss: 3.3018 | LR: 4.83e-04 | 1324.2ms/step | 15.1 samples/s +Step 5900/44000 | Loss: 3.2862 | LR: 4.83e-04 | 1324.7ms/step | 15.1 samples/s +Step 5910/44000 | Loss: 3.2830 | LR: 4.83e-04 | 1323.8ms/step | 15.1 samples/s +Step 5920/44000 | Loss: 3.3280 | LR: 4.83e-04 | 1322.7ms/step | 15.1 samples/s +Step 5930/44000 | Loss: 3.2875 | LR: 4.83e-04 | 1323.3ms/step | 15.1 samples/s +Step 5940/44000 | Loss: 3.2741 | LR: 4.82e-04 | 1329.6ms/step | 15.0 samples/s +Step 5950/44000 | Loss: 3.2969 | LR: 4.82e-04 | 1326.5ms/step | 15.1 samples/s +Step 5960/44000 | Loss: 3.2704 | LR: 4.82e-04 | 1325.0ms/step | 15.1 samples/s +Step 5970/44000 | Loss: 3.2928 | LR: 4.82e-04 | 1327.0ms/step | 15.1 samples/s +Step 5980/44000 | Loss: 3.2847 | LR: 4.82e-04 | 1323.7ms/step | 15.1 samples/s +Step 5990/44000 | Loss: 3.2898 | LR: 4.82e-04 | 1321.4ms/step | 15.1 samples/s +Step 6000/44000 | Loss: 3.2671 | LR: 4.82e-04 | 1326.8ms/step | 15.1 samples/s +Validation at step 6000: Loss = 3.2898, Perplexity = 26.84 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-6000 +Step 6010/44000 | Loss: 3.2593 | LR: 4.82e-04 | 3858.5ms/step | 5.2 samples/s +Step 6020/44000 | Loss: 3.2959 | LR: 4.82e-04 | 1322.3ms/step | 15.1 samples/s +Step 6030/44000 | Loss: 3.2804 | LR: 4.82e-04 | 1322.3ms/step | 15.1 samples/s +Step 6040/44000 | Loss: 3.2934 | LR: 4.82e-04 | 1324.9ms/step | 15.1 samples/s +Step 6050/44000 | Loss: 3.2884 | LR: 4.82e-04 | 1322.3ms/step | 15.1 samples/s +Step 6060/44000 | Loss: 3.2989 | LR: 4.82e-04 | 1321.7ms/step | 15.1 samples/s +Step 6070/44000 | Loss: 3.2949 | LR: 4.82e-04 | 1319.3ms/step | 15.2 samples/s +Step 6080/44000 | Loss: 3.2935 | LR: 4.81e-04 | 1317.2ms/step | 15.2 samples/s +Step 6090/44000 | Loss: 3.3010 | LR: 4.81e-04 | 1315.5ms/step | 15.2 samples/s +Step 6100/44000 | Loss: 3.2919 | LR: 4.81e-04 | 1319.9ms/step | 15.2 samples/s +Step 6110/44000 | Loss: 3.2900 | LR: 4.81e-04 | 1319.2ms/step | 15.2 samples/s +Step 6120/44000 | Loss: 3.2906 | LR: 4.81e-04 | 1318.5ms/step | 15.2 samples/s +Step 6130/44000 | Loss: 3.3214 | LR: 4.81e-04 | 1321.6ms/step | 15.1 samples/s +Step 6140/44000 | Loss: 3.2944 | LR: 4.81e-04 | 1319.9ms/step | 15.2 samples/s +Step 6150/44000 | Loss: 3.2625 | LR: 4.81e-04 | 1320.7ms/step | 15.1 samples/s +Step 6160/44000 | Loss: 3.2713 | LR: 4.81e-04 | 1317.6ms/step | 15.2 samples/s +Step 6170/44000 | Loss: 3.2471 | LR: 4.81e-04 | 1319.1ms/step | 15.2 samples/s +Step 6180/44000 | Loss: 3.2814 | LR: 4.81e-04 | 1322.2ms/step | 15.1 samples/s +Step 6190/44000 | Loss: 3.2771 | LR: 4.81e-04 | 1322.4ms/step | 15.1 samples/s +Step 6200/44000 | Loss: 3.3048 | LR: 4.81e-04 | 1323.5ms/step | 15.1 samples/s +Step 6210/44000 | Loss: 3.2882 | LR: 4.81e-04 | 1324.2ms/step | 15.1 samples/s +Step 6220/44000 | Loss: 3.2762 | LR: 4.81e-04 | 1324.8ms/step | 15.1 samples/s +Step 6230/44000 | Loss: 3.2504 | LR: 4.80e-04 | 1324.2ms/step | 15.1 samples/s +Step 6240/44000 | Loss: 3.2838 | LR: 4.80e-04 | 1322.3ms/step | 15.1 samples/s +Step 6250/44000 | Loss: 3.2431 | LR: 4.80e-04 | 1323.3ms/step | 15.1 samples/s +Validation at step 6250: Loss = 3.2786, Perplexity = 26.54 +Step 6260/44000 | Loss: 3.2656 | LR: 4.80e-04 | 3557.2ms/step | 5.6 samples/s +Step 6270/44000 | Loss: 3.2587 | LR: 4.80e-04 | 1322.2ms/step | 15.1 samples/s +Step 6280/44000 | Loss: 3.2519 | LR: 4.80e-04 | 1324.5ms/step | 15.1 samples/s +Step 6290/44000 | Loss: 3.2626 | LR: 4.80e-04 | 1325.6ms/step | 15.1 samples/s +Step 6300/44000 | Loss: 3.2688 | LR: 4.80e-04 | 1324.1ms/step | 15.1 samples/s +Step 6310/44000 | Loss: 3.2781 | LR: 4.80e-04 | 1323.4ms/step | 15.1 samples/s +Step 6320/44000 | Loss: 3.3283 | LR: 4.80e-04 | 1322.1ms/step | 15.1 samples/s +Step 6330/44000 | Loss: 3.2869 | LR: 4.80e-04 | 1324.1ms/step | 15.1 samples/s +Step 6340/44000 | Loss: 3.2655 | LR: 4.80e-04 | 1321.2ms/step | 15.1 samples/s +Step 6350/44000 | Loss: 3.2777 | LR: 4.80e-04 | 1320.2ms/step | 15.1 samples/s +Step 6360/44000 | Loss: 3.2424 | LR: 4.80e-04 | 1326.3ms/step | 15.1 samples/s +Step 6370/44000 | Loss: 3.2649 | LR: 4.79e-04 | 1328.2ms/step | 15.1 samples/s +Step 6380/44000 | Loss: 3.2589 | LR: 4.79e-04 | 1325.3ms/step | 15.1 samples/s +Step 6390/44000 | Loss: 3.2884 | LR: 4.79e-04 | 1324.2ms/step | 15.1 samples/s +Step 6400/44000 | Loss: 3.2709 | LR: 4.79e-04 | 1325.9ms/step | 15.1 samples/s +Step 6410/44000 | Loss: 3.2634 | LR: 4.79e-04 | 1324.8ms/step | 15.1 samples/s +Step 6420/44000 | Loss: 3.2760 | LR: 4.79e-04 | 1324.2ms/step | 15.1 samples/s +Step 6430/44000 | Loss: 3.2535 | LR: 4.79e-04 | 1320.4ms/step | 15.1 samples/s +Step 6440/44000 | Loss: 3.2431 | LR: 4.79e-04 | 1324.8ms/step | 15.1 samples/s +Step 6450/44000 | Loss: 3.2881 | LR: 4.79e-04 | 1325.6ms/step | 15.1 samples/s +Step 6460/44000 | Loss: 3.2977 | LR: 4.79e-04 | 1327.2ms/step | 15.1 samples/s +Step 6470/44000 | Loss: 3.2177 | LR: 4.79e-04 | 1323.5ms/step | 15.1 samples/s +Step 6480/44000 | Loss: 3.2847 | LR: 4.79e-04 | 1320.6ms/step | 15.1 samples/s +Step 6490/44000 | Loss: 3.2427 | LR: 4.79e-04 | 1324.4ms/step | 15.1 samples/s +Step 6500/44000 | Loss: 3.2708 | LR: 4.79e-04 | 1328.2ms/step | 15.1 samples/s +Validation at step 6500: Loss = 3.2667, Perplexity = 26.22 +Step 6510/44000 | Loss: 3.2960 | LR: 4.78e-04 | 3543.7ms/step | 5.6 samples/s +Step 6520/44000 | Loss: 3.2761 | LR: 4.78e-04 | 1321.3ms/step | 15.1 samples/s +Step 6530/44000 | Loss: 3.2883 | LR: 4.78e-04 | 1321.9ms/step | 15.1 samples/s +Step 6540/44000 | Loss: 3.2569 | LR: 4.78e-04 | 1322.9ms/step | 15.1 samples/s +Step 6550/44000 | Loss: 3.2414 | LR: 4.78e-04 | 1324.4ms/step | 15.1 samples/s +Step 6560/44000 | Loss: 3.2726 | LR: 4.78e-04 | 1320.7ms/step | 15.1 samples/s +Step 6570/44000 | Loss: 3.2718 | LR: 4.78e-04 | 1322.7ms/step | 15.1 samples/s +Step 6580/44000 | Loss: 3.2769 | LR: 4.78e-04 | 1322.0ms/step | 15.1 samples/s +Step 6590/44000 | Loss: 3.2674 | LR: 4.78e-04 | 1322.1ms/step | 15.1 samples/s +Step 6600/44000 | Loss: 3.2896 | LR: 4.78e-04 | 1322.5ms/step | 15.1 samples/s +Step 6610/44000 | Loss: 3.2493 | LR: 4.78e-04 | 1324.5ms/step | 15.1 samples/s +Step 6620/44000 | Loss: 3.2817 | LR: 4.78e-04 | 1327.9ms/step | 15.1 samples/s +Step 6630/44000 | Loss: 3.2407 | LR: 4.78e-04 | 1326.3ms/step | 15.1 samples/s +Step 6640/44000 | Loss: 3.2846 | LR: 4.77e-04 | 1325.2ms/step | 15.1 samples/s +Step 6650/44000 | Loss: 3.2502 | LR: 4.77e-04 | 1323.4ms/step | 15.1 samples/s +Step 6660/44000 | Loss: 3.2474 | LR: 4.77e-04 | 1323.5ms/step | 15.1 samples/s +Step 6670/44000 | Loss: 3.2712 | LR: 4.77e-04 | 1320.7ms/step | 15.1 samples/s +Step 6680/44000 | Loss: 3.2237 | LR: 4.77e-04 | 1325.8ms/step | 15.1 samples/s +Step 6690/44000 | Loss: 3.2770 | LR: 4.77e-04 | 1322.8ms/step | 15.1 samples/s +Step 6700/44000 | Loss: 3.2668 | LR: 4.77e-04 | 1327.9ms/step | 15.1 samples/s +Step 6710/44000 | Loss: 3.2495 | LR: 4.77e-04 | 1324.1ms/step | 15.1 samples/s +Step 6720/44000 | Loss: 3.2150 | LR: 4.77e-04 | 1324.7ms/step | 15.1 samples/s +Step 6730/44000 | Loss: 3.2325 | LR: 4.77e-04 | 1323.9ms/step | 15.1 samples/s +Step 6740/44000 | Loss: 3.2453 | LR: 4.77e-04 | 1323.8ms/step | 15.1 samples/s +Step 6750/44000 | Loss: 3.2426 | LR: 4.77e-04 | 1324.9ms/step | 15.1 samples/s +Validation at step 6750: Loss = 3.2566, Perplexity = 25.96 +Step 6760/44000 | Loss: 3.2685 | LR: 4.77e-04 | 3554.3ms/step | 5.6 samples/s +Step 6770/44000 | Loss: 3.2454 | LR: 4.76e-04 | 1323.5ms/step | 15.1 samples/s +Step 6780/44000 | Loss: 3.2505 | LR: 4.76e-04 | 1325.8ms/step | 15.1 samples/s +Step 6790/44000 | Loss: 3.2436 | LR: 4.76e-04 | 1324.8ms/step | 15.1 samples/s +Step 6800/44000 | Loss: 3.2883 | LR: 4.76e-04 | 1327.6ms/step | 15.1 samples/s +Step 6810/44000 | Loss: 3.2049 | LR: 4.76e-04 | 1327.4ms/step | 15.1 samples/s +Step 6820/44000 | Loss: 3.2595 | LR: 4.76e-04 | 1324.0ms/step | 15.1 samples/s +Step 6830/44000 | Loss: 3.2569 | LR: 4.76e-04 | 1322.9ms/step | 15.1 samples/s +Step 6840/44000 | Loss: 3.2601 | LR: 4.76e-04 | 1325.0ms/step | 15.1 samples/s +Step 6850/44000 | Loss: 3.2326 | LR: 4.76e-04 | 1323.4ms/step | 15.1 samples/s +Step 6860/44000 | Loss: 3.2229 | LR: 4.76e-04 | 1324.9ms/step | 15.1 samples/s +Step 6870/44000 | Loss: 3.2725 | LR: 4.76e-04 | 1321.1ms/step | 15.1 samples/s +Step 6880/44000 | Loss: 3.2724 | LR: 4.76e-04 | 1320.1ms/step | 15.2 samples/s +Step 6890/44000 | Loss: 3.2404 | LR: 4.76e-04 | 1321.2ms/step | 15.1 samples/s +Step 6900/44000 | Loss: 3.2576 | LR: 4.75e-04 | 1323.6ms/step | 15.1 samples/s +Step 6910/44000 | Loss: 3.2418 | LR: 4.75e-04 | 1324.1ms/step | 15.1 samples/s +Step 6920/44000 | Loss: 3.2789 | LR: 4.75e-04 | 1327.3ms/step | 15.1 samples/s +Step 6930/44000 | Loss: 3.2437 | LR: 4.75e-04 | 1325.0ms/step | 15.1 samples/s +Step 6940/44000 | Loss: 3.2452 | LR: 4.75e-04 | 1320.4ms/step | 15.1 samples/s +Step 6950/44000 | Loss: 3.2427 | LR: 4.75e-04 | 1326.5ms/step | 15.1 samples/s +Step 6960/44000 | Loss: 3.2419 | LR: 4.75e-04 | 1325.4ms/step | 15.1 samples/s +Step 6970/44000 | Loss: 3.2407 | LR: 4.75e-04 | 1330.1ms/step | 15.0 samples/s +Step 6980/44000 | Loss: 3.2267 | LR: 4.75e-04 | 1321.5ms/step | 15.1 samples/s +Step 6990/44000 | Loss: 3.2332 | LR: 4.75e-04 | 1322.0ms/step | 15.1 samples/s +Step 7000/44000 | Loss: 3.2605 | LR: 4.75e-04 | 1322.1ms/step | 15.1 samples/s +Validation at step 7000: Loss = 3.2471, Perplexity = 25.71 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-7000 +Step 7010/44000 | Loss: 3.2652 | LR: 4.75e-04 | 3838.8ms/step | 5.2 samples/s +Step 7020/44000 | Loss: 3.2369 | LR: 4.75e-04 | 1324.9ms/step | 15.1 samples/s +Step 7030/44000 | Loss: 3.2267 | LR: 4.74e-04 | 1321.6ms/step | 15.1 samples/s +Step 7040/44000 | Loss: 3.2227 | LR: 4.74e-04 | 1326.7ms/step | 15.1 samples/s +Step 7050/44000 | Loss: 3.2288 | LR: 4.74e-04 | 1325.7ms/step | 15.1 samples/s +Step 7060/44000 | Loss: 3.2506 | LR: 4.74e-04 | 1327.6ms/step | 15.1 samples/s +Step 7070/44000 | Loss: 3.2407 | LR: 4.74e-04 | 1323.9ms/step | 15.1 samples/s +Step 7080/44000 | Loss: 3.2285 | LR: 4.74e-04 | 1322.2ms/step | 15.1 samples/s +Step 7090/44000 | Loss: 3.2428 | LR: 4.74e-04 | 1322.8ms/step | 15.1 samples/s +Step 7100/44000 | Loss: 3.2288 | LR: 4.74e-04 | 1326.5ms/step | 15.1 samples/s +Step 7110/44000 | Loss: 3.2566 | LR: 4.74e-04 | 1323.7ms/step | 15.1 samples/s +Step 7120/44000 | Loss: 3.2337 | LR: 4.74e-04 | 1326.3ms/step | 15.1 samples/s +Step 7130/44000 | Loss: 3.2632 | LR: 4.74e-04 | 1323.8ms/step | 15.1 samples/s +Step 7140/44000 | Loss: 3.2313 | LR: 4.74e-04 | 1326.0ms/step | 15.1 samples/s +Step 7150/44000 | Loss: 3.2564 | LR: 4.73e-04 | 1323.0ms/step | 15.1 samples/s +Step 7160/44000 | Loss: 3.2463 | LR: 4.73e-04 | 1327.2ms/step | 15.1 samples/s +Step 7170/44000 | Loss: 3.2330 | LR: 4.73e-04 | 1329.0ms/step | 15.0 samples/s +Step 7180/44000 | Loss: 3.2615 | LR: 4.73e-04 | 1321.6ms/step | 15.1 samples/s +Step 7190/44000 | Loss: 3.2228 | LR: 4.73e-04 | 1327.1ms/step | 15.1 samples/s +Step 7200/44000 | Loss: 3.2399 | LR: 4.73e-04 | 1322.8ms/step | 15.1 samples/s +Step 7210/44000 | Loss: 3.1862 | LR: 4.73e-04 | 1322.7ms/step | 15.1 samples/s +Step 7220/44000 | Loss: 3.2302 | LR: 4.73e-04 | 1324.2ms/step | 15.1 samples/s +Step 7230/44000 | Loss: 3.2274 | LR: 4.73e-04 | 1324.9ms/step | 15.1 samples/s +Step 7240/44000 | Loss: 3.2178 | LR: 4.73e-04 | 1324.0ms/step | 15.1 samples/s +Step 7250/44000 | Loss: 3.2130 | LR: 4.73e-04 | 1322.5ms/step | 15.1 samples/s +Validation at step 7250: Loss = 3.2403, Perplexity = 25.54 +Step 7260/44000 | Loss: 3.2226 | LR: 4.73e-04 | 3552.5ms/step | 5.6 samples/s +Step 7270/44000 | Loss: 3.2518 | LR: 4.72e-04 | 1323.4ms/step | 15.1 samples/s +Step 7280/44000 | Loss: 3.2927 | LR: 4.72e-04 | 1324.6ms/step | 15.1 samples/s +Step 7290/44000 | Loss: 3.2171 | LR: 4.72e-04 | 1326.3ms/step | 15.1 samples/s +Step 7300/44000 | Loss: 3.2405 | LR: 4.72e-04 | 1326.5ms/step | 15.1 samples/s +Step 7310/44000 | Loss: 3.2209 | LR: 4.72e-04 | 1322.4ms/step | 15.1 samples/s +Step 7320/44000 | Loss: 3.2288 | LR: 4.72e-04 | 1327.7ms/step | 15.1 samples/s +Step 7330/44000 | Loss: 3.2437 | LR: 4.72e-04 | 1327.1ms/step | 15.1 samples/s +Step 7340/44000 | Loss: 3.2249 | LR: 4.72e-04 | 1320.8ms/step | 15.1 samples/s +Step 7350/44000 | Loss: 3.2412 | LR: 4.72e-04 | 1325.0ms/step | 15.1 samples/s +Step 7360/44000 | Loss: 3.2242 | LR: 4.72e-04 | 1322.4ms/step | 15.1 samples/s +Step 7370/44000 | Loss: 3.2335 | LR: 4.72e-04 | 1321.4ms/step | 15.1 samples/s +Step 7380/44000 | Loss: 3.2227 | LR: 4.72e-04 | 1321.1ms/step | 15.1 samples/s +Step 7390/44000 | Loss: 3.1980 | LR: 4.71e-04 | 1319.7ms/step | 15.2 samples/s +Step 7400/44000 | Loss: 3.2193 | LR: 4.71e-04 | 1320.5ms/step | 15.1 samples/s +Step 7410/44000 | Loss: 3.2269 | LR: 4.71e-04 | 1322.0ms/step | 15.1 samples/s +Step 7420/44000 | Loss: 3.2415 | LR: 4.71e-04 | 1322.2ms/step | 15.1 samples/s +Step 7430/44000 | Loss: 3.2423 | LR: 4.71e-04 | 1324.1ms/step | 15.1 samples/s +Step 7440/44000 | Loss: 3.2383 | LR: 4.71e-04 | 1328.8ms/step | 15.1 samples/s +Step 7450/44000 | Loss: 3.2047 | LR: 4.71e-04 | 1326.7ms/step | 15.1 samples/s +Step 7460/44000 | Loss: 3.2150 | LR: 4.71e-04 | 1321.7ms/step | 15.1 samples/s +Step 7470/44000 | Loss: 3.2510 | LR: 4.71e-04 | 1319.3ms/step | 15.2 samples/s +Step 7480/44000 | Loss: 3.2274 | LR: 4.71e-04 | 1320.6ms/step | 15.1 samples/s +Step 7490/44000 | Loss: 3.2375 | LR: 4.71e-04 | 1324.0ms/step | 15.1 samples/s +Step 7500/44000 | Loss: 3.2547 | LR: 4.71e-04 | 1325.6ms/step | 15.1 samples/s +Validation at step 7500: Loss = 3.2308, Perplexity = 25.30 +Step 7510/44000 | Loss: 3.2412 | LR: 4.70e-04 | 3543.7ms/step | 5.6 samples/s +Step 7520/44000 | Loss: 3.2223 | LR: 4.70e-04 | 1319.1ms/step | 15.2 samples/s +Step 7530/44000 | Loss: 3.2525 | LR: 4.70e-04 | 1318.5ms/step | 15.2 samples/s +Step 7540/44000 | Loss: 3.2060 | LR: 4.70e-04 | 1317.6ms/step | 15.2 samples/s +Step 7550/44000 | Loss: 3.2000 | LR: 4.70e-04 | 1318.4ms/step | 15.2 samples/s +Step 7560/44000 | Loss: 3.2068 | LR: 4.70e-04 | 1319.6ms/step | 15.2 samples/s +Step 7570/44000 | Loss: 3.2105 | LR: 4.70e-04 | 1318.8ms/step | 15.2 samples/s +Step 7580/44000 | Loss: 3.2383 | LR: 4.70e-04 | 1321.5ms/step | 15.1 samples/s +Step 7590/44000 | Loss: 3.2600 | LR: 4.70e-04 | 1320.5ms/step | 15.1 samples/s +Step 7600/44000 | Loss: 3.2076 | LR: 4.70e-04 | 1320.4ms/step | 15.1 samples/s +Step 7610/44000 | Loss: 3.1961 | LR: 4.70e-04 | 1321.1ms/step | 15.1 samples/s +Step 7620/44000 | Loss: 3.2048 | LR: 4.70e-04 | 1322.6ms/step | 15.1 samples/s +Step 7630/44000 | Loss: 3.2197 | LR: 4.69e-04 | 1325.2ms/step | 15.1 samples/s +Step 7640/44000 | Loss: 3.2419 | LR: 4.69e-04 | 1324.0ms/step | 15.1 samples/s +Step 7650/44000 | Loss: 3.2314 | LR: 4.69e-04 | 1323.2ms/step | 15.1 samples/s +Step 7660/44000 | Loss: 3.1881 | LR: 4.69e-04 | 1322.9ms/step | 15.1 samples/s +Step 7670/44000 | Loss: 3.2301 | LR: 4.69e-04 | 1325.1ms/step | 15.1 samples/s +Step 7680/44000 | Loss: 3.2462 | LR: 4.69e-04 | 1325.9ms/step | 15.1 samples/s +Step 7690/44000 | Loss: 3.2193 | LR: 4.69e-04 | 1324.5ms/step | 15.1 samples/s +Step 7700/44000 | Loss: 3.2119 | LR: 4.69e-04 | 1322.4ms/step | 15.1 samples/s +Step 7710/44000 | Loss: 3.2270 | LR: 4.69e-04 | 1323.4ms/step | 15.1 samples/s +Step 7720/44000 | Loss: 3.2277 | LR: 4.69e-04 | 1324.9ms/step | 15.1 samples/s +Step 7730/44000 | Loss: 3.1939 | LR: 4.69e-04 | 1328.2ms/step | 15.1 samples/s +Step 7740/44000 | Loss: 3.2423 | LR: 4.68e-04 | 1325.8ms/step | 15.1 samples/s +Step 7750/44000 | Loss: 3.2506 | LR: 4.68e-04 | 1325.0ms/step | 15.1 samples/s +Validation at step 7750: Loss = 3.2222, Perplexity = 25.08 +Step 7760/44000 | Loss: 3.2173 | LR: 4.68e-04 | 3551.7ms/step | 5.6 samples/s +Step 7770/44000 | Loss: 3.2200 | LR: 4.68e-04 | 1322.5ms/step | 15.1 samples/s +Step 7780/44000 | Loss: 3.2448 | LR: 4.68e-04 | 1322.6ms/step | 15.1 samples/s +Step 7790/44000 | Loss: 3.1901 | LR: 4.68e-04 | 1325.1ms/step | 15.1 samples/s +Step 7800/44000 | Loss: 3.2396 | LR: 4.68e-04 | 1325.5ms/step | 15.1 samples/s +Step 7810/44000 | Loss: 3.2141 | LR: 4.68e-04 | 1323.7ms/step | 15.1 samples/s +Step 7820/44000 | Loss: 3.2571 | LR: 4.68e-04 | 1327.6ms/step | 15.1 samples/s +Step 7830/44000 | Loss: 3.2510 | LR: 4.68e-04 | 1327.7ms/step | 15.1 samples/s +Step 7840/44000 | Loss: 3.2175 | LR: 4.68e-04 | 1325.4ms/step | 15.1 samples/s +Step 7850/44000 | Loss: 3.2206 | LR: 4.67e-04 | 1325.8ms/step | 15.1 samples/s +Step 7860/44000 | Loss: 3.1909 | LR: 4.67e-04 | 1324.7ms/step | 15.1 samples/s +Step 7870/44000 | Loss: 3.2241 | LR: 4.67e-04 | 1324.3ms/step | 15.1 samples/s +Step 7880/44000 | Loss: 3.2200 | LR: 4.67e-04 | 1323.6ms/step | 15.1 samples/s +Step 7890/44000 | Loss: 3.2333 | LR: 4.67e-04 | 1324.2ms/step | 15.1 samples/s +Step 7900/44000 | Loss: 3.2295 | LR: 4.67e-04 | 1325.7ms/step | 15.1 samples/s +Step 7910/44000 | Loss: 3.2225 | LR: 4.67e-04 | 1323.5ms/step | 15.1 samples/s +Step 7920/44000 | Loss: 3.2115 | LR: 4.67e-04 | 1325.4ms/step | 15.1 samples/s +Step 7930/44000 | Loss: 3.1967 | LR: 4.67e-04 | 1325.8ms/step | 15.1 samples/s +Step 7940/44000 | Loss: 3.2459 | LR: 4.67e-04 | 1321.9ms/step | 15.1 samples/s +Step 7950/44000 | Loss: 3.2131 | LR: 4.67e-04 | 1321.6ms/step | 15.1 samples/s +Step 7960/44000 | Loss: 3.2155 | LR: 4.66e-04 | 1323.1ms/step | 15.1 samples/s +Step 7970/44000 | Loss: 3.2114 | LR: 4.66e-04 | 1322.2ms/step | 15.1 samples/s +Step 7980/44000 | Loss: 3.1927 | LR: 4.66e-04 | 1323.6ms/step | 15.1 samples/s +Step 7990/44000 | Loss: 3.2064 | LR: 4.66e-04 | 1323.6ms/step | 15.1 samples/s +Step 8000/44000 | Loss: 3.2559 | LR: 4.66e-04 | 1327.0ms/step | 15.1 samples/s +Validation at step 8000: Loss = 3.2137, Perplexity = 24.87 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-8000 +Step 8010/44000 | Loss: 3.1999 | LR: 4.66e-04 | 3862.7ms/step | 5.2 samples/s +Step 8020/44000 | Loss: 3.2150 | LR: 4.66e-04 | 1323.3ms/step | 15.1 samples/s +Step 8030/44000 | Loss: 3.2233 | LR: 4.66e-04 | 1323.8ms/step | 15.1 samples/s +Step 8040/44000 | Loss: 3.1764 | LR: 4.66e-04 | 1321.9ms/step | 15.1 samples/s +Step 8050/44000 | Loss: 3.2080 | LR: 4.66e-04 | 1323.4ms/step | 15.1 samples/s +Step 8060/44000 | Loss: 3.1868 | LR: 4.66e-04 | 1322.2ms/step | 15.1 samples/s +Step 8070/44000 | Loss: 3.2052 | LR: 4.65e-04 | 1323.5ms/step | 15.1 samples/s +Step 8080/44000 | Loss: 3.2212 | LR: 4.65e-04 | 1323.1ms/step | 15.1 samples/s +Step 8090/44000 | Loss: 3.1837 | LR: 4.65e-04 | 1322.8ms/step | 15.1 samples/s +Step 8100/44000 | Loss: 3.2146 | LR: 4.65e-04 | 1322.9ms/step | 15.1 samples/s +Step 8110/44000 | Loss: 3.2012 | LR: 4.65e-04 | 1323.3ms/step | 15.1 samples/s +Step 8120/44000 | Loss: 3.2052 | LR: 4.65e-04 | 1324.9ms/step | 15.1 samples/s +Step 8130/44000 | Loss: 3.1977 | LR: 4.65e-04 | 1323.5ms/step | 15.1 samples/s +Step 8140/44000 | Loss: 3.2009 | LR: 4.65e-04 | 1325.3ms/step | 15.1 samples/s +Step 8150/44000 | Loss: 3.2357 | LR: 4.65e-04 | 1326.0ms/step | 15.1 samples/s +Step 8160/44000 | Loss: 3.1873 | LR: 4.65e-04 | 1324.5ms/step | 15.1 samples/s +Step 8170/44000 | Loss: 3.1962 | LR: 4.65e-04 | 1327.3ms/step | 15.1 samples/s +Step 8180/44000 | Loss: 3.1979 | LR: 4.64e-04 | 1325.5ms/step | 15.1 samples/s +Step 8190/44000 | Loss: 3.2130 | LR: 4.64e-04 | 1327.2ms/step | 15.1 samples/s +Step 8200/44000 | Loss: 3.2344 | LR: 4.64e-04 | 1323.7ms/step | 15.1 samples/s +Step 8210/44000 | Loss: 3.2015 | LR: 4.64e-04 | 1323.2ms/step | 15.1 samples/s +Step 8220/44000 | Loss: 3.2581 | LR: 4.64e-04 | 1325.9ms/step | 15.1 samples/s +Step 8230/44000 | Loss: 3.1728 | LR: 4.64e-04 | 1327.1ms/step | 15.1 samples/s +Step 8240/44000 | Loss: 3.2193 | LR: 4.64e-04 | 1323.4ms/step | 15.1 samples/s +Step 8250/44000 | Loss: 3.2132 | LR: 4.64e-04 | 1327.0ms/step | 15.1 samples/s +Validation at step 8250: Loss = 3.2070, Perplexity = 24.70 +Step 8260/44000 | Loss: 3.2119 | LR: 4.64e-04 | 3551.8ms/step | 5.6 samples/s +Step 8270/44000 | Loss: 3.2111 | LR: 4.64e-04 | 1324.0ms/step | 15.1 samples/s +Step 8280/44000 | Loss: 3.1991 | LR: 4.64e-04 | 1323.5ms/step | 15.1 samples/s +Step 8290/44000 | Loss: 3.1980 | LR: 4.63e-04 | 1319.6ms/step | 15.2 samples/s +Step 8300/44000 | Loss: 3.1834 | LR: 4.63e-04 | 1323.4ms/step | 15.1 samples/s +Step 8310/44000 | Loss: 3.1984 | LR: 4.63e-04 | 1324.3ms/step | 15.1 samples/s +Step 8320/44000 | Loss: 3.1947 | LR: 4.63e-04 | 1322.9ms/step | 15.1 samples/s +Step 8330/44000 | Loss: 3.1820 | LR: 4.63e-04 | 1325.2ms/step | 15.1 samples/s +Step 8340/44000 | Loss: 3.1836 | LR: 4.63e-04 | 1324.7ms/step | 15.1 samples/s +Step 8350/44000 | Loss: 3.1750 | LR: 4.63e-04 | 1323.9ms/step | 15.1 samples/s +Step 8360/44000 | Loss: 3.1966 | LR: 4.63e-04 | 1323.0ms/step | 15.1 samples/s +Step 8370/44000 | Loss: 3.2079 | LR: 4.63e-04 | 1325.6ms/step | 15.1 samples/s +Step 8380/44000 | Loss: 3.2008 | LR: 4.63e-04 | 1321.1ms/step | 15.1 samples/s +Step 8390/44000 | Loss: 3.1819 | LR: 4.62e-04 | 1321.7ms/step | 15.1 samples/s +Step 8400/44000 | Loss: 3.1949 | LR: 4.62e-04 | 1321.3ms/step | 15.1 samples/s +Step 8410/44000 | Loss: 3.1896 | LR: 4.62e-04 | 1325.3ms/step | 15.1 samples/s +Step 8420/44000 | Loss: 3.1967 | LR: 4.62e-04 | 1326.1ms/step | 15.1 samples/s +Step 8430/44000 | Loss: 3.1977 | LR: 4.62e-04 | 1324.7ms/step | 15.1 samples/s +Step 8440/44000 | Loss: 3.1794 | LR: 4.62e-04 | 1323.4ms/step | 15.1 samples/s +Step 8450/44000 | Loss: 3.2498 | LR: 4.62e-04 | 1325.4ms/step | 15.1 samples/s +Step 8460/44000 | Loss: 3.2119 | LR: 4.62e-04 | 1324.6ms/step | 15.1 samples/s +Step 8470/44000 | Loss: 3.1842 | LR: 4.62e-04 | 1320.9ms/step | 15.1 samples/s +Step 8480/44000 | Loss: 3.1957 | LR: 4.62e-04 | 1324.2ms/step | 15.1 samples/s +Step 8490/44000 | Loss: 3.2220 | LR: 4.62e-04 | 1325.6ms/step | 15.1 samples/s +Step 8500/44000 | Loss: 3.2141 | LR: 4.61e-04 | 1321.1ms/step | 15.1 samples/s +Validation at step 8500: Loss = 3.1988, Perplexity = 24.50 +Step 8510/44000 | Loss: 3.1820 | LR: 4.61e-04 | 3546.3ms/step | 5.6 samples/s +Step 8520/44000 | Loss: 3.2000 | LR: 4.61e-04 | 1328.6ms/step | 15.1 samples/s +Step 8530/44000 | Loss: 3.1931 | LR: 4.61e-04 | 1323.9ms/step | 15.1 samples/s +Step 8540/44000 | Loss: 3.1720 | LR: 4.61e-04 | 1325.2ms/step | 15.1 samples/s +Step 8550/44000 | Loss: 3.2045 | LR: 4.61e-04 | 1324.0ms/step | 15.1 samples/s +Step 8560/44000 | Loss: 3.1739 | LR: 4.61e-04 | 1325.3ms/step | 15.1 samples/s +Step 8570/44000 | Loss: 3.2217 | LR: 4.61e-04 | 1320.9ms/step | 15.1 samples/s +Step 8580/44000 | Loss: 3.1566 | LR: 4.61e-04 | 1323.3ms/step | 15.1 samples/s +Step 8590/44000 | Loss: 3.1746 | LR: 4.61e-04 | 1325.4ms/step | 15.1 samples/s +Step 8600/44000 | Loss: 3.1794 | LR: 4.60e-04 | 1325.4ms/step | 15.1 samples/s +Step 8610/44000 | Loss: 3.2042 | LR: 4.60e-04 | 1324.2ms/step | 15.1 samples/s +Step 8620/44000 | Loss: 3.1739 | LR: 4.60e-04 | 1322.3ms/step | 15.1 samples/s +Step 8630/44000 | Loss: 3.1995 | LR: 4.60e-04 | 1323.6ms/step | 15.1 samples/s +Step 8640/44000 | Loss: 3.2019 | LR: 4.60e-04 | 1325.9ms/step | 15.1 samples/s +Step 8650/44000 | Loss: 3.1764 | LR: 4.60e-04 | 1323.8ms/step | 15.1 samples/s +Step 8660/44000 | Loss: 3.2005 | LR: 4.60e-04 | 1323.4ms/step | 15.1 samples/s +Step 8670/44000 | Loss: 3.1924 | LR: 4.60e-04 | 1321.4ms/step | 15.1 samples/s +Step 8680/44000 | Loss: 3.1857 | LR: 4.60e-04 | 1321.6ms/step | 15.1 samples/s +Step 8690/44000 | Loss: 3.1859 | LR: 4.60e-04 | 1326.1ms/step | 15.1 samples/s +Step 8700/44000 | Loss: 3.1552 | LR: 4.59e-04 | 1326.0ms/step | 15.1 samples/s +Step 8710/44000 | Loss: 3.1690 | LR: 4.59e-04 | 1325.2ms/step | 15.1 samples/s +Step 8720/44000 | Loss: 3.1610 | LR: 4.59e-04 | 1326.2ms/step | 15.1 samples/s +Step 8730/44000 | Loss: 3.1474 | LR: 4.59e-04 | 1333.9ms/step | 15.0 samples/s +Step 8740/44000 | Loss: 3.1979 | LR: 4.59e-04 | 1325.3ms/step | 15.1 samples/s +Step 8750/44000 | Loss: 3.1827 | LR: 4.59e-04 | 1324.6ms/step | 15.1 samples/s +Validation at step 8750: Loss = 3.1931, Perplexity = 24.36 +Step 8760/44000 | Loss: 3.1545 | LR: 4.59e-04 | 3553.4ms/step | 5.6 samples/s +Step 8770/44000 | Loss: 3.1804 | LR: 4.59e-04 | 1320.2ms/step | 15.1 samples/s +Step 8780/44000 | Loss: 3.1867 | LR: 4.59e-04 | 1321.1ms/step | 15.1 samples/s +Step 8790/44000 | Loss: 3.1811 | LR: 4.59e-04 | 1320.8ms/step | 15.1 samples/s +Step 8800/44000 | Loss: 3.1984 | LR: 4.58e-04 | 1320.9ms/step | 15.1 samples/s +Step 8810/44000 | Loss: 3.2112 | LR: 4.58e-04 | 1324.9ms/step | 15.1 samples/s +Step 8820/44000 | Loss: 3.1738 | LR: 4.58e-04 | 1324.1ms/step | 15.1 samples/s +Step 8830/44000 | Loss: 3.1664 | LR: 4.58e-04 | 1319.6ms/step | 15.2 samples/s +Step 8840/44000 | Loss: 3.1966 | LR: 4.58e-04 | 1320.2ms/step | 15.1 samples/s +Step 8850/44000 | Loss: 3.2273 | LR: 4.58e-04 | 1321.5ms/step | 15.1 samples/s +Step 8860/44000 | Loss: 3.1635 | LR: 4.58e-04 | 1319.1ms/step | 15.2 samples/s +Step 8870/44000 | Loss: 3.1832 | LR: 4.58e-04 | 1323.6ms/step | 15.1 samples/s +Step 8880/44000 | Loss: 3.1675 | LR: 4.58e-04 | 1319.4ms/step | 15.2 samples/s +Step 8890/44000 | Loss: 3.1831 | LR: 4.58e-04 | 1320.0ms/step | 15.2 samples/s +Step 8900/44000 | Loss: 3.1966 | LR: 4.57e-04 | 1317.6ms/step | 15.2 samples/s +Step 8910/44000 | Loss: 3.1911 | LR: 4.57e-04 | 1318.5ms/step | 15.2 samples/s +Step 8920/44000 | Loss: 3.1997 | LR: 4.57e-04 | 1317.7ms/step | 15.2 samples/s +Step 8930/44000 | Loss: 3.1575 | LR: 4.57e-04 | 1319.6ms/step | 15.2 samples/s +Step 8940/44000 | Loss: 3.1645 | LR: 4.57e-04 | 1314.8ms/step | 15.2 samples/s +Step 8950/44000 | Loss: 3.1566 | LR: 4.57e-04 | 1318.3ms/step | 15.2 samples/s +Step 8960/44000 | Loss: 3.1808 | LR: 4.57e-04 | 1320.5ms/step | 15.1 samples/s +Step 8970/44000 | Loss: 3.1873 | LR: 4.57e-04 | 1323.0ms/step | 15.1 samples/s +Step 8980/44000 | Loss: 3.1855 | LR: 4.57e-04 | 1322.6ms/step | 15.1 samples/s +Step 8990/44000 | Loss: 3.1713 | LR: 4.57e-04 | 1320.4ms/step | 15.1 samples/s +Step 9000/44000 | Loss: 3.1736 | LR: 4.56e-04 | 1320.3ms/step | 15.1 samples/s +Validation at step 9000: Loss = 3.1865, Perplexity = 24.20 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-9000 +Step 9010/44000 | Loss: 3.2100 | LR: 4.56e-04 | 3853.0ms/step | 5.2 samples/s +Step 9020/44000 | Loss: 3.2026 | LR: 4.56e-04 | 1320.6ms/step | 15.1 samples/s +Step 9030/44000 | Loss: 3.1894 | LR: 4.56e-04 | 1322.7ms/step | 15.1 samples/s +Step 9040/44000 | Loss: 3.1405 | LR: 4.56e-04 | 1326.1ms/step | 15.1 samples/s +Step 9050/44000 | Loss: 3.1492 | LR: 4.56e-04 | 1324.1ms/step | 15.1 samples/s +Step 9060/44000 | Loss: 3.1785 | LR: 4.56e-04 | 1326.3ms/step | 15.1 samples/s +Step 9070/44000 | Loss: 3.1935 | LR: 4.56e-04 | 1327.7ms/step | 15.1 samples/s +Step 9080/44000 | Loss: 3.1852 | LR: 4.56e-04 | 1326.9ms/step | 15.1 samples/s +Step 9090/44000 | Loss: 3.1872 | LR: 4.56e-04 | 1325.7ms/step | 15.1 samples/s +Step 9100/44000 | Loss: 3.1807 | LR: 4.55e-04 | 1327.0ms/step | 15.1 samples/s +Step 9110/44000 | Loss: 3.1719 | LR: 4.55e-04 | 1324.7ms/step | 15.1 samples/s +Step 9120/44000 | Loss: 3.1687 | LR: 4.55e-04 | 1328.1ms/step | 15.1 samples/s +Step 9130/44000 | Loss: 3.1422 | LR: 4.55e-04 | 1325.9ms/step | 15.1 samples/s +Step 9140/44000 | Loss: 3.1540 | LR: 4.55e-04 | 1324.1ms/step | 15.1 samples/s +Step 9150/44000 | Loss: 3.2044 | LR: 4.55e-04 | 1323.0ms/step | 15.1 samples/s +Step 9160/44000 | Loss: 3.2058 | LR: 4.55e-04 | 1324.4ms/step | 15.1 samples/s +Step 9170/44000 | Loss: 3.1747 | LR: 4.55e-04 | 1326.8ms/step | 15.1 samples/s +Step 9180/44000 | Loss: 3.1643 | LR: 4.55e-04 | 1322.9ms/step | 15.1 samples/s +Step 9190/44000 | Loss: 3.2036 | LR: 4.54e-04 | 1323.7ms/step | 15.1 samples/s +Step 9200/44000 | Loss: 3.1511 | LR: 4.54e-04 | 1324.7ms/step | 15.1 samples/s +Step 9210/44000 | Loss: 3.1878 | LR: 4.54e-04 | 1325.3ms/step | 15.1 samples/s +Step 9220/44000 | Loss: 3.1573 | LR: 4.54e-04 | 1323.8ms/step | 15.1 samples/s +Step 9230/44000 | Loss: 3.1772 | LR: 4.54e-04 | 1321.9ms/step | 15.1 samples/s +Step 9240/44000 | Loss: 3.1712 | LR: 4.54e-04 | 1325.4ms/step | 15.1 samples/s +Step 9250/44000 | Loss: 3.1335 | LR: 4.54e-04 | 1322.8ms/step | 15.1 samples/s +Validation at step 9250: Loss = 3.1804, Perplexity = 24.06 +Step 9260/44000 | Loss: 3.1688 | LR: 4.54e-04 | 3550.4ms/step | 5.6 samples/s +Step 9270/44000 | Loss: 3.1723 | LR: 4.54e-04 | 1323.2ms/step | 15.1 samples/s +Step 9280/44000 | Loss: 3.1518 | LR: 4.54e-04 | 1324.1ms/step | 15.1 samples/s +Step 9290/44000 | Loss: 3.1837 | LR: 4.53e-04 | 1324.0ms/step | 15.1 samples/s +Step 9300/44000 | Loss: 3.1751 | LR: 4.53e-04 | 1325.8ms/step | 15.1 samples/s +Step 9310/44000 | Loss: 3.1645 | LR: 4.53e-04 | 1325.4ms/step | 15.1 samples/s +Step 9320/44000 | Loss: 3.1897 | LR: 4.53e-04 | 1324.3ms/step | 15.1 samples/s +Step 9330/44000 | Loss: 3.1932 | LR: 4.53e-04 | 1324.8ms/step | 15.1 samples/s +Step 9340/44000 | Loss: 3.1699 | LR: 4.53e-04 | 1328.6ms/step | 15.1 samples/s +Step 9350/44000 | Loss: 3.1791 | LR: 4.53e-04 | 1329.6ms/step | 15.0 samples/s +Step 9360/44000 | Loss: 3.1685 | LR: 4.53e-04 | 1325.2ms/step | 15.1 samples/s +Step 9370/44000 | Loss: 3.1641 | LR: 4.53e-04 | 1326.0ms/step | 15.1 samples/s +Step 9380/44000 | Loss: 3.1832 | LR: 4.52e-04 | 1325.5ms/step | 15.1 samples/s +Step 9390/44000 | Loss: 3.1723 | LR: 4.52e-04 | 1326.3ms/step | 15.1 samples/s +Step 9400/44000 | Loss: 3.1713 | LR: 4.52e-04 | 1323.9ms/step | 15.1 samples/s +Step 9410/44000 | Loss: 3.1856 | LR: 4.52e-04 | 1322.8ms/step | 15.1 samples/s +Step 9420/44000 | Loss: 3.1665 | LR: 4.52e-04 | 1320.1ms/step | 15.2 samples/s +Step 9430/44000 | Loss: 3.1413 | LR: 4.52e-04 | 1324.2ms/step | 15.1 samples/s +Step 9440/44000 | Loss: 3.1718 | LR: 4.52e-04 | 1321.6ms/step | 15.1 samples/s +Step 9450/44000 | Loss: 3.1509 | LR: 4.52e-04 | 1317.1ms/step | 15.2 samples/s +Step 9460/44000 | Loss: 3.1870 | LR: 4.52e-04 | 1320.9ms/step | 15.1 samples/s +Step 9470/44000 | Loss: 3.1703 | LR: 4.52e-04 | 1321.4ms/step | 15.1 samples/s +Step 9480/44000 | Loss: 3.1798 | LR: 4.51e-04 | 1320.3ms/step | 15.1 samples/s +Step 9490/44000 | Loss: 3.1679 | LR: 4.51e-04 | 1321.0ms/step | 15.1 samples/s +Step 9500/44000 | Loss: 3.1707 | LR: 4.51e-04 | 1320.2ms/step | 15.1 samples/s +Validation at step 9500: Loss = 3.1743, Perplexity = 23.91 +Step 9510/44000 | Loss: 3.1414 | LR: 4.51e-04 | 3540.5ms/step | 5.6 samples/s +Step 9520/44000 | Loss: 3.1607 | LR: 4.51e-04 | 1323.6ms/step | 15.1 samples/s +Step 9530/44000 | Loss: 3.1747 | LR: 4.51e-04 | 1322.9ms/step | 15.1 samples/s +Step 9540/44000 | Loss: 3.1873 | LR: 4.51e-04 | 1323.9ms/step | 15.1 samples/s +Step 9550/44000 | Loss: 3.1745 | LR: 4.51e-04 | 1325.1ms/step | 15.1 samples/s +Step 9560/44000 | Loss: 3.1782 | LR: 4.51e-04 | 1323.2ms/step | 15.1 samples/s +Step 9570/44000 | Loss: 3.1494 | LR: 4.50e-04 | 1320.6ms/step | 15.1 samples/s +Step 9580/44000 | Loss: 3.1637 | LR: 4.50e-04 | 1324.3ms/step | 15.1 samples/s +Step 9590/44000 | Loss: 3.1762 | LR: 4.50e-04 | 1324.5ms/step | 15.1 samples/s +Step 9600/44000 | Loss: 3.1479 | LR: 4.50e-04 | 1324.6ms/step | 15.1 samples/s +Step 9610/44000 | Loss: 3.1373 | LR: 4.50e-04 | 1325.6ms/step | 15.1 samples/s +Step 9620/44000 | Loss: 3.1684 | LR: 4.50e-04 | 1322.5ms/step | 15.1 samples/s +Step 9630/44000 | Loss: 3.1323 | LR: 4.50e-04 | 1322.8ms/step | 15.1 samples/s +Step 9640/44000 | Loss: 3.1747 | LR: 4.50e-04 | 1322.6ms/step | 15.1 samples/s +Step 9650/44000 | Loss: 3.1737 | LR: 4.50e-04 | 1324.2ms/step | 15.1 samples/s +Step 9660/44000 | Loss: 3.1675 | LR: 4.49e-04 | 1322.4ms/step | 15.1 samples/s +Step 9670/44000 | Loss: 3.1902 | LR: 4.49e-04 | 1323.6ms/step | 15.1 samples/s +Step 9680/44000 | Loss: 3.2027 | LR: 4.49e-04 | 1324.8ms/step | 15.1 samples/s +Step 9690/44000 | Loss: 3.1517 | LR: 4.49e-04 | 1322.1ms/step | 15.1 samples/s +Step 9700/44000 | Loss: 3.1819 | LR: 4.49e-04 | 1324.5ms/step | 15.1 samples/s +Step 9710/44000 | Loss: 3.1882 | LR: 4.49e-04 | 1321.0ms/step | 15.1 samples/s +Step 9720/44000 | Loss: 3.1487 | LR: 4.49e-04 | 1325.1ms/step | 15.1 samples/s +Step 9730/44000 | Loss: 3.1856 | LR: 4.49e-04 | 1324.3ms/step | 15.1 samples/s +Step 9740/44000 | Loss: 3.1212 | LR: 4.49e-04 | 1323.2ms/step | 15.1 samples/s +Step 9750/44000 | Loss: 3.1422 | LR: 4.48e-04 | 1323.9ms/step | 15.1 samples/s +Validation at step 9750: Loss = 3.1662, Perplexity = 23.72 +Step 9760/44000 | Loss: 3.1453 | LR: 4.48e-04 | 3548.7ms/step | 5.6 samples/s +Step 9770/44000 | Loss: 3.1711 | LR: 4.48e-04 | 1324.2ms/step | 15.1 samples/s +Step 9780/44000 | Loss: 3.1778 | LR: 4.48e-04 | 1325.5ms/step | 15.1 samples/s +Step 9790/44000 | Loss: 3.1533 | LR: 4.48e-04 | 1324.8ms/step | 15.1 samples/s +Step 9800/44000 | Loss: 3.1915 | LR: 4.48e-04 | 1324.8ms/step | 15.1 samples/s +Step 9810/44000 | Loss: 3.1795 | LR: 4.48e-04 | 1323.0ms/step | 15.1 samples/s +Step 9820/44000 | Loss: 3.1585 | LR: 4.48e-04 | 1325.7ms/step | 15.1 samples/s +Step 9830/44000 | Loss: 3.1552 | LR: 4.48e-04 | 1324.1ms/step | 15.1 samples/s +Step 9840/44000 | Loss: 3.1427 | LR: 4.47e-04 | 1324.9ms/step | 15.1 samples/s +Step 9850/44000 | Loss: 3.1330 | LR: 4.47e-04 | 1324.4ms/step | 15.1 samples/s +Step 9860/44000 | Loss: 3.1732 | LR: 4.47e-04 | 1324.0ms/step | 15.1 samples/s +Step 9870/44000 | Loss: 3.1439 | LR: 4.47e-04 | 1324.7ms/step | 15.1 samples/s +Step 9880/44000 | Loss: 3.1768 | LR: 4.47e-04 | 1324.2ms/step | 15.1 samples/s +Step 9890/44000 | Loss: 3.1454 | LR: 4.47e-04 | 1324.9ms/step | 15.1 samples/s +Step 9900/44000 | Loss: 3.1693 | LR: 4.47e-04 | 1325.6ms/step | 15.1 samples/s +Step 9910/44000 | Loss: 3.1685 | LR: 4.47e-04 | 1322.6ms/step | 15.1 samples/s +Step 9920/44000 | Loss: 3.1451 | LR: 4.47e-04 | 1325.9ms/step | 15.1 samples/s +Step 9930/44000 | Loss: 3.1561 | LR: 4.46e-04 | 1323.7ms/step | 15.1 samples/s +Step 9940/44000 | Loss: 3.1681 | LR: 4.46e-04 | 1322.7ms/step | 15.1 samples/s +Step 9950/44000 | Loss: 3.1859 | LR: 4.46e-04 | 1324.5ms/step | 15.1 samples/s +Step 9960/44000 | Loss: 3.1646 | LR: 4.46e-04 | 1321.2ms/step | 15.1 samples/s +Step 9970/44000 | Loss: 3.1451 | LR: 4.46e-04 | 1324.1ms/step | 15.1 samples/s +Step 9980/44000 | Loss: 3.1601 | LR: 4.46e-04 | 1325.2ms/step | 15.1 samples/s +Step 9990/44000 | Loss: 3.1340 | LR: 4.46e-04 | 1325.6ms/step | 15.1 samples/s +Step 10000/44000 | Loss: 3.1428 | LR: 4.46e-04 | 1326.3ms/step | 15.1 samples/s +Validation at step 10000: Loss = 3.1606, Perplexity = 23.59 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-10000 +Step 10010/44000 | Loss: 3.1651 | LR: 4.46e-04 | 3851.1ms/step | 5.2 samples/s +Step 10020/44000 | Loss: 3.1470 | LR: 4.45e-04 | 1323.8ms/step | 15.1 samples/s +Step 10030/44000 | Loss: 3.1257 | LR: 4.45e-04 | 1323.2ms/step | 15.1 samples/s +Step 10040/44000 | Loss: 3.1424 | LR: 4.45e-04 | 1323.3ms/step | 15.1 samples/s +Step 10050/44000 | Loss: 3.1460 | LR: 4.45e-04 | 1324.3ms/step | 15.1 samples/s +Step 10060/44000 | Loss: 3.1716 | LR: 4.45e-04 | 1326.6ms/step | 15.1 samples/s +Step 10070/44000 | Loss: 3.1704 | LR: 4.45e-04 | 1324.1ms/step | 15.1 samples/s +Step 10080/44000 | Loss: 3.1554 | LR: 4.45e-04 | 1323.8ms/step | 15.1 samples/s +Step 10090/44000 | Loss: 3.1270 | LR: 4.45e-04 | 1326.1ms/step | 15.1 samples/s +Step 10100/44000 | Loss: 3.1490 | LR: 4.45e-04 | 1322.7ms/step | 15.1 samples/s +Step 10110/44000 | Loss: 3.1649 | LR: 4.44e-04 | 1324.0ms/step | 15.1 samples/s +Step 10120/44000 | Loss: 3.1293 | LR: 4.44e-04 | 1326.0ms/step | 15.1 samples/s +Step 10130/44000 | Loss: 3.1555 | LR: 4.44e-04 | 1324.6ms/step | 15.1 samples/s +Step 10140/44000 | Loss: 3.1641 | LR: 4.44e-04 | 1325.4ms/step | 15.1 samples/s +Step 10150/44000 | Loss: 3.1457 | LR: 4.44e-04 | 1322.0ms/step | 15.1 samples/s +Step 10160/44000 | Loss: 3.1444 | LR: 4.44e-04 | 1323.4ms/step | 15.1 samples/s +Step 10170/44000 | Loss: 3.1862 | LR: 4.44e-04 | 1326.6ms/step | 15.1 samples/s +Step 10180/44000 | Loss: 3.1692 | LR: 4.44e-04 | 1326.7ms/step | 15.1 samples/s +Step 10190/44000 | Loss: 3.1806 | LR: 4.43e-04 | 1324.7ms/step | 15.1 samples/s +Step 10200/44000 | Loss: 3.1606 | LR: 4.43e-04 | 1322.5ms/step | 15.1 samples/s +Step 10210/44000 | Loss: 3.1523 | LR: 4.43e-04 | 1320.8ms/step | 15.1 samples/s +Step 10220/44000 | Loss: 3.1187 | LR: 4.43e-04 | 1325.6ms/step | 15.1 samples/s +Step 10230/44000 | Loss: 3.1209 | LR: 4.43e-04 | 1324.3ms/step | 15.1 samples/s +Step 10240/44000 | Loss: 3.1722 | LR: 4.43e-04 | 1323.4ms/step | 15.1 samples/s +Step 10250/44000 | Loss: 3.1231 | LR: 4.43e-04 | 1324.0ms/step | 15.1 samples/s +Validation at step 10250: Loss = 3.1560, Perplexity = 23.48 +Step 10260/44000 | Loss: 3.1544 | LR: 4.43e-04 | 3552.0ms/step | 5.6 samples/s +Step 10270/44000 | Loss: 3.1581 | LR: 4.43e-04 | 1325.6ms/step | 15.1 samples/s +Step 10280/44000 | Loss: 3.1604 | LR: 4.42e-04 | 1325.4ms/step | 15.1 samples/s +Step 10290/44000 | Loss: 3.1623 | LR: 4.42e-04 | 1325.0ms/step | 15.1 samples/s +Step 10300/44000 | Loss: 3.1257 | LR: 4.42e-04 | 1324.8ms/step | 15.1 samples/s +Step 10310/44000 | Loss: 3.1455 | LR: 4.42e-04 | 1323.0ms/step | 15.1 samples/s +Step 10320/44000 | Loss: 3.1579 | LR: 4.42e-04 | 1321.1ms/step | 15.1 samples/s +Step 10330/44000 | Loss: 3.1600 | LR: 4.42e-04 | 1323.7ms/step | 15.1 samples/s +Step 10340/44000 | Loss: 3.1507 | LR: 4.42e-04 | 1325.9ms/step | 15.1 samples/s +Step 10350/44000 | Loss: 3.1566 | LR: 4.42e-04 | 1321.5ms/step | 15.1 samples/s +Step 10360/44000 | Loss: 3.1545 | LR: 4.42e-04 | 1324.9ms/step | 15.1 samples/s +Step 10370/44000 | Loss: 3.1505 | LR: 4.41e-04 | 1324.9ms/step | 15.1 samples/s +Step 10380/44000 | Loss: 3.1621 | LR: 4.41e-04 | 1320.4ms/step | 15.1 samples/s +Step 10390/44000 | Loss: 3.1716 | LR: 4.41e-04 | 1321.7ms/step | 15.1 samples/s +Step 10400/44000 | Loss: 3.1678 | LR: 4.41e-04 | 1324.5ms/step | 15.1 samples/s +Step 10410/44000 | Loss: 3.1543 | LR: 4.41e-04 | 1327.7ms/step | 15.1 samples/s +Step 10420/44000 | Loss: 3.1744 | LR: 4.41e-04 | 1325.3ms/step | 15.1 samples/s +Step 10430/44000 | Loss: 3.1455 | LR: 4.41e-04 | 1322.9ms/step | 15.1 samples/s +Step 10440/44000 | Loss: 3.1066 | LR: 4.41e-04 | 1333.2ms/step | 15.0 samples/s +Step 10450/44000 | Loss: 3.1615 | LR: 4.40e-04 | 1325.2ms/step | 15.1 samples/s +Step 10460/44000 | Loss: 3.1641 | LR: 4.40e-04 | 1325.6ms/step | 15.1 samples/s +Step 10470/44000 | Loss: 3.1252 | LR: 4.40e-04 | 1328.1ms/step | 15.1 samples/s +Step 10480/44000 | Loss: 3.1430 | LR: 4.40e-04 | 1326.9ms/step | 15.1 samples/s +Step 10490/44000 | Loss: 3.1464 | LR: 4.40e-04 | 1324.3ms/step | 15.1 samples/s +Step 10500/44000 | Loss: 3.1708 | LR: 4.40e-04 | 1326.9ms/step | 15.1 samples/s +Validation at step 10500: Loss = 3.1502, Perplexity = 23.34 +Step 10510/44000 | Loss: 3.1483 | LR: 4.40e-04 | 3544.4ms/step | 5.6 samples/s +Step 10520/44000 | Loss: 3.1678 | LR: 4.40e-04 | 1326.4ms/step | 15.1 samples/s +Step 10530/44000 | Loss: 3.1659 | LR: 4.40e-04 | 1325.0ms/step | 15.1 samples/s +Step 10540/44000 | Loss: 3.1334 | LR: 4.39e-04 | 1325.7ms/step | 15.1 samples/s +Step 10550/44000 | Loss: 3.1533 | LR: 4.39e-04 | 1326.6ms/step | 15.1 samples/s +Step 10560/44000 | Loss: 3.1231 | LR: 4.39e-04 | 1326.3ms/step | 15.1 samples/s +Step 10570/44000 | Loss: 3.1176 | LR: 4.39e-04 | 1324.3ms/step | 15.1 samples/s +Step 10580/44000 | Loss: 3.1650 | LR: 4.39e-04 | 1323.9ms/step | 15.1 samples/s +Step 10590/44000 | Loss: 3.1321 | LR: 4.39e-04 | 1322.8ms/step | 15.1 samples/s +Step 10600/44000 | Loss: 3.1411 | LR: 4.39e-04 | 1324.4ms/step | 15.1 samples/s +Step 10610/44000 | Loss: 3.1594 | LR: 4.39e-04 | 1322.9ms/step | 15.1 samples/s +Step 10620/44000 | Loss: 3.1302 | LR: 4.38e-04 | 1324.1ms/step | 15.1 samples/s +Step 10630/44000 | Loss: 3.0948 | LR: 4.38e-04 | 1322.0ms/step | 15.1 samples/s +Step 10640/44000 | Loss: 3.1776 | LR: 4.38e-04 | 1327.7ms/step | 15.1 samples/s +Step 10650/44000 | Loss: 3.1650 | LR: 4.38e-04 | 1326.9ms/step | 15.1 samples/s +Step 10660/44000 | Loss: 3.1517 | LR: 4.38e-04 | 1324.6ms/step | 15.1 samples/s +Step 10670/44000 | Loss: 3.1217 | LR: 4.38e-04 | 1325.6ms/step | 15.1 samples/s +Step 10680/44000 | Loss: 3.1703 | LR: 4.38e-04 | 1324.1ms/step | 15.1 samples/s +Step 10690/44000 | Loss: 3.1458 | LR: 4.38e-04 | 1322.4ms/step | 15.1 samples/s +Step 10700/44000 | Loss: 3.1720 | LR: 4.37e-04 | 1323.5ms/step | 15.1 samples/s +Step 10710/44000 | Loss: 3.1443 | LR: 4.37e-04 | 1326.4ms/step | 15.1 samples/s +Step 10720/44000 | Loss: 3.1622 | LR: 4.37e-04 | 1326.9ms/step | 15.1 samples/s +Step 10730/44000 | Loss: 3.1594 | LR: 4.37e-04 | 1322.5ms/step | 15.1 samples/s +Step 10740/44000 | Loss: 3.1671 | LR: 4.37e-04 | 1319.2ms/step | 15.2 samples/s +Step 10750/44000 | Loss: 3.1360 | LR: 4.37e-04 | 1322.6ms/step | 15.1 samples/s +Validation at step 10750: Loss = 3.1456, Perplexity = 23.23 +Step 10760/44000 | Loss: 3.1594 | LR: 4.37e-04 | 3552.9ms/step | 5.6 samples/s +Step 10770/44000 | Loss: 3.1354 | LR: 4.37e-04 | 1327.8ms/step | 15.1 samples/s +Step 10780/44000 | Loss: 3.1278 | LR: 4.37e-04 | 1329.1ms/step | 15.0 samples/s +Step 10790/44000 | Loss: 3.1309 | LR: 4.36e-04 | 1329.4ms/step | 15.0 samples/s +Step 10800/44000 | Loss: 3.1148 | LR: 4.36e-04 | 1327.9ms/step | 15.1 samples/s +Step 10810/44000 | Loss: 3.0993 | LR: 4.36e-04 | 1326.8ms/step | 15.1 samples/s +Step 10820/44000 | Loss: 3.1471 | LR: 4.36e-04 | 1327.2ms/step | 15.1 samples/s +Step 10830/44000 | Loss: 3.1559 | LR: 4.36e-04 | 1325.1ms/step | 15.1 samples/s +Step 10840/44000 | Loss: 3.1427 | LR: 4.36e-04 | 1327.6ms/step | 15.1 samples/s +Step 10850/44000 | Loss: 3.1605 | LR: 4.36e-04 | 1324.9ms/step | 15.1 samples/s +Step 10860/44000 | Loss: 3.1513 | LR: 4.36e-04 | 1320.9ms/step | 15.1 samples/s +Step 10870/44000 | Loss: 3.1091 | LR: 4.35e-04 | 1322.2ms/step | 15.1 samples/s +Step 10880/44000 | Loss: 3.0989 | LR: 4.35e-04 | 1321.3ms/step | 15.1 samples/s +Step 10890/44000 | Loss: 3.1593 | LR: 4.35e-04 | 1324.5ms/step | 15.1 samples/s +Step 10900/44000 | Loss: 3.1636 | LR: 4.35e-04 | 1326.9ms/step | 15.1 samples/s +Step 10910/44000 | Loss: 3.1789 | LR: 4.35e-04 | 1325.5ms/step | 15.1 samples/s +Step 10920/44000 | Loss: 3.1337 | LR: 4.35e-04 | 1322.8ms/step | 15.1 samples/s +Step 10930/44000 | Loss: 3.1478 | LR: 4.35e-04 | 1324.0ms/step | 15.1 samples/s +Step 10940/44000 | Loss: 3.1305 | LR: 4.35e-04 | 1319.6ms/step | 15.2 samples/s +Step 10950/44000 | Loss: 3.1610 | LR: 4.34e-04 | 1325.1ms/step | 15.1 samples/s +Step 10960/44000 | Loss: 3.1404 | LR: 4.34e-04 | 1327.8ms/step | 15.1 samples/s +Step 10970/44000 | Loss: 3.1319 | LR: 4.34e-04 | 1322.5ms/step | 15.1 samples/s +Step 10980/44000 | Loss: 3.1490 | LR: 4.34e-04 | 1323.5ms/step | 15.1 samples/s +Step 10990/44000 | Loss: 3.1226 | LR: 4.34e-04 | 1326.1ms/step | 15.1 samples/s +Step 11000/44000 | Loss: 3.1455 | LR: 4.34e-04 | 1325.9ms/step | 15.1 samples/s +Validation at step 11000: Loss = 3.1403, Perplexity = 23.11 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-11000 +Step 11010/44000 | Loss: 3.1224 | LR: 4.34e-04 | 3854.1ms/step | 5.2 samples/s +Step 11020/44000 | Loss: 3.1018 | LR: 4.34e-04 | 1320.2ms/step | 15.1 samples/s +Step 11030/44000 | Loss: 3.1425 | LR: 4.33e-04 | 1321.1ms/step | 15.1 samples/s +Step 11040/44000 | Loss: 3.1059 | LR: 4.33e-04 | 1322.0ms/step | 15.1 samples/s +Step 11050/44000 | Loss: 3.1504 | LR: 4.33e-04 | 1322.0ms/step | 15.1 samples/s +Step 11060/44000 | Loss: 3.1504 | LR: 4.33e-04 | 1322.5ms/step | 15.1 samples/s +Step 11070/44000 | Loss: 3.1535 | LR: 4.33e-04 | 1323.3ms/step | 15.1 samples/s +Step 11080/44000 | Loss: 3.1431 | LR: 4.33e-04 | 1322.2ms/step | 15.1 samples/s +Step 11090/44000 | Loss: 3.0981 | LR: 4.33e-04 | 1324.4ms/step | 15.1 samples/s +Step 11100/44000 | Loss: 3.1390 | LR: 4.33e-04 | 1321.5ms/step | 15.1 samples/s +Step 11110/44000 | Loss: 3.1213 | LR: 4.32e-04 | 1322.0ms/step | 15.1 samples/s +Step 11120/44000 | Loss: 3.1358 | LR: 4.32e-04 | 1322.5ms/step | 15.1 samples/s +Step 11130/44000 | Loss: 3.1615 | LR: 4.32e-04 | 1324.8ms/step | 15.1 samples/s +Step 11140/44000 | Loss: 3.1283 | LR: 4.32e-04 | 1321.5ms/step | 15.1 samples/s +Step 11150/44000 | Loss: 3.1287 | LR: 4.32e-04 | 1321.4ms/step | 15.1 samples/s +Step 11160/44000 | Loss: 3.1301 | LR: 4.32e-04 | 1323.7ms/step | 15.1 samples/s +Step 11170/44000 | Loss: 3.1230 | LR: 4.32e-04 | 1325.2ms/step | 15.1 samples/s +Step 11180/44000 | Loss: 3.1270 | LR: 4.32e-04 | 1323.3ms/step | 15.1 samples/s +Step 11190/44000 | Loss: 3.1098 | LR: 4.31e-04 | 1325.0ms/step | 15.1 samples/s +Step 11200/44000 | Loss: 3.1512 | LR: 4.31e-04 | 1323.3ms/step | 15.1 samples/s +Step 11210/44000 | Loss: 3.1864 | LR: 4.31e-04 | 1323.3ms/step | 15.1 samples/s +Step 11220/44000 | Loss: 3.1127 | LR: 4.31e-04 | 1321.5ms/step | 15.1 samples/s +Step 11230/44000 | Loss: 3.1355 | LR: 4.31e-04 | 1320.3ms/step | 15.1 samples/s +Step 11240/44000 | Loss: 3.1219 | LR: 4.31e-04 | 1323.8ms/step | 15.1 samples/s +Step 11250/44000 | Loss: 3.1244 | LR: 4.31e-04 | 1323.9ms/step | 15.1 samples/s +Validation at step 11250: Loss = 3.1353, Perplexity = 23.00 +Step 11260/44000 | Loss: 3.1192 | LR: 4.31e-04 | 3552.1ms/step | 5.6 samples/s +Step 11270/44000 | Loss: 3.1374 | LR: 4.30e-04 | 1321.5ms/step | 15.1 samples/s +Step 11280/44000 | Loss: 3.1146 | LR: 4.30e-04 | 1320.4ms/step | 15.1 samples/s +Step 11290/44000 | Loss: 3.1168 | LR: 4.30e-04 | 1319.6ms/step | 15.2 samples/s +Step 11300/44000 | Loss: 3.1550 | LR: 4.30e-04 | 1321.3ms/step | 15.1 samples/s +Step 11310/44000 | Loss: 3.1345 | LR: 4.30e-04 | 1322.0ms/step | 15.1 samples/s +Step 11320/44000 | Loss: 3.1212 | LR: 4.30e-04 | 1323.5ms/step | 15.1 samples/s +Step 11330/44000 | Loss: 3.1210 | LR: 4.30e-04 | 1324.8ms/step | 15.1 samples/s +Step 11340/44000 | Loss: 3.1202 | LR: 4.30e-04 | 1322.0ms/step | 15.1 samples/s +Step 11350/44000 | Loss: 3.1134 | LR: 4.29e-04 | 1321.9ms/step | 15.1 samples/s +Step 11360/44000 | Loss: 3.1451 | LR: 4.29e-04 | 1323.0ms/step | 15.1 samples/s +Step 11370/44000 | Loss: 3.1229 | LR: 4.29e-04 | 1323.0ms/step | 15.1 samples/s +Step 11380/44000 | Loss: 3.1216 | LR: 4.29e-04 | 1322.1ms/step | 15.1 samples/s +Step 11390/44000 | Loss: 3.1238 | LR: 4.29e-04 | 1327.1ms/step | 15.1 samples/s +Step 11400/44000 | Loss: 3.1481 | LR: 4.29e-04 | 1324.5ms/step | 15.1 samples/s +Step 11410/44000 | Loss: 3.1142 | LR: 4.29e-04 | 1326.4ms/step | 15.1 samples/s +Step 11420/44000 | Loss: 3.1220 | LR: 4.29e-04 | 1324.2ms/step | 15.1 samples/s +Step 11430/44000 | Loss: 3.1388 | LR: 4.28e-04 | 1322.7ms/step | 15.1 samples/s +Step 11440/44000 | Loss: 3.1291 | LR: 4.28e-04 | 1324.5ms/step | 15.1 samples/s +Step 11450/44000 | Loss: 3.1427 | LR: 4.28e-04 | 1320.1ms/step | 15.2 samples/s +Step 11460/44000 | Loss: 3.1367 | LR: 4.28e-04 | 1321.6ms/step | 15.1 samples/s +Step 11470/44000 | Loss: 3.1285 | LR: 4.28e-04 | 1321.6ms/step | 15.1 samples/s +Step 11480/44000 | Loss: 3.1335 | LR: 4.28e-04 | 1325.0ms/step | 15.1 samples/s +Step 11490/44000 | Loss: 3.1082 | LR: 4.28e-04 | 1323.6ms/step | 15.1 samples/s +Step 11500/44000 | Loss: 3.1204 | LR: 4.28e-04 | 1322.7ms/step | 15.1 samples/s +Validation at step 11500: Loss = 3.1301, Perplexity = 22.88 +Step 11510/44000 | Loss: 3.1562 | LR: 4.27e-04 | 3547.6ms/step | 5.6 samples/s +Step 11520/44000 | Loss: 3.1398 | LR: 4.27e-04 | 1323.2ms/step | 15.1 samples/s +Step 11530/44000 | Loss: 3.1416 | LR: 4.27e-04 | 1324.0ms/step | 15.1 samples/s +Step 11540/44000 | Loss: 3.1244 | LR: 4.27e-04 | 1324.3ms/step | 15.1 samples/s +Step 11550/44000 | Loss: 3.1052 | LR: 4.27e-04 | 1323.5ms/step | 15.1 samples/s +Step 11560/44000 | Loss: 3.1488 | LR: 4.27e-04 | 1328.5ms/step | 15.1 samples/s +Step 11570/44000 | Loss: 3.1245 | LR: 4.27e-04 | 1324.6ms/step | 15.1 samples/s +Step 11580/44000 | Loss: 3.1541 | LR: 4.27e-04 | 1323.3ms/step | 15.1 samples/s +Step 11590/44000 | Loss: 3.1562 | LR: 4.26e-04 | 1324.6ms/step | 15.1 samples/s +Step 11600/44000 | Loss: 3.1159 | LR: 4.26e-04 | 1321.5ms/step | 15.1 samples/s +Step 11610/44000 | Loss: 3.1396 | LR: 4.26e-04 | 1318.8ms/step | 15.2 samples/s +Step 11620/44000 | Loss: 3.0909 | LR: 4.26e-04 | 1321.5ms/step | 15.1 samples/s +Step 11630/44000 | Loss: 3.0990 | LR: 4.26e-04 | 1321.6ms/step | 15.1 samples/s +Step 11640/44000 | Loss: 3.1483 | LR: 4.26e-04 | 1324.7ms/step | 15.1 samples/s +Step 11650/44000 | Loss: 3.1059 | LR: 4.26e-04 | 1325.9ms/step | 15.1 samples/s +Step 11660/44000 | Loss: 3.1527 | LR: 4.26e-04 | 1324.6ms/step | 15.1 samples/s +Step 11670/44000 | Loss: 3.1106 | LR: 4.25e-04 | 1323.7ms/step | 15.1 samples/s +Step 11680/44000 | Loss: 3.1273 | LR: 4.25e-04 | 1323.0ms/step | 15.1 samples/s +Step 11690/44000 | Loss: 3.1088 | LR: 4.25e-04 | 1325.0ms/step | 15.1 samples/s +Step 11700/44000 | Loss: 3.1303 | LR: 4.25e-04 | 1326.0ms/step | 15.1 samples/s +Step 11710/44000 | Loss: 3.1321 | LR: 4.25e-04 | 1321.9ms/step | 15.1 samples/s +Step 11720/44000 | Loss: 3.1262 | LR: 4.25e-04 | 1321.1ms/step | 15.1 samples/s +Step 11730/44000 | Loss: 3.1192 | LR: 4.25e-04 | 1322.9ms/step | 15.1 samples/s +Step 11740/44000 | Loss: 3.1111 | LR: 4.24e-04 | 1322.4ms/step | 15.1 samples/s +Step 11750/44000 | Loss: 3.1031 | LR: 4.24e-04 | 1325.1ms/step | 15.1 samples/s +Validation at step 11750: Loss = 3.1249, Perplexity = 22.76 +Step 11760/44000 | Loss: 3.1468 | LR: 4.24e-04 | 3556.8ms/step | 5.6 samples/s +Step 11770/44000 | Loss: 3.1282 | LR: 4.24e-04 | 1325.8ms/step | 15.1 samples/s +Step 11780/44000 | Loss: 3.1297 | LR: 4.24e-04 | 1324.5ms/step | 15.1 samples/s +Step 11790/44000 | Loss: 3.1279 | LR: 4.24e-04 | 1326.0ms/step | 15.1 samples/s +Step 11800/44000 | Loss: 3.1375 | LR: 4.24e-04 | 1322.8ms/step | 15.1 samples/s +Step 11810/44000 | Loss: 3.1279 | LR: 4.24e-04 | 1327.0ms/step | 15.1 samples/s +Step 11820/44000 | Loss: 3.1262 | LR: 4.23e-04 | 1321.8ms/step | 15.1 samples/s +Step 11830/44000 | Loss: 3.1471 | LR: 4.23e-04 | 1323.2ms/step | 15.1 samples/s +Step 11840/44000 | Loss: 3.1217 | LR: 4.23e-04 | 1326.1ms/step | 15.1 samples/s +Step 11850/44000 | Loss: 3.1167 | LR: 4.23e-04 | 1323.2ms/step | 15.1 samples/s +Step 11860/44000 | Loss: 3.1257 | LR: 4.23e-04 | 1326.3ms/step | 15.1 samples/s +Step 11870/44000 | Loss: 3.1017 | LR: 4.23e-04 | 1324.4ms/step | 15.1 samples/s +Step 11880/44000 | Loss: 3.1117 | LR: 4.23e-04 | 1322.3ms/step | 15.1 samples/s +Step 11890/44000 | Loss: 3.1329 | LR: 4.23e-04 | 1325.3ms/step | 15.1 samples/s +Step 11900/44000 | Loss: 3.1024 | LR: 4.22e-04 | 1321.7ms/step | 15.1 samples/s +Step 11910/44000 | Loss: 3.0866 | LR: 4.22e-04 | 1327.2ms/step | 15.1 samples/s +Step 11920/44000 | Loss: 3.1162 | LR: 4.22e-04 | 1322.9ms/step | 15.1 samples/s +Step 11930/44000 | Loss: 3.1331 | LR: 4.22e-04 | 1323.3ms/step | 15.1 samples/s +Step 11940/44000 | Loss: 3.1265 | LR: 4.22e-04 | 1325.7ms/step | 15.1 samples/s +Step 11950/44000 | Loss: 3.1158 | LR: 4.22e-04 | 1326.2ms/step | 15.1 samples/s +Step 11960/44000 | Loss: 3.1494 | LR: 4.22e-04 | 1324.2ms/step | 15.1 samples/s +Step 11970/44000 | Loss: 3.1407 | LR: 4.21e-04 | 1325.6ms/step | 15.1 samples/s +Step 11980/44000 | Loss: 3.1473 | LR: 4.21e-04 | 1326.0ms/step | 15.1 samples/s +Step 11990/44000 | Loss: 3.1334 | LR: 4.21e-04 | 1325.8ms/step | 15.1 samples/s +Step 12000/44000 | Loss: 3.0956 | LR: 4.21e-04 | 1325.2ms/step | 15.1 samples/s +Validation at step 12000: Loss = 3.1200, Perplexity = 22.65 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-12000 +Step 12010/44000 | Loss: 3.1048 | LR: 4.21e-04 | 3839.6ms/step | 5.2 samples/s +Step 12020/44000 | Loss: 3.1334 | LR: 4.21e-04 | 1327.5ms/step | 15.1 samples/s +Step 12030/44000 | Loss: 3.1191 | LR: 4.21e-04 | 1323.8ms/step | 15.1 samples/s +Step 12040/44000 | Loss: 3.1034 | LR: 4.21e-04 | 1322.7ms/step | 15.1 samples/s +Step 12050/44000 | Loss: 3.1400 | LR: 4.20e-04 | 1321.3ms/step | 15.1 samples/s +Step 12060/44000 | Loss: 3.1105 | LR: 4.20e-04 | 1323.4ms/step | 15.1 samples/s +Step 12070/44000 | Loss: 3.1294 | LR: 4.20e-04 | 1324.0ms/step | 15.1 samples/s +Step 12080/44000 | Loss: 3.1242 | LR: 4.20e-04 | 1324.7ms/step | 15.1 samples/s +Step 12090/44000 | Loss: 3.1147 | LR: 4.20e-04 | 1324.4ms/step | 15.1 samples/s +Step 12100/44000 | Loss: 3.0901 | LR: 4.20e-04 | 1323.3ms/step | 15.1 samples/s +Step 12110/44000 | Loss: 3.1140 | LR: 4.20e-04 | 1325.7ms/step | 15.1 samples/s +Step 12120/44000 | Loss: 3.1099 | LR: 4.19e-04 | 1322.5ms/step | 15.1 samples/s +Step 12130/44000 | Loss: 3.1147 | LR: 4.19e-04 | 1324.1ms/step | 15.1 samples/s +Step 12140/44000 | Loss: 3.1029 | LR: 4.19e-04 | 1323.4ms/step | 15.1 samples/s +Step 12150/44000 | Loss: 3.1034 | LR: 4.19e-04 | 1324.4ms/step | 15.1 samples/s +Step 12160/44000 | Loss: 3.1139 | LR: 4.19e-04 | 1327.1ms/step | 15.1 samples/s +Step 12170/44000 | Loss: 3.1122 | LR: 4.19e-04 | 1323.1ms/step | 15.1 samples/s +Step 12180/44000 | Loss: 3.1140 | LR: 4.19e-04 | 1327.5ms/step | 15.1 samples/s +Step 12190/44000 | Loss: 3.1538 | LR: 4.19e-04 | 1326.5ms/step | 15.1 samples/s +Step 12200/44000 | Loss: 3.1189 | LR: 4.18e-04 | 1322.8ms/step | 15.1 samples/s +Step 12210/44000 | Loss: 3.0888 | LR: 4.18e-04 | 1325.7ms/step | 15.1 samples/s +Step 12220/44000 | Loss: 3.1300 | LR: 4.18e-04 | 1323.1ms/step | 15.1 samples/s +Step 12230/44000 | Loss: 3.1025 | LR: 4.18e-04 | 1325.8ms/step | 15.1 samples/s +Step 12240/44000 | Loss: 3.1016 | LR: 4.18e-04 | 1324.3ms/step | 15.1 samples/s +Step 12250/44000 | Loss: 3.1022 | LR: 4.18e-04 | 1323.1ms/step | 15.1 samples/s +Validation at step 12250: Loss = 3.1166, Perplexity = 22.57 +Step 12260/44000 | Loss: 3.1032 | LR: 4.18e-04 | 3551.5ms/step | 5.6 samples/s +Step 12270/44000 | Loss: 3.1229 | LR: 4.17e-04 | 1325.6ms/step | 15.1 samples/s +Step 12280/44000 | Loss: 3.1084 | LR: 4.17e-04 | 1324.2ms/step | 15.1 samples/s +Step 12290/44000 | Loss: 3.1167 | LR: 4.17e-04 | 1323.6ms/step | 15.1 samples/s +Step 12300/44000 | Loss: 3.1098 | LR: 4.17e-04 | 1324.1ms/step | 15.1 samples/s +Step 12310/44000 | Loss: 3.1207 | LR: 4.17e-04 | 1324.9ms/step | 15.1 samples/s +Step 12320/44000 | Loss: 3.0848 | LR: 4.17e-04 | 1323.2ms/step | 15.1 samples/s +Step 12330/44000 | Loss: 3.1211 | LR: 4.17e-04 | 1321.8ms/step | 15.1 samples/s +Step 12340/44000 | Loss: 3.1106 | LR: 4.17e-04 | 1324.4ms/step | 15.1 samples/s +Step 12350/44000 | Loss: 3.1128 | LR: 4.16e-04 | 1321.3ms/step | 15.1 samples/s +Step 12360/44000 | Loss: 3.1092 | LR: 4.16e-04 | 1325.5ms/step | 15.1 samples/s +Step 12370/44000 | Loss: 3.1062 | LR: 4.16e-04 | 1323.6ms/step | 15.1 samples/s +Step 12380/44000 | Loss: 3.0991 | LR: 4.16e-04 | 1324.9ms/step | 15.1 samples/s +Step 12390/44000 | Loss: 3.1194 | LR: 4.16e-04 | 1324.9ms/step | 15.1 samples/s +Step 12400/44000 | Loss: 3.0909 | LR: 4.16e-04 | 1323.4ms/step | 15.1 samples/s +Step 12410/44000 | Loss: 3.0802 | LR: 4.16e-04 | 1324.6ms/step | 15.1 samples/s +Step 12420/44000 | Loss: 3.1179 | LR: 4.15e-04 | 1323.1ms/step | 15.1 samples/s +Step 12430/44000 | Loss: 3.1318 | LR: 4.15e-04 | 1321.1ms/step | 15.1 samples/s +Step 12440/44000 | Loss: 3.1129 | LR: 4.15e-04 | 1325.8ms/step | 15.1 samples/s +Step 12450/44000 | Loss: 3.0809 | LR: 4.15e-04 | 1325.4ms/step | 15.1 samples/s +Step 12460/44000 | Loss: 3.0983 | LR: 4.15e-04 | 1319.4ms/step | 15.2 samples/s +Step 12470/44000 | Loss: 3.0863 | LR: 4.15e-04 | 1323.6ms/step | 15.1 samples/s +Step 12480/44000 | Loss: 3.1341 | LR: 4.15e-04 | 1323.8ms/step | 15.1 samples/s +Step 12490/44000 | Loss: 3.1242 | LR: 4.14e-04 | 1324.3ms/step | 15.1 samples/s +Step 12500/44000 | Loss: 3.0837 | LR: 4.14e-04 | 1328.0ms/step | 15.1 samples/s +Validation at step 12500: Loss = 3.1114, Perplexity = 22.45 +Step 12510/44000 | Loss: 3.1122 | LR: 4.14e-04 | 3540.2ms/step | 5.6 samples/s +Step 12520/44000 | Loss: 3.1007 | LR: 4.14e-04 | 1321.8ms/step | 15.1 samples/s +Step 12530/44000 | Loss: 3.0828 | LR: 4.14e-04 | 1322.7ms/step | 15.1 samples/s +Step 12540/44000 | Loss: 3.0849 | LR: 4.14e-04 | 1322.7ms/step | 15.1 samples/s +Step 12550/44000 | Loss: 3.0861 | LR: 4.14e-04 | 1321.9ms/step | 15.1 samples/s +Step 12560/44000 | Loss: 3.1126 | LR: 4.14e-04 | 1323.4ms/step | 15.1 samples/s +Step 12570/44000 | Loss: 3.1079 | LR: 4.13e-04 | 1322.8ms/step | 15.1 samples/s +Step 12580/44000 | Loss: 3.1033 | LR: 4.13e-04 | 1323.6ms/step | 15.1 samples/s +Step 12590/44000 | Loss: 3.1037 | LR: 4.13e-04 | 1325.6ms/step | 15.1 samples/s +Step 12600/44000 | Loss: 3.0961 | LR: 4.13e-04 | 1324.3ms/step | 15.1 samples/s +Step 12610/44000 | Loss: 3.1554 | LR: 4.13e-04 | 1324.7ms/step | 15.1 samples/s +Step 12620/44000 | Loss: 3.1109 | LR: 4.13e-04 | 1323.4ms/step | 15.1 samples/s +Step 12630/44000 | Loss: 3.1299 | LR: 4.13e-04 | 1324.5ms/step | 15.1 samples/s +Step 12640/44000 | Loss: 3.0938 | LR: 4.12e-04 | 1324.3ms/step | 15.1 samples/s +Step 12650/44000 | Loss: 3.1018 | LR: 4.12e-04 | 1322.6ms/step | 15.1 samples/s +Step 12660/44000 | Loss: 3.0988 | LR: 4.12e-04 | 1320.0ms/step | 15.2 samples/s +Step 12670/44000 | Loss: 3.1100 | LR: 4.12e-04 | 1323.1ms/step | 15.1 samples/s +Step 12680/44000 | Loss: 3.1019 | LR: 4.12e-04 | 1325.1ms/step | 15.1 samples/s +Step 12690/44000 | Loss: 3.1082 | LR: 4.12e-04 | 1320.5ms/step | 15.1 samples/s +Step 12700/44000 | Loss: 3.1340 | LR: 4.12e-04 | 1325.0ms/step | 15.1 samples/s +Step 12710/44000 | Loss: 3.1006 | LR: 4.11e-04 | 1321.2ms/step | 15.1 samples/s +Step 12720/44000 | Loss: 3.1103 | LR: 4.11e-04 | 1323.5ms/step | 15.1 samples/s +Step 12730/44000 | Loss: 3.0990 | LR: 4.11e-04 | 1323.6ms/step | 15.1 samples/s +Step 12740/44000 | Loss: 3.0934 | LR: 4.11e-04 | 1325.7ms/step | 15.1 samples/s +Step 12750/44000 | Loss: 3.1095 | LR: 4.11e-04 | 1324.1ms/step | 15.1 samples/s +Validation at step 12750: Loss = 3.1078, Perplexity = 22.37 +Step 12760/44000 | Loss: 3.1031 | LR: 4.11e-04 | 3551.9ms/step | 5.6 samples/s +Step 12770/44000 | Loss: 3.0788 | LR: 4.11e-04 | 1324.9ms/step | 15.1 samples/s +Step 12780/44000 | Loss: 3.0765 | LR: 4.10e-04 | 1325.8ms/step | 15.1 samples/s +Step 12790/44000 | Loss: 3.1024 | LR: 4.10e-04 | 1325.4ms/step | 15.1 samples/s +Step 12800/44000 | Loss: 3.1032 | LR: 4.10e-04 | 1326.4ms/step | 15.1 samples/s +Step 12810/44000 | Loss: 3.1401 | LR: 4.10e-04 | 1325.8ms/step | 15.1 samples/s +Step 12820/44000 | Loss: 3.1078 | LR: 4.10e-04 | 1328.5ms/step | 15.1 samples/s +Step 12830/44000 | Loss: 3.1163 | LR: 4.10e-04 | 1325.9ms/step | 15.1 samples/s +Step 12840/44000 | Loss: 3.0941 | LR: 4.10e-04 | 1326.8ms/step | 15.1 samples/s +Step 12850/44000 | Loss: 3.1034 | LR: 4.09e-04 | 1324.3ms/step | 15.1 samples/s +Step 12860/44000 | Loss: 3.1109 | LR: 4.09e-04 | 1324.0ms/step | 15.1 samples/s +Step 12870/44000 | Loss: 3.1161 | LR: 4.09e-04 | 1325.5ms/step | 15.1 samples/s +Step 12880/44000 | Loss: 3.0787 | LR: 4.09e-04 | 1324.2ms/step | 15.1 samples/s +Step 12890/44000 | Loss: 3.1029 | LR: 4.09e-04 | 1326.1ms/step | 15.1 samples/s +Step 12900/44000 | Loss: 3.0981 | LR: 4.09e-04 | 1325.5ms/step | 15.1 samples/s +Step 12910/44000 | Loss: 3.1014 | LR: 4.09e-04 | 1326.0ms/step | 15.1 samples/s +Step 12920/44000 | Loss: 3.0991 | LR: 4.09e-04 | 1324.6ms/step | 15.1 samples/s +Step 12930/44000 | Loss: 3.0907 | LR: 4.08e-04 | 1320.9ms/step | 15.1 samples/s +Step 12940/44000 | Loss: 3.1200 | LR: 4.08e-04 | 1325.5ms/step | 15.1 samples/s +Step 12950/44000 | Loss: 3.1045 | LR: 4.08e-04 | 1326.7ms/step | 15.1 samples/s +Step 12960/44000 | Loss: 3.1421 | LR: 4.08e-04 | 1324.6ms/step | 15.1 samples/s +Step 12970/44000 | Loss: 3.0973 | LR: 4.08e-04 | 1322.9ms/step | 15.1 samples/s +Step 12980/44000 | Loss: 3.1000 | LR: 4.08e-04 | 1324.1ms/step | 15.1 samples/s +Step 12990/44000 | Loss: 3.0852 | LR: 4.08e-04 | 1326.8ms/step | 15.1 samples/s +Step 13000/44000 | Loss: 3.1086 | LR: 4.07e-04 | 1326.8ms/step | 15.1 samples/s +Validation at step 13000: Loss = 3.1035, Perplexity = 22.28 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-13000 +Step 13010/44000 | Loss: 3.0736 | LR: 4.07e-04 | 3842.1ms/step | 5.2 samples/s +Step 13020/44000 | Loss: 3.0860 | LR: 4.07e-04 | 1323.1ms/step | 15.1 samples/s +Step 13030/44000 | Loss: 3.0857 | LR: 4.07e-04 | 1323.1ms/step | 15.1 samples/s +Step 13040/44000 | Loss: 3.0710 | LR: 4.07e-04 | 1326.3ms/step | 15.1 samples/s +Step 13050/44000 | Loss: 3.0991 | LR: 4.07e-04 | 1325.7ms/step | 15.1 samples/s +Step 13060/44000 | Loss: 3.1104 | LR: 4.07e-04 | 1323.3ms/step | 15.1 samples/s +Step 13070/44000 | Loss: 3.0763 | LR: 4.06e-04 | 1322.8ms/step | 15.1 samples/s +Step 13080/44000 | Loss: 3.0553 | LR: 4.06e-04 | 1324.5ms/step | 15.1 samples/s +Step 13090/44000 | Loss: 3.1089 | LR: 4.06e-04 | 1321.9ms/step | 15.1 samples/s +Step 13100/44000 | Loss: 3.0945 | LR: 4.06e-04 | 1324.7ms/step | 15.1 samples/s +Step 13110/44000 | Loss: 3.0755 | LR: 4.06e-04 | 1322.5ms/step | 15.1 samples/s +Step 13120/44000 | Loss: 3.0628 | LR: 4.06e-04 | 1326.4ms/step | 15.1 samples/s +Step 13130/44000 | Loss: 3.1044 | LR: 4.06e-04 | 1325.8ms/step | 15.1 samples/s +Step 13140/44000 | Loss: 3.1288 | LR: 4.05e-04 | 1327.9ms/step | 15.1 samples/s +Step 13150/44000 | Loss: 3.0953 | LR: 4.05e-04 | 1321.9ms/step | 15.1 samples/s +Step 13160/44000 | Loss: 3.1068 | LR: 4.05e-04 | 1318.5ms/step | 15.2 samples/s +Step 13170/44000 | Loss: 3.0937 | LR: 4.05e-04 | 1318.5ms/step | 15.2 samples/s +Step 13180/44000 | Loss: 3.0977 | LR: 4.05e-04 | 1317.6ms/step | 15.2 samples/s +Step 13190/44000 | Loss: 3.1420 | LR: 4.05e-04 | 1317.5ms/step | 15.2 samples/s +Step 13200/44000 | Loss: 3.0992 | LR: 4.05e-04 | 1316.5ms/step | 15.2 samples/s +Step 13210/44000 | Loss: 3.0964 | LR: 4.04e-04 | 1317.2ms/step | 15.2 samples/s +Step 13220/44000 | Loss: 3.0998 | LR: 4.04e-04 | 1316.8ms/step | 15.2 samples/s +Step 13230/44000 | Loss: 3.0761 | LR: 4.04e-04 | 1316.8ms/step | 15.2 samples/s +Step 13240/44000 | Loss: 3.1060 | LR: 4.04e-04 | 1317.7ms/step | 15.2 samples/s +Step 13250/44000 | Loss: 3.1236 | LR: 4.04e-04 | 1320.0ms/step | 15.2 samples/s +Validation at step 13250: Loss = 3.1003, Perplexity = 22.20 +Step 13260/44000 | Loss: 3.0890 | LR: 4.04e-04 | 3546.1ms/step | 5.6 samples/s +Step 13270/44000 | Loss: 3.1186 | LR: 4.04e-04 | 1318.8ms/step | 15.2 samples/s +Step 13280/44000 | Loss: 3.1099 | LR: 4.03e-04 | 1323.7ms/step | 15.1 samples/s +Step 13290/44000 | Loss: 3.1287 | LR: 4.03e-04 | 1328.0ms/step | 15.1 samples/s +Step 13300/44000 | Loss: 3.0966 | LR: 4.03e-04 | 1323.5ms/step | 15.1 samples/s +Step 13310/44000 | Loss: 3.0846 | LR: 4.03e-04 | 1321.3ms/step | 15.1 samples/s +Step 13320/44000 | Loss: 3.0990 | LR: 4.03e-04 | 1323.8ms/step | 15.1 samples/s +Step 13330/44000 | Loss: 3.1289 | LR: 4.03e-04 | 1317.9ms/step | 15.2 samples/s +Step 13340/44000 | Loss: 3.1337 | LR: 4.03e-04 | 1320.5ms/step | 15.1 samples/s +Step 13350/44000 | Loss: 3.0718 | LR: 4.02e-04 | 1327.2ms/step | 15.1 samples/s +Step 13360/44000 | Loss: 3.0946 | LR: 4.02e-04 | 1324.8ms/step | 15.1 samples/s +Step 13370/44000 | Loss: 3.1003 | LR: 4.02e-04 | 1324.3ms/step | 15.1 samples/s +Step 13380/44000 | Loss: 3.0996 | LR: 4.02e-04 | 1325.3ms/step | 15.1 samples/s +Step 13390/44000 | Loss: 3.0654 | LR: 4.02e-04 | 1323.2ms/step | 15.1 samples/s +Step 13400/44000 | Loss: 3.1187 | LR: 4.02e-04 | 1324.1ms/step | 15.1 samples/s +Step 13410/44000 | Loss: 3.0919 | LR: 4.02e-04 | 1326.7ms/step | 15.1 samples/s +Step 13420/44000 | Loss: 3.0752 | LR: 4.01e-04 | 1325.6ms/step | 15.1 samples/s +Step 13430/44000 | Loss: 3.1098 | LR: 4.01e-04 | 1328.1ms/step | 15.1 samples/s +Step 13440/44000 | Loss: 3.1080 | LR: 4.01e-04 | 1328.4ms/step | 15.1 samples/s +Step 13450/44000 | Loss: 3.0898 | LR: 4.01e-04 | 1324.5ms/step | 15.1 samples/s +Step 13460/44000 | Loss: 3.0886 | LR: 4.01e-04 | 1325.5ms/step | 15.1 samples/s +Step 13470/44000 | Loss: 3.1118 | LR: 4.01e-04 | 1321.2ms/step | 15.1 samples/s +Step 13480/44000 | Loss: 3.0780 | LR: 4.01e-04 | 1326.5ms/step | 15.1 samples/s +Step 13490/44000 | Loss: 3.1009 | LR: 4.00e-04 | 1321.9ms/step | 15.1 samples/s +Step 13500/44000 | Loss: 3.0967 | LR: 4.00e-04 | 1325.7ms/step | 15.1 samples/s +Validation at step 13500: Loss = 3.0960, Perplexity = 22.11 +Step 13510/44000 | Loss: 3.0837 | LR: 4.00e-04 | 3542.7ms/step | 5.6 samples/s +Step 13520/44000 | Loss: 3.0855 | LR: 4.00e-04 | 1323.7ms/step | 15.1 samples/s +Step 13530/44000 | Loss: 3.0813 | LR: 4.00e-04 | 1320.9ms/step | 15.1 samples/s +Step 13540/44000 | Loss: 3.0710 | LR: 4.00e-04 | 1324.4ms/step | 15.1 samples/s +Step 13550/44000 | Loss: 3.0870 | LR: 4.00e-04 | 1324.5ms/step | 15.1 samples/s +Step 13560/44000 | Loss: 3.0935 | LR: 3.99e-04 | 1327.6ms/step | 15.1 samples/s +Step 13570/44000 | Loss: 3.1096 | LR: 3.99e-04 | 1323.2ms/step | 15.1 samples/s +Step 13580/44000 | Loss: 3.1061 | LR: 3.99e-04 | 1322.4ms/step | 15.1 samples/s +Step 13590/44000 | Loss: 3.1099 | LR: 3.99e-04 | 1319.6ms/step | 15.2 samples/s +Step 13600/44000 | Loss: 3.0809 | LR: 3.99e-04 | 1326.1ms/step | 15.1 samples/s +Step 13610/44000 | Loss: 3.0931 | LR: 3.99e-04 | 1328.6ms/step | 15.1 samples/s +Step 13620/44000 | Loss: 3.0932 | LR: 3.98e-04 | 1327.5ms/step | 15.1 samples/s +Step 13630/44000 | Loss: 3.0838 | LR: 3.98e-04 | 1322.9ms/step | 15.1 samples/s +Step 13640/44000 | Loss: 3.0916 | LR: 3.98e-04 | 1324.0ms/step | 15.1 samples/s +Step 13650/44000 | Loss: 3.0790 | LR: 3.98e-04 | 1321.7ms/step | 15.1 samples/s +Step 13660/44000 | Loss: 3.0747 | LR: 3.98e-04 | 1323.9ms/step | 15.1 samples/s +Step 13670/44000 | Loss: 3.1261 | LR: 3.98e-04 | 1325.2ms/step | 15.1 samples/s +Step 13680/44000 | Loss: 3.0719 | LR: 3.98e-04 | 1323.1ms/step | 15.1 samples/s +Step 13690/44000 | Loss: 3.0782 | LR: 3.97e-04 | 1326.3ms/step | 15.1 samples/s +Step 13700/44000 | Loss: 3.1056 | LR: 3.97e-04 | 1325.1ms/step | 15.1 samples/s +Step 13710/44000 | Loss: 3.1100 | LR: 3.97e-04 | 1324.5ms/step | 15.1 samples/s +Step 13720/44000 | Loss: 3.1008 | LR: 3.97e-04 | 1325.9ms/step | 15.1 samples/s +Step 13730/44000 | Loss: 3.1024 | LR: 3.97e-04 | 1325.0ms/step | 15.1 samples/s +Step 13740/44000 | Loss: 3.0498 | LR: 3.97e-04 | 1323.9ms/step | 15.1 samples/s +Step 13750/44000 | Loss: 3.1047 | LR: 3.97e-04 | 1323.0ms/step | 15.1 samples/s +Validation at step 13750: Loss = 3.0924, Perplexity = 22.03 +Step 13760/44000 | Loss: 3.1211 | LR: 3.96e-04 | 3542.0ms/step | 5.6 samples/s +Step 13770/44000 | Loss: 3.0855 | LR: 3.96e-04 | 1324.1ms/step | 15.1 samples/s +Step 13780/44000 | Loss: 3.0985 | LR: 3.96e-04 | 1322.5ms/step | 15.1 samples/s +Step 13790/44000 | Loss: 3.1005 | LR: 3.96e-04 | 1328.5ms/step | 15.1 samples/s +Step 13800/44000 | Loss: 3.0927 | LR: 3.96e-04 | 1332.0ms/step | 15.0 samples/s +Step 13810/44000 | Loss: 3.0806 | LR: 3.96e-04 | 1329.0ms/step | 15.0 samples/s +Step 13820/44000 | Loss: 3.1069 | LR: 3.96e-04 | 1326.2ms/step | 15.1 samples/s +Step 13830/44000 | Loss: 3.0984 | LR: 3.95e-04 | 1331.0ms/step | 15.0 samples/s +Step 13840/44000 | Loss: 3.1009 | LR: 3.95e-04 | 1331.9ms/step | 15.0 samples/s +Step 13850/44000 | Loss: 3.0911 | LR: 3.95e-04 | 1327.0ms/step | 15.1 samples/s +Step 13860/44000 | Loss: 3.0739 | LR: 3.95e-04 | 1329.4ms/step | 15.0 samples/s +Step 13870/44000 | Loss: 3.0619 | LR: 3.95e-04 | 1329.8ms/step | 15.0 samples/s +Step 13880/44000 | Loss: 3.0933 | LR: 3.95e-04 | 1328.0ms/step | 15.1 samples/s +Step 13890/44000 | Loss: 3.0773 | LR: 3.95e-04 | 1333.4ms/step | 15.0 samples/s +Step 13900/44000 | Loss: 3.1030 | LR: 3.94e-04 | 1328.8ms/step | 15.1 samples/s +Step 13910/44000 | Loss: 3.1003 | LR: 3.94e-04 | 1323.4ms/step | 15.1 samples/s +Step 13920/44000 | Loss: 3.0745 | LR: 3.94e-04 | 1328.5ms/step | 15.1 samples/s +Step 13930/44000 | Loss: 3.0782 | LR: 3.94e-04 | 1324.1ms/step | 15.1 samples/s +Step 13940/44000 | Loss: 3.0711 | LR: 3.94e-04 | 1324.7ms/step | 15.1 samples/s +Step 13950/44000 | Loss: 3.0814 | LR: 3.94e-04 | 1327.8ms/step | 15.1 samples/s +Step 13960/44000 | Loss: 3.0834 | LR: 3.93e-04 | 1323.3ms/step | 15.1 samples/s +Step 13970/44000 | Loss: 3.1103 | LR: 3.93e-04 | 1323.6ms/step | 15.1 samples/s +Step 13980/44000 | Loss: 3.0383 | LR: 3.93e-04 | 1322.1ms/step | 15.1 samples/s +Step 13990/44000 | Loss: 3.0826 | LR: 3.93e-04 | 1324.9ms/step | 15.1 samples/s +Step 14000/44000 | Loss: 3.1172 | LR: 3.93e-04 | 1323.1ms/step | 15.1 samples/s +Validation at step 14000: Loss = 3.0882, Perplexity = 21.94 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-14000 +Step 14010/44000 | Loss: 3.0663 | LR: 3.93e-04 | 3853.1ms/step | 5.2 samples/s +Step 14020/44000 | Loss: 3.0818 | LR: 3.93e-04 | 1327.1ms/step | 15.1 samples/s +Step 14030/44000 | Loss: 3.0706 | LR: 3.92e-04 | 1325.7ms/step | 15.1 samples/s +Step 14040/44000 | Loss: 3.0605 | LR: 3.92e-04 | 1321.4ms/step | 15.1 samples/s +Step 14050/44000 | Loss: 3.0662 | LR: 3.92e-04 | 1322.2ms/step | 15.1 samples/s +Step 14060/44000 | Loss: 3.0997 | LR: 3.92e-04 | 1321.5ms/step | 15.1 samples/s +Step 14070/44000 | Loss: 3.0945 | LR: 3.92e-04 | 1320.5ms/step | 15.1 samples/s +Step 14080/44000 | Loss: 3.1204 | LR: 3.92e-04 | 1325.4ms/step | 15.1 samples/s +Step 14090/44000 | Loss: 3.0630 | LR: 3.92e-04 | 1325.1ms/step | 15.1 samples/s +Step 14100/44000 | Loss: 3.1095 | LR: 3.91e-04 | 1325.4ms/step | 15.1 samples/s +Step 14110/44000 | Loss: 3.0770 | LR: 3.91e-04 | 1322.3ms/step | 15.1 samples/s +Step 14120/44000 | Loss: 3.0756 | LR: 3.91e-04 | 1323.3ms/step | 15.1 samples/s +Step 14130/44000 | Loss: 3.0964 | LR: 3.91e-04 | 1326.1ms/step | 15.1 samples/s +Step 14140/44000 | Loss: 3.0900 | LR: 3.91e-04 | 1325.6ms/step | 15.1 samples/s +Step 14150/44000 | Loss: 3.1002 | LR: 3.91e-04 | 1324.4ms/step | 15.1 samples/s +Step 14160/44000 | Loss: 3.0935 | LR: 3.90e-04 | 1326.1ms/step | 15.1 samples/s +Step 14170/44000 | Loss: 3.0996 | LR: 3.90e-04 | 1322.8ms/step | 15.1 samples/s +Step 14180/44000 | Loss: 3.0753 | LR: 3.90e-04 | 1326.4ms/step | 15.1 samples/s +Step 14190/44000 | Loss: 3.1049 | LR: 3.90e-04 | 1327.6ms/step | 15.1 samples/s +Step 14200/44000 | Loss: 3.0817 | LR: 3.90e-04 | 1319.8ms/step | 15.2 samples/s +Step 14210/44000 | Loss: 3.0545 | LR: 3.90e-04 | 1323.1ms/step | 15.1 samples/s +Step 14220/44000 | Loss: 3.0908 | LR: 3.90e-04 | 1328.4ms/step | 15.1 samples/s +Step 14230/44000 | Loss: 3.0799 | LR: 3.89e-04 | 1320.6ms/step | 15.1 samples/s +Step 14240/44000 | Loss: 3.0562 | LR: 3.89e-04 | 1324.2ms/step | 15.1 samples/s +Step 14250/44000 | Loss: 3.0776 | LR: 3.89e-04 | 1323.3ms/step | 15.1 samples/s +Validation at step 14250: Loss = 3.0858, Perplexity = 21.88 +Step 14260/44000 | Loss: 3.0797 | LR: 3.89e-04 | 3550.5ms/step | 5.6 samples/s +Step 14270/44000 | Loss: 3.1025 | LR: 3.89e-04 | 1324.3ms/step | 15.1 samples/s +Step 14280/44000 | Loss: 3.0763 | LR: 3.89e-04 | 1323.1ms/step | 15.1 samples/s +Step 14290/44000 | Loss: 3.1131 | LR: 3.89e-04 | 1324.5ms/step | 15.1 samples/s +Step 14300/44000 | Loss: 3.1120 | LR: 3.88e-04 | 1319.3ms/step | 15.2 samples/s +Step 14310/44000 | Loss: 3.0663 | LR: 3.88e-04 | 1321.4ms/step | 15.1 samples/s +Step 14320/44000 | Loss: 3.0594 | LR: 3.88e-04 | 1320.9ms/step | 15.1 samples/s +Step 14330/44000 | Loss: 3.1100 | LR: 3.88e-04 | 1326.2ms/step | 15.1 samples/s +Step 14340/44000 | Loss: 3.0988 | LR: 3.88e-04 | 1324.8ms/step | 15.1 samples/s +Step 14350/44000 | Loss: 3.0804 | LR: 3.88e-04 | 1325.8ms/step | 15.1 samples/s +Step 14360/44000 | Loss: 3.0864 | LR: 3.87e-04 | 1321.5ms/step | 15.1 samples/s +Step 14370/44000 | Loss: 3.0647 | LR: 3.87e-04 | 1319.9ms/step | 15.2 samples/s +Step 14380/44000 | Loss: 3.0922 | LR: 3.87e-04 | 1324.6ms/step | 15.1 samples/s +Step 14390/44000 | Loss: 3.0943 | LR: 3.87e-04 | 1323.1ms/step | 15.1 samples/s +Step 14400/44000 | Loss: 3.0462 | LR: 3.87e-04 | 1322.0ms/step | 15.1 samples/s +Step 14410/44000 | Loss: 3.1084 | LR: 3.87e-04 | 1322.9ms/step | 15.1 samples/s +Step 14420/44000 | Loss: 3.0841 | LR: 3.87e-04 | 1319.9ms/step | 15.2 samples/s +Step 14430/44000 | Loss: 3.0913 | LR: 3.86e-04 | 1320.4ms/step | 15.1 samples/s +Step 14440/44000 | Loss: 3.0758 | LR: 3.86e-04 | 1324.6ms/step | 15.1 samples/s +Step 14450/44000 | Loss: 3.0914 | LR: 3.86e-04 | 1325.2ms/step | 15.1 samples/s +Step 14460/44000 | Loss: 3.0809 | LR: 3.86e-04 | 1324.4ms/step | 15.1 samples/s +Step 14470/44000 | Loss: 3.0764 | LR: 3.86e-04 | 1326.1ms/step | 15.1 samples/s +Step 14480/44000 | Loss: 3.0645 | LR: 3.86e-04 | 1326.8ms/step | 15.1 samples/s +Step 14490/44000 | Loss: 3.0759 | LR: 3.85e-04 | 1323.0ms/step | 15.1 samples/s +Step 14500/44000 | Loss: 3.0710 | LR: 3.85e-04 | 1324.8ms/step | 15.1 samples/s +Validation at step 14500: Loss = 3.0806, Perplexity = 21.77 +Step 14510/44000 | Loss: 3.0793 | LR: 3.85e-04 | 3547.4ms/step | 5.6 samples/s +Step 14520/44000 | Loss: 3.0813 | LR: 3.85e-04 | 1327.6ms/step | 15.1 samples/s +Step 14530/44000 | Loss: 3.1016 | LR: 3.85e-04 | 1324.4ms/step | 15.1 samples/s +Step 14540/44000 | Loss: 3.0731 | LR: 3.85e-04 | 1320.3ms/step | 15.1 samples/s +Step 14550/44000 | Loss: 3.0857 | LR: 3.85e-04 | 1320.2ms/step | 15.1 samples/s +Step 14560/44000 | Loss: 3.0526 | LR: 3.84e-04 | 1323.2ms/step | 15.1 samples/s +Step 14570/44000 | Loss: 3.0970 | LR: 3.84e-04 | 1323.9ms/step | 15.1 samples/s +Step 14580/44000 | Loss: 3.0784 | LR: 3.84e-04 | 1324.4ms/step | 15.1 samples/s +Step 14590/44000 | Loss: 3.0810 | LR: 3.84e-04 | 1320.2ms/step | 15.1 samples/s +Step 14600/44000 | Loss: 3.0698 | LR: 3.84e-04 | 1321.2ms/step | 15.1 samples/s +Step 14610/44000 | Loss: 3.0278 | LR: 3.84e-04 | 1320.2ms/step | 15.1 samples/s +Step 14620/44000 | Loss: 3.0706 | LR: 3.83e-04 | 1322.2ms/step | 15.1 samples/s +Step 14630/44000 | Loss: 3.0582 | LR: 3.83e-04 | 1322.4ms/step | 15.1 samples/s +Step 14640/44000 | Loss: 3.0480 | LR: 3.83e-04 | 1320.1ms/step | 15.2 samples/s +Step 14650/44000 | Loss: 3.0946 | LR: 3.83e-04 | 1322.6ms/step | 15.1 samples/s +Step 14660/44000 | Loss: 3.0521 | LR: 3.83e-04 | 1324.4ms/step | 15.1 samples/s +Step 14670/44000 | Loss: 3.0729 | LR: 3.83e-04 | 1323.7ms/step | 15.1 samples/s +Step 14680/44000 | Loss: 3.1089 | LR: 3.83e-04 | 1323.1ms/step | 15.1 samples/s +Step 14690/44000 | Loss: 3.1116 | LR: 3.82e-04 | 1321.9ms/step | 15.1 samples/s +Step 14700/44000 | Loss: 3.0774 | LR: 3.82e-04 | 1324.2ms/step | 15.1 samples/s +Step 14710/44000 | Loss: 3.0328 | LR: 3.82e-04 | 1325.4ms/step | 15.1 samples/s +Step 14720/44000 | Loss: 3.0729 | LR: 3.82e-04 | 1324.2ms/step | 15.1 samples/s +Step 14730/44000 | Loss: 3.0778 | LR: 3.82e-04 | 1322.7ms/step | 15.1 samples/s +Step 14740/44000 | Loss: 3.0949 | LR: 3.82e-04 | 1322.6ms/step | 15.1 samples/s +Step 14750/44000 | Loss: 3.0775 | LR: 3.81e-04 | 1322.2ms/step | 15.1 samples/s +Validation at step 14750: Loss = 3.0772, Perplexity = 21.70 +Step 14760/44000 | Loss: 3.0815 | LR: 3.81e-04 | 3542.5ms/step | 5.6 samples/s +Step 14770/44000 | Loss: 3.0755 | LR: 3.81e-04 | 1324.7ms/step | 15.1 samples/s +Step 14780/44000 | Loss: 3.0836 | LR: 3.81e-04 | 1331.2ms/step | 15.0 samples/s +Step 14790/44000 | Loss: 3.0675 | LR: 3.81e-04 | 1323.1ms/step | 15.1 samples/s +Step 14800/44000 | Loss: 3.0708 | LR: 3.81e-04 | 1323.4ms/step | 15.1 samples/s +Step 14810/44000 | Loss: 3.0664 | LR: 3.81e-04 | 1323.8ms/step | 15.1 samples/s +Step 14820/44000 | Loss: 3.0972 | LR: 3.80e-04 | 1323.9ms/step | 15.1 samples/s +Step 14830/44000 | Loss: 3.0544 | LR: 3.80e-04 | 1324.9ms/step | 15.1 samples/s +Step 14840/44000 | Loss: 3.1025 | LR: 3.80e-04 | 1324.6ms/step | 15.1 samples/s +Step 14850/44000 | Loss: 3.0581 | LR: 3.80e-04 | 1323.1ms/step | 15.1 samples/s +Step 14860/44000 | Loss: 3.0757 | LR: 3.80e-04 | 1324.8ms/step | 15.1 samples/s +Step 14870/44000 | Loss: 3.0842 | LR: 3.80e-04 | 1323.1ms/step | 15.1 samples/s +Step 14880/44000 | Loss: 3.0851 | LR: 3.79e-04 | 1326.3ms/step | 15.1 samples/s +Step 14890/44000 | Loss: 3.0675 | LR: 3.79e-04 | 1326.7ms/step | 15.1 samples/s +Step 14900/44000 | Loss: 3.0726 | LR: 3.79e-04 | 1323.9ms/step | 15.1 samples/s +Step 14910/44000 | Loss: 3.0518 | LR: 3.79e-04 | 1321.5ms/step | 15.1 samples/s +Step 14920/44000 | Loss: 3.0964 | LR: 3.79e-04 | 1322.6ms/step | 15.1 samples/s +Step 14930/44000 | Loss: 3.0720 | LR: 3.79e-04 | 1322.6ms/step | 15.1 samples/s +Step 14940/44000 | Loss: 3.0952 | LR: 3.79e-04 | 1321.3ms/step | 15.1 samples/s +Step 14950/44000 | Loss: 3.0656 | LR: 3.78e-04 | 1320.6ms/step | 15.1 samples/s +Step 14960/44000 | Loss: 3.1086 | LR: 3.78e-04 | 1322.2ms/step | 15.1 samples/s +Step 14970/44000 | Loss: 3.0731 | LR: 3.78e-04 | 1320.7ms/step | 15.1 samples/s +Step 14980/44000 | Loss: 3.0821 | LR: 3.78e-04 | 1321.5ms/step | 15.1 samples/s +Step 14990/44000 | Loss: 3.0811 | LR: 3.78e-04 | 1321.7ms/step | 15.1 samples/s +Step 15000/44000 | Loss: 3.0633 | LR: 3.78e-04 | 1325.3ms/step | 15.1 samples/s +Validation at step 15000: Loss = 3.0736, Perplexity = 21.62 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-15000 +Step 15010/44000 | Loss: 3.0932 | LR: 3.77e-04 | 3838.7ms/step | 5.2 samples/s +Step 15020/44000 | Loss: 3.0826 | LR: 3.77e-04 | 1324.5ms/step | 15.1 samples/s +Step 15030/44000 | Loss: 3.1027 | LR: 3.77e-04 | 1323.3ms/step | 15.1 samples/s +Step 15040/44000 | Loss: 3.0366 | LR: 3.77e-04 | 1325.5ms/step | 15.1 samples/s +Step 15050/44000 | Loss: 3.0436 | LR: 3.77e-04 | 1327.1ms/step | 15.1 samples/s +Step 15060/44000 | Loss: 3.0636 | LR: 3.77e-04 | 1322.6ms/step | 15.1 samples/s +Step 15070/44000 | Loss: 3.0658 | LR: 3.77e-04 | 1324.6ms/step | 15.1 samples/s +Step 15080/44000 | Loss: 3.0574 | LR: 3.76e-04 | 1319.8ms/step | 15.2 samples/s +Step 15090/44000 | Loss: 3.0561 | LR: 3.76e-04 | 1321.3ms/step | 15.1 samples/s +Step 15100/44000 | Loss: 3.0407 | LR: 3.76e-04 | 1320.3ms/step | 15.1 samples/s +Step 15110/44000 | Loss: 3.0743 | LR: 3.76e-04 | 1320.5ms/step | 15.1 samples/s +Step 15120/44000 | Loss: 3.0626 | LR: 3.76e-04 | 1316.9ms/step | 15.2 samples/s +Step 15130/44000 | Loss: 3.0625 | LR: 3.76e-04 | 1317.3ms/step | 15.2 samples/s +Step 15140/44000 | Loss: 3.0525 | LR: 3.75e-04 | 1318.2ms/step | 15.2 samples/s +Step 15150/44000 | Loss: 3.0394 | LR: 3.75e-04 | 1321.1ms/step | 15.1 samples/s +Step 15160/44000 | Loss: 3.0483 | LR: 3.75e-04 | 1321.4ms/step | 15.1 samples/s +Step 15170/44000 | Loss: 3.0548 | LR: 3.75e-04 | 1319.7ms/step | 15.2 samples/s +Step 15180/44000 | Loss: 3.0620 | LR: 3.75e-04 | 1323.5ms/step | 15.1 samples/s +Step 15190/44000 | Loss: 3.0795 | LR: 3.75e-04 | 1323.3ms/step | 15.1 samples/s +Step 15200/44000 | Loss: 3.0771 | LR: 3.74e-04 | 1327.3ms/step | 15.1 samples/s +Step 15210/44000 | Loss: 3.0557 | LR: 3.74e-04 | 1323.5ms/step | 15.1 samples/s +Step 15220/44000 | Loss: 3.0638 | LR: 3.74e-04 | 1323.4ms/step | 15.1 samples/s +Step 15230/44000 | Loss: 3.0525 | LR: 3.74e-04 | 1324.1ms/step | 15.1 samples/s +Step 15240/44000 | Loss: 3.0512 | LR: 3.74e-04 | 1323.6ms/step | 15.1 samples/s +Step 15250/44000 | Loss: 3.0324 | LR: 3.74e-04 | 1322.7ms/step | 15.1 samples/s +Validation at step 15250: Loss = 3.0718, Perplexity = 21.58 +Step 15260/44000 | Loss: 3.0704 | LR: 3.74e-04 | 3545.3ms/step | 5.6 samples/s +Step 15270/44000 | Loss: 3.0755 | LR: 3.73e-04 | 1320.8ms/step | 15.1 samples/s +Step 15280/44000 | Loss: 3.0443 | LR: 3.73e-04 | 1322.2ms/step | 15.1 samples/s +Step 15290/44000 | Loss: 3.0633 | LR: 3.73e-04 | 1324.9ms/step | 15.1 samples/s +Step 15300/44000 | Loss: 3.0765 | LR: 3.73e-04 | 1325.9ms/step | 15.1 samples/s +Step 15310/44000 | Loss: 3.1027 | LR: 3.73e-04 | 1320.7ms/step | 15.1 samples/s +Step 15320/44000 | Loss: 3.0667 | LR: 3.73e-04 | 1324.8ms/step | 15.1 samples/s +Step 15330/44000 | Loss: 3.0752 | LR: 3.72e-04 | 1324.8ms/step | 15.1 samples/s +Step 15340/44000 | Loss: 3.0456 | LR: 3.72e-04 | 1325.5ms/step | 15.1 samples/s +Step 15350/44000 | Loss: 3.0679 | LR: 3.72e-04 | 1323.8ms/step | 15.1 samples/s +Step 15360/44000 | Loss: 3.0513 | LR: 3.72e-04 | 1326.9ms/step | 15.1 samples/s +Step 15370/44000 | Loss: 3.0682 | LR: 3.72e-04 | 1325.5ms/step | 15.1 samples/s +Step 15380/44000 | Loss: 3.0605 | LR: 3.72e-04 | 1321.5ms/step | 15.1 samples/s +Step 15390/44000 | Loss: 3.0631 | LR: 3.71e-04 | 1321.9ms/step | 15.1 samples/s +Step 15400/44000 | Loss: 3.0809 | LR: 3.71e-04 | 1322.4ms/step | 15.1 samples/s +Step 15410/44000 | Loss: 3.0516 | LR: 3.71e-04 | 1326.2ms/step | 15.1 samples/s +Step 15420/44000 | Loss: 3.0851 | LR: 3.71e-04 | 1324.3ms/step | 15.1 samples/s +Step 15430/44000 | Loss: 3.0739 | LR: 3.71e-04 | 1326.9ms/step | 15.1 samples/s +Step 15440/44000 | Loss: 3.0511 | LR: 3.71e-04 | 1322.8ms/step | 15.1 samples/s +Step 15450/44000 | Loss: 3.0648 | LR: 3.71e-04 | 1322.6ms/step | 15.1 samples/s +Step 15460/44000 | Loss: 3.0454 | LR: 3.70e-04 | 1323.4ms/step | 15.1 samples/s +Step 15470/44000 | Loss: 3.0660 | LR: 3.70e-04 | 1324.0ms/step | 15.1 samples/s +Step 15480/44000 | Loss: 3.0345 | LR: 3.70e-04 | 1323.1ms/step | 15.1 samples/s +Step 15490/44000 | Loss: 3.0687 | LR: 3.70e-04 | 1323.9ms/step | 15.1 samples/s +Step 15500/44000 | Loss: 3.0724 | LR: 3.70e-04 | 1323.1ms/step | 15.1 samples/s +Validation at step 15500: Loss = 3.0672, Perplexity = 21.48 +Step 15510/44000 | Loss: 3.0864 | LR: 3.70e-04 | 3544.7ms/step | 5.6 samples/s +Step 15520/44000 | Loss: 3.0791 | LR: 3.69e-04 | 1323.9ms/step | 15.1 samples/s +Step 15530/44000 | Loss: 3.0773 | LR: 3.69e-04 | 1326.2ms/step | 15.1 samples/s +Step 15540/44000 | Loss: 3.0712 | LR: 3.69e-04 | 1322.4ms/step | 15.1 samples/s +Step 15550/44000 | Loss: 3.0752 | LR: 3.69e-04 | 1321.9ms/step | 15.1 samples/s +Step 15560/44000 | Loss: 3.0539 | LR: 3.69e-04 | 1321.8ms/step | 15.1 samples/s +Step 15570/44000 | Loss: 3.0385 | LR: 3.69e-04 | 1325.3ms/step | 15.1 samples/s +Step 15580/44000 | Loss: 3.0899 | LR: 3.68e-04 | 1323.4ms/step | 15.1 samples/s +Step 15590/44000 | Loss: 3.0597 | LR: 3.68e-04 | 1324.7ms/step | 15.1 samples/s +Step 15600/44000 | Loss: 3.0615 | LR: 3.68e-04 | 1325.1ms/step | 15.1 samples/s +Step 15610/44000 | Loss: 3.0500 | LR: 3.68e-04 | 1321.3ms/step | 15.1 samples/s +Step 15620/44000 | Loss: 3.0559 | LR: 3.68e-04 | 1322.9ms/step | 15.1 samples/s +Step 15630/44000 | Loss: 3.0393 | LR: 3.68e-04 | 1323.4ms/step | 15.1 samples/s +Step 15640/44000 | Loss: 3.0497 | LR: 3.67e-04 | 1324.8ms/step | 15.1 samples/s +Step 15650/44000 | Loss: 3.0580 | LR: 3.67e-04 | 1326.6ms/step | 15.1 samples/s +Step 15660/44000 | Loss: 3.0884 | LR: 3.67e-04 | 1325.5ms/step | 15.1 samples/s +Step 15670/44000 | Loss: 3.0601 | LR: 3.67e-04 | 1322.0ms/step | 15.1 samples/s +Step 15680/44000 | Loss: 3.0625 | LR: 3.67e-04 | 1324.3ms/step | 15.1 samples/s +Step 15690/44000 | Loss: 3.0618 | LR: 3.67e-04 | 1323.6ms/step | 15.1 samples/s +Step 15700/44000 | Loss: 3.0846 | LR: 3.67e-04 | 1322.0ms/step | 15.1 samples/s +Step 15710/44000 | Loss: 3.0431 | LR: 3.66e-04 | 1321.1ms/step | 15.1 samples/s +Step 15720/44000 | Loss: 3.0523 | LR: 3.66e-04 | 1323.0ms/step | 15.1 samples/s +Step 15730/44000 | Loss: 3.0766 | LR: 3.66e-04 | 1322.6ms/step | 15.1 samples/s +Step 15740/44000 | Loss: 3.0740 | LR: 3.66e-04 | 1323.2ms/step | 15.1 samples/s +Step 15750/44000 | Loss: 3.0544 | LR: 3.66e-04 | 1317.9ms/step | 15.2 samples/s +Validation at step 15750: Loss = 3.0640, Perplexity = 21.41 +Step 15760/44000 | Loss: 3.0728 | LR: 3.66e-04 | 3544.0ms/step | 5.6 samples/s +Step 15770/44000 | Loss: 3.0728 | LR: 3.65e-04 | 1322.2ms/step | 15.1 samples/s +Step 15780/44000 | Loss: 3.0543 | LR: 3.65e-04 | 1322.8ms/step | 15.1 samples/s +Step 15790/44000 | Loss: 3.0747 | LR: 3.65e-04 | 1324.9ms/step | 15.1 samples/s +Step 15800/44000 | Loss: 3.0444 | LR: 3.65e-04 | 1321.5ms/step | 15.1 samples/s +Step 15810/44000 | Loss: 3.0478 | LR: 3.65e-04 | 1322.5ms/step | 15.1 samples/s +Step 15820/44000 | Loss: 3.0682 | LR: 3.65e-04 | 1323.6ms/step | 15.1 samples/s +Step 15830/44000 | Loss: 3.0695 | LR: 3.64e-04 | 1324.4ms/step | 15.1 samples/s +Step 15840/44000 | Loss: 3.0455 | LR: 3.64e-04 | 1322.5ms/step | 15.1 samples/s +Step 15850/44000 | Loss: 3.0391 | LR: 3.64e-04 | 1322.0ms/step | 15.1 samples/s +Step 15860/44000 | Loss: 3.0708 | LR: 3.64e-04 | 1321.8ms/step | 15.1 samples/s +Step 15870/44000 | Loss: 3.0708 | LR: 3.64e-04 | 1326.3ms/step | 15.1 samples/s +Step 15880/44000 | Loss: 3.0568 | LR: 3.64e-04 | 1324.6ms/step | 15.1 samples/s +Step 15890/44000 | Loss: 3.0607 | LR: 3.63e-04 | 1324.9ms/step | 15.1 samples/s +Step 15900/44000 | Loss: 3.0635 | LR: 3.63e-04 | 1328.4ms/step | 15.1 samples/s +Step 15910/44000 | Loss: 3.0488 | LR: 3.63e-04 | 1324.9ms/step | 15.1 samples/s +Step 15920/44000 | Loss: 3.0538 | LR: 3.63e-04 | 1325.3ms/step | 15.1 samples/s +Step 15930/44000 | Loss: 3.0786 | LR: 3.63e-04 | 1321.6ms/step | 15.1 samples/s +Step 15940/44000 | Loss: 3.0370 | LR: 3.63e-04 | 1323.6ms/step | 15.1 samples/s +Step 15950/44000 | Loss: 3.0615 | LR: 3.62e-04 | 1321.4ms/step | 15.1 samples/s +Step 15960/44000 | Loss: 3.0275 | LR: 3.62e-04 | 1322.5ms/step | 15.1 samples/s +Step 15970/44000 | Loss: 3.0698 | LR: 3.62e-04 | 1325.2ms/step | 15.1 samples/s +Step 15980/44000 | Loss: 3.0579 | LR: 3.62e-04 | 1322.6ms/step | 15.1 samples/s +Step 15990/44000 | Loss: 3.0638 | LR: 3.62e-04 | 1322.5ms/step | 15.1 samples/s +Step 16000/44000 | Loss: 3.0595 | LR: 3.62e-04 | 1325.8ms/step | 15.1 samples/s +Validation at step 16000: Loss = 3.0604, Perplexity = 21.34 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-16000 +Step 16010/44000 | Loss: 3.0743 | LR: 3.62e-04 | 3844.7ms/step | 5.2 samples/s +Step 16020/44000 | Loss: 3.0609 | LR: 3.61e-04 | 1319.3ms/step | 15.2 samples/s +Step 16030/44000 | Loss: 3.0508 | LR: 3.61e-04 | 1321.0ms/step | 15.1 samples/s +Step 16040/44000 | Loss: 3.0749 | LR: 3.61e-04 | 1322.2ms/step | 15.1 samples/s +Step 16050/44000 | Loss: 3.0657 | LR: 3.61e-04 | 1321.9ms/step | 15.1 samples/s +Step 16060/44000 | Loss: 3.0676 | LR: 3.61e-04 | 1322.5ms/step | 15.1 samples/s +Step 16070/44000 | Loss: 3.0398 | LR: 3.61e-04 | 1322.6ms/step | 15.1 samples/s +Step 16080/44000 | Loss: 3.0499 | LR: 3.60e-04 | 1323.4ms/step | 15.1 samples/s +Step 16090/44000 | Loss: 3.0321 | LR: 3.60e-04 | 1324.9ms/step | 15.1 samples/s +Step 16100/44000 | Loss: 3.0663 | LR: 3.60e-04 | 1324.6ms/step | 15.1 samples/s +Step 16110/44000 | Loss: 3.0584 | LR: 3.60e-04 | 1326.0ms/step | 15.1 samples/s +Step 16120/44000 | Loss: 3.0481 | LR: 3.60e-04 | 1328.4ms/step | 15.1 samples/s +Step 16130/44000 | Loss: 3.0354 | LR: 3.60e-04 | 1323.0ms/step | 15.1 samples/s +Step 16140/44000 | Loss: 3.0395 | LR: 3.59e-04 | 1324.6ms/step | 15.1 samples/s +Step 16150/44000 | Loss: 3.0599 | LR: 3.59e-04 | 1322.3ms/step | 15.1 samples/s +Step 16160/44000 | Loss: 3.0663 | LR: 3.59e-04 | 1326.3ms/step | 15.1 samples/s +Step 16170/44000 | Loss: 3.0707 | LR: 3.59e-04 | 1325.6ms/step | 15.1 samples/s +Step 16180/44000 | Loss: 3.0797 | LR: 3.59e-04 | 1322.9ms/step | 15.1 samples/s +Step 16190/44000 | Loss: 3.0660 | LR: 3.59e-04 | 1323.5ms/step | 15.1 samples/s +Step 16200/44000 | Loss: 3.0488 | LR: 3.58e-04 | 1323.7ms/step | 15.1 samples/s +Step 16210/44000 | Loss: 3.0550 | LR: 3.58e-04 | 1320.7ms/step | 15.1 samples/s +Step 16220/44000 | Loss: 3.0461 | LR: 3.58e-04 | 1323.7ms/step | 15.1 samples/s +Step 16230/44000 | Loss: 3.0845 | LR: 3.58e-04 | 1325.3ms/step | 15.1 samples/s +Step 16240/44000 | Loss: 3.0650 | LR: 3.58e-04 | 1324.3ms/step | 15.1 samples/s +Step 16250/44000 | Loss: 3.0342 | LR: 3.58e-04 | 1325.3ms/step | 15.1 samples/s +Validation at step 16250: Loss = 3.0573, Perplexity = 21.27 +Step 16260/44000 | Loss: 3.0554 | LR: 3.57e-04 | 3550.0ms/step | 5.6 samples/s +Step 16270/44000 | Loss: 3.0213 | LR: 3.57e-04 | 1324.3ms/step | 15.1 samples/s +Step 16280/44000 | Loss: 3.0539 | LR: 3.57e-04 | 1323.1ms/step | 15.1 samples/s +Step 16290/44000 | Loss: 3.0757 | LR: 3.57e-04 | 1327.4ms/step | 15.1 samples/s +Step 16300/44000 | Loss: 3.0483 | LR: 3.57e-04 | 1326.4ms/step | 15.1 samples/s +Step 16310/44000 | Loss: 3.0813 | LR: 3.57e-04 | 1326.6ms/step | 15.1 samples/s +Step 16320/44000 | Loss: 3.0505 | LR: 3.56e-04 | 1325.8ms/step | 15.1 samples/s +Step 16330/44000 | Loss: 3.0694 | LR: 3.56e-04 | 1321.1ms/step | 15.1 samples/s +Step 16340/44000 | Loss: 3.0519 | LR: 3.56e-04 | 1324.2ms/step | 15.1 samples/s +Step 16350/44000 | Loss: 3.0511 | LR: 3.56e-04 | 1322.6ms/step | 15.1 samples/s +Step 16360/44000 | Loss: 3.0223 | LR: 3.56e-04 | 1323.0ms/step | 15.1 samples/s +Step 16370/44000 | Loss: 3.0192 | LR: 3.56e-04 | 1325.9ms/step | 15.1 samples/s +Step 16380/44000 | Loss: 3.0583 | LR: 3.55e-04 | 1322.2ms/step | 15.1 samples/s +Step 16390/44000 | Loss: 3.0406 | LR: 3.55e-04 | 1321.2ms/step | 15.1 samples/s +Step 16400/44000 | Loss: 3.0618 | LR: 3.55e-04 | 1320.5ms/step | 15.1 samples/s +Step 16410/44000 | Loss: 3.0642 | LR: 3.55e-04 | 1326.1ms/step | 15.1 samples/s +Step 16420/44000 | Loss: 3.0571 | LR: 3.55e-04 | 1324.1ms/step | 15.1 samples/s +Step 16430/44000 | Loss: 3.0460 | LR: 3.55e-04 | 1323.5ms/step | 15.1 samples/s +Step 16440/44000 | Loss: 3.0404 | LR: 3.54e-04 | 1322.7ms/step | 15.1 samples/s +Step 16450/44000 | Loss: 3.0807 | LR: 3.54e-04 | 1326.0ms/step | 15.1 samples/s +Step 16460/44000 | Loss: 3.0510 | LR: 3.54e-04 | 1326.1ms/step | 15.1 samples/s +Step 16470/44000 | Loss: 3.0277 | LR: 3.54e-04 | 1323.3ms/step | 15.1 samples/s +Step 16480/44000 | Loss: 3.0612 | LR: 3.54e-04 | 1321.4ms/step | 15.1 samples/s +Step 16490/44000 | Loss: 3.0877 | LR: 3.54e-04 | 1320.4ms/step | 15.1 samples/s +Step 16500/44000 | Loss: 3.0744 | LR: 3.53e-04 | 1323.0ms/step | 15.1 samples/s +Validation at step 16500: Loss = 3.0547, Perplexity = 21.22 +Step 16510/44000 | Loss: 3.0479 | LR: 3.53e-04 | 3549.2ms/step | 5.6 samples/s +Step 16520/44000 | Loss: 3.0612 | LR: 3.53e-04 | 1324.6ms/step | 15.1 samples/s +Step 16530/44000 | Loss: 3.0573 | LR: 3.53e-04 | 1322.3ms/step | 15.1 samples/s +Step 16540/44000 | Loss: 3.0394 | LR: 3.53e-04 | 1323.6ms/step | 15.1 samples/s +Step 16550/44000 | Loss: 3.0276 | LR: 3.53e-04 | 1320.1ms/step | 15.2 samples/s +Step 16560/44000 | Loss: 3.0765 | LR: 3.52e-04 | 1324.5ms/step | 15.1 samples/s +Step 16570/44000 | Loss: 3.0435 | LR: 3.52e-04 | 1322.0ms/step | 15.1 samples/s +Step 16580/44000 | Loss: 3.0547 | LR: 3.52e-04 | 1323.4ms/step | 15.1 samples/s +Step 16590/44000 | Loss: 3.0275 | LR: 3.52e-04 | 1321.8ms/step | 15.1 samples/s +Step 16600/44000 | Loss: 3.0609 | LR: 3.52e-04 | 1323.9ms/step | 15.1 samples/s +Step 16610/44000 | Loss: 3.0504 | LR: 3.52e-04 | 1326.0ms/step | 15.1 samples/s +Step 16620/44000 | Loss: 3.0537 | LR: 3.51e-04 | 1321.3ms/step | 15.1 samples/s +Step 16630/44000 | Loss: 3.0689 | LR: 3.51e-04 | 1323.1ms/step | 15.1 samples/s +Step 16640/44000 | Loss: 3.0348 | LR: 3.51e-04 | 1325.5ms/step | 15.1 samples/s +Step 16650/44000 | Loss: 3.0275 | LR: 3.51e-04 | 1322.5ms/step | 15.1 samples/s +Step 16660/44000 | Loss: 3.0369 | LR: 3.51e-04 | 1322.9ms/step | 15.1 samples/s +Step 16670/44000 | Loss: 3.0457 | LR: 3.51e-04 | 1323.2ms/step | 15.1 samples/s +Step 16680/44000 | Loss: 3.0651 | LR: 3.50e-04 | 1322.4ms/step | 15.1 samples/s +Step 16690/44000 | Loss: 3.0546 | LR: 3.50e-04 | 1321.7ms/step | 15.1 samples/s +Step 16700/44000 | Loss: 3.0346 | LR: 3.50e-04 | 1325.1ms/step | 15.1 samples/s +Step 16710/44000 | Loss: 3.0498 | LR: 3.50e-04 | 1324.5ms/step | 15.1 samples/s +Step 16720/44000 | Loss: 3.0482 | LR: 3.50e-04 | 1319.8ms/step | 15.2 samples/s +Step 16730/44000 | Loss: 3.0764 | LR: 3.50e-04 | 1322.3ms/step | 15.1 samples/s +Step 16740/44000 | Loss: 3.0521 | LR: 3.49e-04 | 1322.3ms/step | 15.1 samples/s +Step 16750/44000 | Loss: 3.0475 | LR: 3.49e-04 | 1323.8ms/step | 15.1 samples/s +Validation at step 16750: Loss = 3.0518, Perplexity = 21.15 +Step 16760/44000 | Loss: 3.0292 | LR: 3.49e-04 | 3544.1ms/step | 5.6 samples/s +Step 16770/44000 | Loss: 3.0393 | LR: 3.49e-04 | 1325.4ms/step | 15.1 samples/s +Step 16780/44000 | Loss: 3.0539 | LR: 3.49e-04 | 1321.1ms/step | 15.1 samples/s +Step 16790/44000 | Loss: 3.0467 | LR: 3.49e-04 | 1322.9ms/step | 15.1 samples/s +Step 16800/44000 | Loss: 3.0897 | LR: 3.48e-04 | 1324.3ms/step | 15.1 samples/s +Step 16810/44000 | Loss: 3.0582 | LR: 3.48e-04 | 1322.4ms/step | 15.1 samples/s +Step 16820/44000 | Loss: 3.0348 | LR: 3.48e-04 | 1322.8ms/step | 15.1 samples/s +Step 16830/44000 | Loss: 3.0543 | LR: 3.48e-04 | 1325.1ms/step | 15.1 samples/s +Step 16840/44000 | Loss: 3.0354 | LR: 3.48e-04 | 1322.7ms/step | 15.1 samples/s +Step 16850/44000 | Loss: 3.0424 | LR: 3.48e-04 | 1322.6ms/step | 15.1 samples/s +Step 16860/44000 | Loss: 3.0626 | LR: 3.47e-04 | 1318.5ms/step | 15.2 samples/s +Step 16870/44000 | Loss: 3.0355 | LR: 3.47e-04 | 1322.8ms/step | 15.1 samples/s +Step 16880/44000 | Loss: 3.0299 | LR: 3.47e-04 | 1323.6ms/step | 15.1 samples/s +Step 16890/44000 | Loss: 3.0013 | LR: 3.47e-04 | 1324.9ms/step | 15.1 samples/s +Step 16900/44000 | Loss: 3.0524 | LR: 3.47e-04 | 1323.5ms/step | 15.1 samples/s +Step 16910/44000 | Loss: 3.0517 | LR: 3.47e-04 | 1324.8ms/step | 15.1 samples/s +Step 16920/44000 | Loss: 3.0367 | LR: 3.46e-04 | 1324.2ms/step | 15.1 samples/s +Step 16930/44000 | Loss: 3.0492 | LR: 3.46e-04 | 1324.8ms/step | 15.1 samples/s +Step 16940/44000 | Loss: 3.0634 | LR: 3.46e-04 | 1323.0ms/step | 15.1 samples/s +Step 16950/44000 | Loss: 3.0368 | LR: 3.46e-04 | 1319.3ms/step | 15.2 samples/s +Step 16960/44000 | Loss: 3.0646 | LR: 3.46e-04 | 1323.0ms/step | 15.1 samples/s +Step 16970/44000 | Loss: 3.0383 | LR: 3.46e-04 | 1323.8ms/step | 15.1 samples/s +Step 16980/44000 | Loss: 3.0395 | LR: 3.45e-04 | 1322.3ms/step | 15.1 samples/s +Step 16990/44000 | Loss: 3.0493 | LR: 3.45e-04 | 1321.4ms/step | 15.1 samples/s +Step 17000/44000 | Loss: 3.0524 | LR: 3.45e-04 | 1320.6ms/step | 15.1 samples/s +Validation at step 17000: Loss = 3.0478, Perplexity = 21.07 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-17000 +Step 17010/44000 | Loss: 3.0648 | LR: 3.45e-04 | 3836.6ms/step | 5.2 samples/s +Step 17020/44000 | Loss: 3.0627 | LR: 3.45e-04 | 1320.0ms/step | 15.2 samples/s +Step 17030/44000 | Loss: 3.0475 | LR: 3.45e-04 | 1320.2ms/step | 15.1 samples/s +Step 17040/44000 | Loss: 3.0337 | LR: 3.44e-04 | 1321.4ms/step | 15.1 samples/s +Step 17050/44000 | Loss: 3.0444 | LR: 3.44e-04 | 1322.2ms/step | 15.1 samples/s +Step 17060/44000 | Loss: 3.0628 | LR: 3.44e-04 | 1323.2ms/step | 15.1 samples/s +Step 17070/44000 | Loss: 3.0587 | LR: 3.44e-04 | 1325.3ms/step | 15.1 samples/s +Step 17080/44000 | Loss: 3.0510 | LR: 3.44e-04 | 1326.5ms/step | 15.1 samples/s +Step 17090/44000 | Loss: 3.0148 | LR: 3.44e-04 | 1322.7ms/step | 15.1 samples/s +Step 17100/44000 | Loss: 3.0423 | LR: 3.43e-04 | 1327.7ms/step | 15.1 samples/s +Step 17110/44000 | Loss: 3.0147 | LR: 3.43e-04 | 1327.1ms/step | 15.1 samples/s +Step 17120/44000 | Loss: 3.0443 | LR: 3.43e-04 | 1325.8ms/step | 15.1 samples/s +Step 17130/44000 | Loss: 3.0921 | LR: 3.43e-04 | 1322.8ms/step | 15.1 samples/s +Step 17140/44000 | Loss: 3.0613 | LR: 3.43e-04 | 1322.2ms/step | 15.1 samples/s +Step 17150/44000 | Loss: 3.0392 | LR: 3.43e-04 | 1325.8ms/step | 15.1 samples/s +Step 17160/44000 | Loss: 3.0185 | LR: 3.42e-04 | 1321.7ms/step | 15.1 samples/s +Step 17170/44000 | Loss: 3.0429 | LR: 3.42e-04 | 1325.7ms/step | 15.1 samples/s +Step 17180/44000 | Loss: 3.0204 | LR: 3.42e-04 | 1323.0ms/step | 15.1 samples/s +Step 17190/44000 | Loss: 3.0407 | LR: 3.42e-04 | 1325.5ms/step | 15.1 samples/s +Step 17200/44000 | Loss: 3.0586 | LR: 3.42e-04 | 1324.4ms/step | 15.1 samples/s +Step 17210/44000 | Loss: 3.0616 | LR: 3.42e-04 | 1322.5ms/step | 15.1 samples/s +Step 17220/44000 | Loss: 3.0333 | LR: 3.41e-04 | 1325.1ms/step | 15.1 samples/s +Step 17230/44000 | Loss: 3.0497 | LR: 3.41e-04 | 1324.4ms/step | 15.1 samples/s +Step 17240/44000 | Loss: 3.0394 | LR: 3.41e-04 | 1320.8ms/step | 15.1 samples/s +Step 17250/44000 | Loss: 3.0360 | LR: 3.41e-04 | 1324.4ms/step | 15.1 samples/s +Validation at step 17250: Loss = 3.0451, Perplexity = 21.01 +Step 17260/44000 | Loss: 3.0439 | LR: 3.41e-04 | 3545.1ms/step | 5.6 samples/s +Step 17270/44000 | Loss: 3.0686 | LR: 3.41e-04 | 1324.7ms/step | 15.1 samples/s +Step 17280/44000 | Loss: 3.0373 | LR: 3.40e-04 | 1324.7ms/step | 15.1 samples/s +Step 17290/44000 | Loss: 2.9889 | LR: 3.40e-04 | 1327.6ms/step | 15.1 samples/s +Step 17300/44000 | Loss: 3.0339 | LR: 3.40e-04 | 1324.0ms/step | 15.1 samples/s +Step 17310/44000 | Loss: 3.0347 | LR: 3.40e-04 | 1324.9ms/step | 15.1 samples/s +Step 17320/44000 | Loss: 3.0211 | LR: 3.40e-04 | 1325.0ms/step | 15.1 samples/s +Step 17330/44000 | Loss: 3.0323 | LR: 3.40e-04 | 1322.2ms/step | 15.1 samples/s +Step 17340/44000 | Loss: 3.0500 | LR: 3.39e-04 | 1325.2ms/step | 15.1 samples/s +Step 17350/44000 | Loss: 3.0482 | LR: 3.39e-04 | 1324.4ms/step | 15.1 samples/s +Step 17360/44000 | Loss: 3.0227 | LR: 3.39e-04 | 1325.1ms/step | 15.1 samples/s +Step 17370/44000 | Loss: 3.0496 | LR: 3.39e-04 | 1324.9ms/step | 15.1 samples/s +Step 17380/44000 | Loss: 3.0584 | LR: 3.39e-04 | 1323.7ms/step | 15.1 samples/s +Step 17390/44000 | Loss: 3.0663 | LR: 3.39e-04 | 1323.7ms/step | 15.1 samples/s +Step 17400/44000 | Loss: 3.0015 | LR: 3.38e-04 | 1325.5ms/step | 15.1 samples/s +Step 17410/44000 | Loss: 3.0571 | LR: 3.38e-04 | 1323.5ms/step | 15.1 samples/s +Step 17420/44000 | Loss: 3.0475 | LR: 3.38e-04 | 1322.0ms/step | 15.1 samples/s +Step 17430/44000 | Loss: 3.0346 | LR: 3.38e-04 | 1323.1ms/step | 15.1 samples/s +Step 17440/44000 | Loss: 3.0280 | LR: 3.38e-04 | 1322.8ms/step | 15.1 samples/s +Step 17450/44000 | Loss: 3.0615 | LR: 3.38e-04 | 1323.2ms/step | 15.1 samples/s +Step 17460/44000 | Loss: 3.0527 | LR: 3.37e-04 | 1324.9ms/step | 15.1 samples/s +Step 17470/44000 | Loss: 3.0319 | LR: 3.37e-04 | 1325.4ms/step | 15.1 samples/s +Step 17480/44000 | Loss: 3.0606 | LR: 3.37e-04 | 1322.5ms/step | 15.1 samples/s +Step 17490/44000 | Loss: 3.0255 | LR: 3.37e-04 | 1322.4ms/step | 15.1 samples/s +Step 17500/44000 | Loss: 3.0487 | LR: 3.37e-04 | 1324.1ms/step | 15.1 samples/s +Validation at step 17500: Loss = 3.0422, Perplexity = 20.95 +Step 17510/44000 | Loss: 3.0311 | LR: 3.37e-04 | 3547.5ms/step | 5.6 samples/s +Step 17520/44000 | Loss: 3.0417 | LR: 3.36e-04 | 1325.4ms/step | 15.1 samples/s +Step 17530/44000 | Loss: 3.0091 | LR: 3.36e-04 | 1324.5ms/step | 15.1 samples/s +Step 17540/44000 | Loss: 3.0282 | LR: 3.36e-04 | 1324.6ms/step | 15.1 samples/s +Step 17550/44000 | Loss: 3.0575 | LR: 3.36e-04 | 1324.9ms/step | 15.1 samples/s +Step 17560/44000 | Loss: 3.0513 | LR: 3.36e-04 | 1323.3ms/step | 15.1 samples/s +Step 17570/44000 | Loss: 3.0232 | LR: 3.35e-04 | 1323.2ms/step | 15.1 samples/s +Step 17580/44000 | Loss: 3.0539 | LR: 3.35e-04 | 1324.3ms/step | 15.1 samples/s +Step 17590/44000 | Loss: 3.0439 | LR: 3.35e-04 | 1325.1ms/step | 15.1 samples/s +Step 17600/44000 | Loss: 3.0401 | LR: 3.35e-04 | 1326.9ms/step | 15.1 samples/s +Step 17610/44000 | Loss: 3.0130 | LR: 3.35e-04 | 1325.7ms/step | 15.1 samples/s +Step 17620/44000 | Loss: 3.0459 | LR: 3.35e-04 | 1321.7ms/step | 15.1 samples/s +Step 17630/44000 | Loss: 3.0073 | LR: 3.34e-04 | 1324.1ms/step | 15.1 samples/s +Step 17640/44000 | Loss: 3.0141 | LR: 3.34e-04 | 1324.0ms/step | 15.1 samples/s +Step 17650/44000 | Loss: 3.0566 | LR: 3.34e-04 | 1322.1ms/step | 15.1 samples/s +Step 17660/44000 | Loss: 3.0330 | LR: 3.34e-04 | 1325.2ms/step | 15.1 samples/s +Step 17670/44000 | Loss: 3.0326 | LR: 3.34e-04 | 1323.0ms/step | 15.1 samples/s +Step 17680/44000 | Loss: 3.0357 | LR: 3.34e-04 | 1323.7ms/step | 15.1 samples/s +Step 17690/44000 | Loss: 3.0513 | LR: 3.33e-04 | 1324.8ms/step | 15.1 samples/s +Step 17700/44000 | Loss: 3.0348 | LR: 3.33e-04 | 1322.6ms/step | 15.1 samples/s +Step 17710/44000 | Loss: 3.0134 | LR: 3.33e-04 | 1323.7ms/step | 15.1 samples/s +Step 17720/44000 | Loss: 3.0395 | LR: 3.33e-04 | 1321.3ms/step | 15.1 samples/s +Step 17730/44000 | Loss: 3.0363 | LR: 3.33e-04 | 1323.5ms/step | 15.1 samples/s +Step 17740/44000 | Loss: 3.0289 | LR: 3.33e-04 | 1327.3ms/step | 15.1 samples/s +Step 17750/44000 | Loss: 3.0452 | LR: 3.32e-04 | 1323.5ms/step | 15.1 samples/s +Validation at step 17750: Loss = 3.0386, Perplexity = 20.88 +Step 17760/44000 | Loss: 3.0547 | LR: 3.32e-04 | 3540.8ms/step | 5.6 samples/s +Step 17770/44000 | Loss: 3.0096 | LR: 3.32e-04 | 1319.5ms/step | 15.2 samples/s +Step 17780/44000 | Loss: 3.0158 | LR: 3.32e-04 | 1322.2ms/step | 15.1 samples/s +Step 17790/44000 | Loss: 3.0501 | LR: 3.32e-04 | 1322.6ms/step | 15.1 samples/s +Step 17800/44000 | Loss: 3.0095 | LR: 3.32e-04 | 1322.8ms/step | 15.1 samples/s +Step 17810/44000 | Loss: 3.0317 | LR: 3.31e-04 | 1321.6ms/step | 15.1 samples/s +Step 17820/44000 | Loss: 3.0118 | LR: 3.31e-04 | 1322.8ms/step | 15.1 samples/s +Step 17830/44000 | Loss: 3.0327 | LR: 3.31e-04 | 1324.3ms/step | 15.1 samples/s +Step 17840/44000 | Loss: 3.0293 | LR: 3.31e-04 | 1322.8ms/step | 15.1 samples/s +Step 17850/44000 | Loss: 3.0784 | LR: 3.31e-04 | 1325.7ms/step | 15.1 samples/s +Step 17860/44000 | Loss: 3.0322 | LR: 3.31e-04 | 1324.4ms/step | 15.1 samples/s +Step 17870/44000 | Loss: 3.0343 | LR: 3.30e-04 | 1325.9ms/step | 15.1 samples/s +Step 17880/44000 | Loss: 3.0214 | LR: 3.30e-04 | 1321.8ms/step | 15.1 samples/s +Step 17890/44000 | Loss: 3.0493 | LR: 3.30e-04 | 1320.9ms/step | 15.1 samples/s +Step 17900/44000 | Loss: 3.0304 | LR: 3.30e-04 | 1322.2ms/step | 15.1 samples/s +Step 17910/44000 | Loss: 3.0332 | LR: 3.30e-04 | 1325.7ms/step | 15.1 samples/s +Step 17920/44000 | Loss: 3.0430 | LR: 3.29e-04 | 1326.1ms/step | 15.1 samples/s +Step 17930/44000 | Loss: 2.9996 | LR: 3.29e-04 | 1323.6ms/step | 15.1 samples/s +Step 17940/44000 | Loss: 3.0277 | LR: 3.29e-04 | 1321.4ms/step | 15.1 samples/s +Step 17950/44000 | Loss: 2.9976 | LR: 3.29e-04 | 1320.3ms/step | 15.1 samples/s +Step 17960/44000 | Loss: 3.0231 | LR: 3.29e-04 | 1325.1ms/step | 15.1 samples/s +Step 17970/44000 | Loss: 3.0430 | LR: 3.29e-04 | 1322.5ms/step | 15.1 samples/s +Step 17980/44000 | Loss: 3.0246 | LR: 3.28e-04 | 1325.1ms/step | 15.1 samples/s +Step 17990/44000 | Loss: 3.0219 | LR: 3.28e-04 | 1324.8ms/step | 15.1 samples/s +Step 18000/44000 | Loss: 3.0680 | LR: 3.28e-04 | 1326.4ms/step | 15.1 samples/s +Validation at step 18000: Loss = 3.0367, Perplexity = 20.84 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-18000 +Step 18010/44000 | Loss: 3.0615 | LR: 3.28e-04 | 3830.8ms/step | 5.2 samples/s +Step 18020/44000 | Loss: 3.0341 | LR: 3.28e-04 | 1320.5ms/step | 15.1 samples/s +Step 18030/44000 | Loss: 2.9965 | LR: 3.28e-04 | 1322.8ms/step | 15.1 samples/s +Step 18040/44000 | Loss: 3.0207 | LR: 3.27e-04 | 1323.1ms/step | 15.1 samples/s +Step 18050/44000 | Loss: 3.0247 | LR: 3.27e-04 | 1321.7ms/step | 15.1 samples/s +Step 18060/44000 | Loss: 3.0393 | LR: 3.27e-04 | 1327.1ms/step | 15.1 samples/s +Step 18070/44000 | Loss: 3.0310 | LR: 3.27e-04 | 1324.5ms/step | 15.1 samples/s +Step 18080/44000 | Loss: 3.0440 | LR: 3.27e-04 | 1323.2ms/step | 15.1 samples/s +Step 18090/44000 | Loss: 3.0556 | LR: 3.27e-04 | 1326.0ms/step | 15.1 samples/s +Step 18100/44000 | Loss: 3.0355 | LR: 3.26e-04 | 1323.5ms/step | 15.1 samples/s +Step 18110/44000 | Loss: 3.0325 | LR: 3.26e-04 | 1325.2ms/step | 15.1 samples/s +Step 18120/44000 | Loss: 3.0167 | LR: 3.26e-04 | 1323.3ms/step | 15.1 samples/s +Step 18130/44000 | Loss: 3.0157 | LR: 3.26e-04 | 1322.7ms/step | 15.1 samples/s +Step 18140/44000 | Loss: 3.0352 | LR: 3.26e-04 | 1327.3ms/step | 15.1 samples/s +Step 18150/44000 | Loss: 3.0099 | LR: 3.26e-04 | 1323.3ms/step | 15.1 samples/s +Step 18160/44000 | Loss: 3.0055 | LR: 3.25e-04 | 1321.9ms/step | 15.1 samples/s +Step 18170/44000 | Loss: 3.0306 | LR: 3.25e-04 | 1322.0ms/step | 15.1 samples/s +Step 18180/44000 | Loss: 3.0446 | LR: 3.25e-04 | 1323.2ms/step | 15.1 samples/s +Step 18190/44000 | Loss: 3.0157 | LR: 3.25e-04 | 1322.5ms/step | 15.1 samples/s +Step 18200/44000 | Loss: 3.0207 | LR: 3.25e-04 | 1325.0ms/step | 15.1 samples/s +Step 18210/44000 | Loss: 3.0265 | LR: 3.24e-04 | 1324.5ms/step | 15.1 samples/s +Step 18220/44000 | Loss: 3.0213 | LR: 3.24e-04 | 1322.7ms/step | 15.1 samples/s +Step 18230/44000 | Loss: 3.0605 | LR: 3.24e-04 | 1325.3ms/step | 15.1 samples/s +Step 18240/44000 | Loss: 3.0241 | LR: 3.24e-04 | 1325.5ms/step | 15.1 samples/s +Step 18250/44000 | Loss: 3.0724 | LR: 3.24e-04 | 1324.1ms/step | 15.1 samples/s +Validation at step 18250: Loss = 3.0333, Perplexity = 20.77 +Step 18260/44000 | Loss: 3.0701 | LR: 3.24e-04 | 3549.6ms/step | 5.6 samples/s +Step 18270/44000 | Loss: 3.0183 | LR: 3.23e-04 | 1322.6ms/step | 15.1 samples/s +Step 18280/44000 | Loss: 3.0285 | LR: 3.23e-04 | 1326.1ms/step | 15.1 samples/s +Step 18290/44000 | Loss: 3.0082 | LR: 3.23e-04 | 1324.7ms/step | 15.1 samples/s +Step 18300/44000 | Loss: 3.0159 | LR: 3.23e-04 | 1326.0ms/step | 15.1 samples/s +Step 18310/44000 | Loss: 3.0008 | LR: 3.23e-04 | 1326.5ms/step | 15.1 samples/s +Step 18320/44000 | Loss: 3.0702 | LR: 3.23e-04 | 1323.8ms/step | 15.1 samples/s +Step 18330/44000 | Loss: 3.0049 | LR: 3.22e-04 | 1325.6ms/step | 15.1 samples/s +Step 18340/44000 | Loss: 3.0383 | LR: 3.22e-04 | 1321.1ms/step | 15.1 samples/s +Step 18350/44000 | Loss: 3.0192 | LR: 3.22e-04 | 1326.3ms/step | 15.1 samples/s +Step 18360/44000 | Loss: 3.0115 | LR: 3.22e-04 | 1324.8ms/step | 15.1 samples/s +Step 18370/44000 | Loss: 3.0320 | LR: 3.22e-04 | 1323.3ms/step | 15.1 samples/s +Step 18380/44000 | Loss: 3.0199 | LR: 3.22e-04 | 1326.9ms/step | 15.1 samples/s +Step 18390/44000 | Loss: 3.0295 | LR: 3.21e-04 | 1326.4ms/step | 15.1 samples/s +Step 18400/44000 | Loss: 3.0641 | LR: 3.21e-04 | 1325.0ms/step | 15.1 samples/s +Step 18410/44000 | Loss: 3.0251 | LR: 3.21e-04 | 1325.7ms/step | 15.1 samples/s +Step 18420/44000 | Loss: 3.0082 | LR: 3.21e-04 | 1323.1ms/step | 15.1 samples/s +Step 18430/44000 | Loss: 3.0016 | LR: 3.21e-04 | 1323.5ms/step | 15.1 samples/s +Step 18440/44000 | Loss: 3.0327 | LR: 3.20e-04 | 1320.5ms/step | 15.1 samples/s +Step 18450/44000 | Loss: 3.0333 | LR: 3.20e-04 | 1324.1ms/step | 15.1 samples/s +Step 18460/44000 | Loss: 3.0180 | LR: 3.20e-04 | 1323.1ms/step | 15.1 samples/s +Step 18470/44000 | Loss: 3.0138 | LR: 3.20e-04 | 1326.2ms/step | 15.1 samples/s +Step 18480/44000 | Loss: 3.0354 | LR: 3.20e-04 | 1326.8ms/step | 15.1 samples/s +Step 18490/44000 | Loss: 3.0149 | LR: 3.20e-04 | 1325.3ms/step | 15.1 samples/s +Step 18500/44000 | Loss: 3.0276 | LR: 3.19e-04 | 1324.4ms/step | 15.1 samples/s +Validation at step 18500: Loss = 3.0309, Perplexity = 20.72 +Step 18510/44000 | Loss: 3.0102 | LR: 3.19e-04 | 3540.8ms/step | 5.6 samples/s +Step 18520/44000 | Loss: 3.0367 | LR: 3.19e-04 | 1321.1ms/step | 15.1 samples/s +Step 18530/44000 | Loss: 3.0225 | LR: 3.19e-04 | 1323.5ms/step | 15.1 samples/s +Step 18540/44000 | Loss: 3.0099 | LR: 3.19e-04 | 1325.1ms/step | 15.1 samples/s +Step 18550/44000 | Loss: 3.0119 | LR: 3.19e-04 | 1325.2ms/step | 15.1 samples/s +Step 18560/44000 | Loss: 3.0525 | LR: 3.18e-04 | 1323.6ms/step | 15.1 samples/s +Step 18570/44000 | Loss: 3.0001 | LR: 3.18e-04 | 1324.9ms/step | 15.1 samples/s +Step 18580/44000 | Loss: 3.0432 | LR: 3.18e-04 | 1328.5ms/step | 15.1 samples/s +Step 18590/44000 | Loss: 3.0096 | LR: 3.18e-04 | 1324.2ms/step | 15.1 samples/s +Step 18600/44000 | Loss: 3.0125 | LR: 3.18e-04 | 1323.8ms/step | 15.1 samples/s +Step 18610/44000 | Loss: 3.0471 | LR: 3.18e-04 | 1324.8ms/step | 15.1 samples/s +Step 18620/44000 | Loss: 3.0198 | LR: 3.17e-04 | 1323.1ms/step | 15.1 samples/s +Step 18630/44000 | Loss: 3.0195 | LR: 3.17e-04 | 1325.1ms/step | 15.1 samples/s +Step 18640/44000 | Loss: 3.0394 | LR: 3.17e-04 | 1324.4ms/step | 15.1 samples/s +Step 18650/44000 | Loss: 3.0258 | LR: 3.17e-04 | 1323.1ms/step | 15.1 samples/s +Step 18660/44000 | Loss: 3.0142 | LR: 3.17e-04 | 1319.4ms/step | 15.2 samples/s +Step 18670/44000 | Loss: 3.0267 | LR: 3.16e-04 | 1324.9ms/step | 15.1 samples/s +Step 18680/44000 | Loss: 3.0231 | LR: 3.16e-04 | 1326.2ms/step | 15.1 samples/s +Step 18690/44000 | Loss: 3.0036 | LR: 3.16e-04 | 1324.9ms/step | 15.1 samples/s +Step 18700/44000 | Loss: 3.0279 | LR: 3.16e-04 | 1324.8ms/step | 15.1 samples/s +Step 18710/44000 | Loss: 3.0117 | LR: 3.16e-04 | 1326.5ms/step | 15.1 samples/s +Step 18720/44000 | Loss: 3.0234 | LR: 3.16e-04 | 1325.2ms/step | 15.1 samples/s +Step 18730/44000 | Loss: 3.0223 | LR: 3.15e-04 | 1323.8ms/step | 15.1 samples/s +Step 18740/44000 | Loss: 3.0091 | LR: 3.15e-04 | 1324.2ms/step | 15.1 samples/s +Step 18750/44000 | Loss: 3.0285 | LR: 3.15e-04 | 1322.4ms/step | 15.1 samples/s +Validation at step 18750: Loss = 3.0270, Perplexity = 20.63 +Step 18760/44000 | Loss: 3.0211 | LR: 3.15e-04 | 3545.3ms/step | 5.6 samples/s +Step 18770/44000 | Loss: 3.0010 | LR: 3.15e-04 | 1321.4ms/step | 15.1 samples/s +Step 18780/44000 | Loss: 3.0014 | LR: 3.15e-04 | 1323.4ms/step | 15.1 samples/s +Step 18790/44000 | Loss: 3.0243 | LR: 3.14e-04 | 1323.6ms/step | 15.1 samples/s +Step 18800/44000 | Loss: 3.0025 | LR: 3.14e-04 | 1323.3ms/step | 15.1 samples/s +Step 18810/44000 | Loss: 3.0255 | LR: 3.14e-04 | 1322.4ms/step | 15.1 samples/s +Step 18820/44000 | Loss: 3.0252 | LR: 3.14e-04 | 1325.0ms/step | 15.1 samples/s +Step 18830/44000 | Loss: 3.0311 | LR: 3.14e-04 | 1323.0ms/step | 15.1 samples/s +Step 18840/44000 | Loss: 3.0251 | LR: 3.13e-04 | 1325.1ms/step | 15.1 samples/s +Step 18850/44000 | Loss: 3.0264 | LR: 3.13e-04 | 1324.9ms/step | 15.1 samples/s +Step 18860/44000 | Loss: 3.0530 | LR: 3.13e-04 | 1323.6ms/step | 15.1 samples/s +Step 18870/44000 | Loss: 3.0253 | LR: 3.13e-04 | 1322.9ms/step | 15.1 samples/s +Step 18880/44000 | Loss: 3.0478 | LR: 3.13e-04 | 1320.8ms/step | 15.1 samples/s +Step 18890/44000 | Loss: 3.0334 | LR: 3.13e-04 | 1320.4ms/step | 15.1 samples/s +Step 18900/44000 | Loss: 3.0313 | LR: 3.12e-04 | 1321.5ms/step | 15.1 samples/s +Step 18910/44000 | Loss: 3.0242 | LR: 3.12e-04 | 1323.5ms/step | 15.1 samples/s +Step 18920/44000 | Loss: 3.0539 | LR: 3.12e-04 | 1326.2ms/step | 15.1 samples/s +Step 18930/44000 | Loss: 3.0286 | LR: 3.12e-04 | 1325.5ms/step | 15.1 samples/s +Step 18940/44000 | Loss: 3.0398 | LR: 3.12e-04 | 1324.6ms/step | 15.1 samples/s +Step 18950/44000 | Loss: 3.0281 | LR: 3.12e-04 | 1324.3ms/step | 15.1 samples/s +Step 18960/44000 | Loss: 3.0540 | LR: 3.11e-04 | 1326.3ms/step | 15.1 samples/s +Step 18970/44000 | Loss: 3.0298 | LR: 3.11e-04 | 1325.3ms/step | 15.1 samples/s +Step 18980/44000 | Loss: 2.9984 | LR: 3.11e-04 | 1324.3ms/step | 15.1 samples/s +Step 18990/44000 | Loss: 3.0260 | LR: 3.11e-04 | 1327.4ms/step | 15.1 samples/s +Step 19000/44000 | Loss: 2.9995 | LR: 3.11e-04 | 1323.7ms/step | 15.1 samples/s +Validation at step 19000: Loss = 3.0247, Perplexity = 20.59 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-19000 +Step 19010/44000 | Loss: 2.9846 | LR: 3.11e-04 | 3855.9ms/step | 5.2 samples/s +Step 19020/44000 | Loss: 3.0078 | LR: 3.10e-04 | 1324.1ms/step | 15.1 samples/s +Step 19030/44000 | Loss: 3.0325 | LR: 3.10e-04 | 1326.6ms/step | 15.1 samples/s +Step 19040/44000 | Loss: 3.0027 | LR: 3.10e-04 | 1324.5ms/step | 15.1 samples/s +Step 19050/44000 | Loss: 3.0195 | LR: 3.10e-04 | 1323.8ms/step | 15.1 samples/s +Step 19060/44000 | Loss: 3.0485 | LR: 3.10e-04 | 1325.7ms/step | 15.1 samples/s +Step 19070/44000 | Loss: 3.0080 | LR: 3.09e-04 | 1321.1ms/step | 15.1 samples/s +Step 19080/44000 | Loss: 3.0207 | LR: 3.09e-04 | 1322.8ms/step | 15.1 samples/s +Step 19090/44000 | Loss: 2.9723 | LR: 3.09e-04 | 1321.4ms/step | 15.1 samples/s +Step 19100/44000 | Loss: 3.0400 | LR: 3.09e-04 | 1321.0ms/step | 15.1 samples/s +Step 19110/44000 | Loss: 3.0170 | LR: 3.09e-04 | 1323.3ms/step | 15.1 samples/s +Step 19120/44000 | Loss: 3.0477 | LR: 3.09e-04 | 1322.1ms/step | 15.1 samples/s +Step 19130/44000 | Loss: 2.9899 | LR: 3.08e-04 | 1328.3ms/step | 15.1 samples/s +Step 19140/44000 | Loss: 3.0297 | LR: 3.08e-04 | 1323.8ms/step | 15.1 samples/s +Step 19150/44000 | Loss: 2.9901 | LR: 3.08e-04 | 1320.9ms/step | 15.1 samples/s +Step 19160/44000 | Loss: 3.0041 | LR: 3.08e-04 | 1323.7ms/step | 15.1 samples/s +Step 19170/44000 | Loss: 2.9708 | LR: 3.08e-04 | 1323.6ms/step | 15.1 samples/s +Step 19180/44000 | Loss: 2.9875 | LR: 3.08e-04 | 1328.5ms/step | 15.1 samples/s +Step 19190/44000 | Loss: 3.0014 | LR: 3.07e-04 | 1323.3ms/step | 15.1 samples/s +Step 19200/44000 | Loss: 3.0093 | LR: 3.07e-04 | 1322.3ms/step | 15.1 samples/s +Step 19210/44000 | Loss: 3.0077 | LR: 3.07e-04 | 1323.7ms/step | 15.1 samples/s +Step 19220/44000 | Loss: 3.0187 | LR: 3.07e-04 | 1323.5ms/step | 15.1 samples/s +Step 19230/44000 | Loss: 3.0283 | LR: 3.07e-04 | 1324.3ms/step | 15.1 samples/s +Step 19240/44000 | Loss: 3.0230 | LR: 3.06e-04 | 1321.5ms/step | 15.1 samples/s +Step 19250/44000 | Loss: 3.0324 | LR: 3.06e-04 | 1324.0ms/step | 15.1 samples/s +Validation at step 19250: Loss = 3.0222, Perplexity = 20.54 +Step 19260/44000 | Loss: 3.0815 | LR: 3.06e-04 | 3546.1ms/step | 5.6 samples/s +Step 19270/44000 | Loss: 3.0237 | LR: 3.06e-04 | 1322.1ms/step | 15.1 samples/s +Step 19280/44000 | Loss: 3.0385 | LR: 3.06e-04 | 1324.6ms/step | 15.1 samples/s +Step 19290/44000 | Loss: 3.0101 | LR: 3.06e-04 | 1325.9ms/step | 15.1 samples/s +Step 19300/44000 | Loss: 2.9878 | LR: 3.05e-04 | 1326.2ms/step | 15.1 samples/s +Step 19310/44000 | Loss: 3.0151 | LR: 3.05e-04 | 1323.0ms/step | 15.1 samples/s +Step 19320/44000 | Loss: 3.0125 | LR: 3.05e-04 | 1319.8ms/step | 15.2 samples/s +Step 19330/44000 | Loss: 3.0346 | LR: 3.05e-04 | 1320.1ms/step | 15.2 samples/s +Step 19340/44000 | Loss: 3.0117 | LR: 3.05e-04 | 1322.2ms/step | 15.1 samples/s +Step 19350/44000 | Loss: 3.0208 | LR: 3.04e-04 | 1326.0ms/step | 15.1 samples/s +Step 19360/44000 | Loss: 2.9826 | LR: 3.04e-04 | 1326.5ms/step | 15.1 samples/s +Step 19370/44000 | Loss: 3.0186 | LR: 3.04e-04 | 1322.7ms/step | 15.1 samples/s +Step 19380/44000 | Loss: 3.0029 | LR: 3.04e-04 | 1321.1ms/step | 15.1 samples/s +Step 19390/44000 | Loss: 3.0251 | LR: 3.04e-04 | 1324.5ms/step | 15.1 samples/s +Step 19400/44000 | Loss: 3.0176 | LR: 3.04e-04 | 1323.5ms/step | 15.1 samples/s +Step 19410/44000 | Loss: 3.0265 | LR: 3.03e-04 | 1321.6ms/step | 15.1 samples/s +Step 19420/44000 | Loss: 3.0302 | LR: 3.03e-04 | 1325.9ms/step | 15.1 samples/s +Step 19430/44000 | Loss: 3.0117 | LR: 3.03e-04 | 1322.4ms/step | 15.1 samples/s +Step 19440/44000 | Loss: 2.9855 | LR: 3.03e-04 | 1322.1ms/step | 15.1 samples/s +Step 19450/44000 | Loss: 2.9988 | LR: 3.03e-04 | 1324.7ms/step | 15.1 samples/s +Step 19460/44000 | Loss: 3.0200 | LR: 3.03e-04 | 1323.4ms/step | 15.1 samples/s +Step 19470/44000 | Loss: 2.9927 | LR: 3.02e-04 | 1326.0ms/step | 15.1 samples/s +Step 19480/44000 | Loss: 3.0377 | LR: 3.02e-04 | 1323.1ms/step | 15.1 samples/s +Step 19490/44000 | Loss: 2.9906 | LR: 3.02e-04 | 1324.2ms/step | 15.1 samples/s +Step 19500/44000 | Loss: 3.0437 | LR: 3.02e-04 | 1322.5ms/step | 15.1 samples/s +Validation at step 19500: Loss = 3.0187, Perplexity = 20.46 +Step 19510/44000 | Loss: 3.0257 | LR: 3.02e-04 | 3551.7ms/step | 5.6 samples/s +Step 19520/44000 | Loss: 3.0144 | LR: 3.01e-04 | 1328.8ms/step | 15.1 samples/s +Step 19530/44000 | Loss: 3.0152 | LR: 3.01e-04 | 1325.0ms/step | 15.1 samples/s +Step 19540/44000 | Loss: 3.0263 | LR: 3.01e-04 | 1328.6ms/step | 15.1 samples/s +Step 19550/44000 | Loss: 2.9989 | LR: 3.01e-04 | 1325.4ms/step | 15.1 samples/s +Step 19560/44000 | Loss: 3.0086 | LR: 3.01e-04 | 1323.1ms/step | 15.1 samples/s +Step 19570/44000 | Loss: 3.0027 | LR: 3.01e-04 | 1324.3ms/step | 15.1 samples/s +Step 19580/44000 | Loss: 2.9929 | LR: 3.00e-04 | 1324.0ms/step | 15.1 samples/s +Step 19590/44000 | Loss: 3.0349 | LR: 3.00e-04 | 1323.9ms/step | 15.1 samples/s +Step 19600/44000 | Loss: 3.0138 | LR: 3.00e-04 | 1322.8ms/step | 15.1 samples/s +Step 19610/44000 | Loss: 2.9983 | LR: 3.00e-04 | 1325.2ms/step | 15.1 samples/s +Step 19620/44000 | Loss: 3.0326 | LR: 3.00e-04 | 1324.1ms/step | 15.1 samples/s +Step 19630/44000 | Loss: 3.0046 | LR: 3.00e-04 | 1323.7ms/step | 15.1 samples/s +Step 19640/44000 | Loss: 3.0004 | LR: 2.99e-04 | 1323.7ms/step | 15.1 samples/s +Step 19650/44000 | Loss: 2.9937 | LR: 2.99e-04 | 1322.1ms/step | 15.1 samples/s +Step 19660/44000 | Loss: 3.0098 | LR: 2.99e-04 | 1327.8ms/step | 15.1 samples/s +Step 19670/44000 | Loss: 3.0007 | LR: 2.99e-04 | 1322.1ms/step | 15.1 samples/s +Step 19680/44000 | Loss: 3.0266 | LR: 2.99e-04 | 1323.0ms/step | 15.1 samples/s +Step 19690/44000 | Loss: 3.0112 | LR: 2.98e-04 | 1324.7ms/step | 15.1 samples/s +Step 19700/44000 | Loss: 3.0397 | LR: 2.98e-04 | 1323.8ms/step | 15.1 samples/s +Step 19710/44000 | Loss: 2.9952 | LR: 2.98e-04 | 1326.3ms/step | 15.1 samples/s +Step 19720/44000 | Loss: 3.0093 | LR: 2.98e-04 | 1326.4ms/step | 15.1 samples/s +Step 19730/44000 | Loss: 3.0350 | LR: 2.98e-04 | 1324.6ms/step | 15.1 samples/s +Step 19740/44000 | Loss: 2.9982 | LR: 2.98e-04 | 1323.4ms/step | 15.1 samples/s +Step 19750/44000 | Loss: 2.9936 | LR: 2.97e-04 | 1324.8ms/step | 15.1 samples/s +Validation at step 19750: Loss = 3.0186, Perplexity = 20.46 +Step 19760/44000 | Loss: 2.9964 | LR: 2.97e-04 | 3545.6ms/step | 5.6 samples/s +Step 19770/44000 | Loss: 3.0192 | LR: 2.97e-04 | 1326.4ms/step | 15.1 samples/s +Step 19780/44000 | Loss: 3.0314 | LR: 2.97e-04 | 1324.1ms/step | 15.1 samples/s +Step 19790/44000 | Loss: 3.0222 | LR: 2.97e-04 | 1325.7ms/step | 15.1 samples/s +Step 19800/44000 | Loss: 3.0052 | LR: 2.96e-04 | 1324.0ms/step | 15.1 samples/s +Step 19810/44000 | Loss: 3.0052 | LR: 2.96e-04 | 1323.8ms/step | 15.1 samples/s +Step 19820/44000 | Loss: 3.0196 | LR: 2.96e-04 | 1325.1ms/step | 15.1 samples/s +Step 19830/44000 | Loss: 3.0281 | LR: 2.96e-04 | 1323.8ms/step | 15.1 samples/s +Step 19840/44000 | Loss: 3.0069 | LR: 2.96e-04 | 1322.3ms/step | 15.1 samples/s +Step 19850/44000 | Loss: 3.0262 | LR: 2.96e-04 | 1326.1ms/step | 15.1 samples/s +Step 19860/44000 | Loss: 2.9637 | LR: 2.95e-04 | 1321.8ms/step | 15.1 samples/s +Step 19870/44000 | Loss: 3.0181 | LR: 2.95e-04 | 1322.7ms/step | 15.1 samples/s +Step 19880/44000 | Loss: 3.0017 | LR: 2.95e-04 | 1325.0ms/step | 15.1 samples/s +Step 19890/44000 | Loss: 3.0203 | LR: 2.95e-04 | 1322.6ms/step | 15.1 samples/s +Step 19900/44000 | Loss: 3.0092 | LR: 2.95e-04 | 1325.8ms/step | 15.1 samples/s +Step 19910/44000 | Loss: 3.0229 | LR: 2.95e-04 | 1323.3ms/step | 15.1 samples/s +Step 19920/44000 | Loss: 2.9960 | LR: 2.94e-04 | 1324.5ms/step | 15.1 samples/s +Step 19930/44000 | Loss: 2.9929 | LR: 2.94e-04 | 1327.9ms/step | 15.1 samples/s +Step 19940/44000 | Loss: 3.0416 | LR: 2.94e-04 | 1323.5ms/step | 15.1 samples/s +Step 19950/44000 | Loss: 3.0314 | LR: 2.94e-04 | 1322.9ms/step | 15.1 samples/s +Step 19960/44000 | Loss: 3.0053 | LR: 2.94e-04 | 1323.7ms/step | 15.1 samples/s +Step 19970/44000 | Loss: 3.0481 | LR: 2.93e-04 | 1325.3ms/step | 15.1 samples/s +Step 19980/44000 | Loss: 3.0030 | LR: 2.93e-04 | 1324.2ms/step | 15.1 samples/s +Step 19990/44000 | Loss: 3.0053 | LR: 2.93e-04 | 1324.5ms/step | 15.1 samples/s +Step 20000/44000 | Loss: 3.0385 | LR: 2.93e-04 | 1323.1ms/step | 15.1 samples/s +Validation at step 20000: Loss = 3.0132, Perplexity = 20.35 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-20000 +Step 20010/44000 | Loss: 2.9779 | LR: 2.93e-04 | 3842.1ms/step | 5.2 samples/s +Step 20020/44000 | Loss: 3.0193 | LR: 2.93e-04 | 1315.7ms/step | 15.2 samples/s +Step 20030/44000 | Loss: 3.0085 | LR: 2.92e-04 | 1319.0ms/step | 15.2 samples/s +Step 20040/44000 | Loss: 2.9983 | LR: 2.92e-04 | 1325.1ms/step | 15.1 samples/s +Step 20050/44000 | Loss: 3.0004 | LR: 2.92e-04 | 1322.3ms/step | 15.1 samples/s +Step 20060/44000 | Loss: 3.0397 | LR: 2.92e-04 | 1320.1ms/step | 15.2 samples/s +Step 20070/44000 | Loss: 2.9903 | LR: 2.92e-04 | 1322.9ms/step | 15.1 samples/s +Step 20080/44000 | Loss: 2.9849 | LR: 2.91e-04 | 1328.2ms/step | 15.1 samples/s +Step 20090/44000 | Loss: 2.9874 | LR: 2.91e-04 | 1322.7ms/step | 15.1 samples/s +Step 20100/44000 | Loss: 2.9966 | LR: 2.91e-04 | 1323.9ms/step | 15.1 samples/s +Step 20110/44000 | Loss: 2.9915 | LR: 2.91e-04 | 1324.9ms/step | 15.1 samples/s +Step 20120/44000 | Loss: 2.9974 | LR: 2.91e-04 | 1321.6ms/step | 15.1 samples/s +Step 20130/44000 | Loss: 3.0235 | LR: 2.91e-04 | 1326.8ms/step | 15.1 samples/s +Step 20140/44000 | Loss: 3.0268 | LR: 2.90e-04 | 1324.7ms/step | 15.1 samples/s +Step 20150/44000 | Loss: 2.9998 | LR: 2.90e-04 | 1322.4ms/step | 15.1 samples/s +Step 20160/44000 | Loss: 2.9838 | LR: 2.90e-04 | 1322.7ms/step | 15.1 samples/s +Step 20170/44000 | Loss: 3.0261 | LR: 2.90e-04 | 1321.8ms/step | 15.1 samples/s +Step 20180/44000 | Loss: 3.0135 | LR: 2.90e-04 | 1321.4ms/step | 15.1 samples/s +Step 20190/44000 | Loss: 3.0008 | LR: 2.90e-04 | 1323.4ms/step | 15.1 samples/s +Step 20200/44000 | Loss: 3.0135 | LR: 2.89e-04 | 1320.3ms/step | 15.1 samples/s +Step 20210/44000 | Loss: 3.0103 | LR: 2.89e-04 | 1322.2ms/step | 15.1 samples/s +Step 20220/44000 | Loss: 3.0276 | LR: 2.89e-04 | 1324.2ms/step | 15.1 samples/s +Step 20230/44000 | Loss: 3.0117 | LR: 2.89e-04 | 1323.2ms/step | 15.1 samples/s +Step 20240/44000 | Loss: 3.0130 | LR: 2.89e-04 | 1324.6ms/step | 15.1 samples/s +Step 20250/44000 | Loss: 2.9956 | LR: 2.88e-04 | 1324.1ms/step | 15.1 samples/s +Validation at step 20250: Loss = 3.0108, Perplexity = 20.30 +Step 20260/44000 | Loss: 3.0156 | LR: 2.88e-04 | 3547.1ms/step | 5.6 samples/s +Step 20270/44000 | Loss: 2.9862 | LR: 2.88e-04 | 1323.5ms/step | 15.1 samples/s +Step 20280/44000 | Loss: 3.0065 | LR: 2.88e-04 | 1323.1ms/step | 15.1 samples/s +Step 20290/44000 | Loss: 3.0121 | LR: 2.88e-04 | 1326.8ms/step | 15.1 samples/s +Step 20300/44000 | Loss: 3.0044 | LR: 2.88e-04 | 1322.3ms/step | 15.1 samples/s +Step 20310/44000 | Loss: 3.0200 | LR: 2.87e-04 | 1324.1ms/step | 15.1 samples/s +Step 20320/44000 | Loss: 3.0120 | LR: 2.87e-04 | 1323.1ms/step | 15.1 samples/s +Step 20330/44000 | Loss: 3.0164 | LR: 2.87e-04 | 1328.7ms/step | 15.1 samples/s +Step 20340/44000 | Loss: 2.9858 | LR: 2.87e-04 | 1323.6ms/step | 15.1 samples/s +Step 20350/44000 | Loss: 3.0163 | LR: 2.87e-04 | 1323.5ms/step | 15.1 samples/s +Step 20360/44000 | Loss: 3.0053 | LR: 2.86e-04 | 1325.9ms/step | 15.1 samples/s +Step 20370/44000 | Loss: 3.0207 | LR: 2.86e-04 | 1322.1ms/step | 15.1 samples/s +Step 20380/44000 | Loss: 2.9968 | LR: 2.86e-04 | 1324.2ms/step | 15.1 samples/s +Step 20390/44000 | Loss: 3.0070 | LR: 2.86e-04 | 1322.6ms/step | 15.1 samples/s +Step 20400/44000 | Loss: 3.0226 | LR: 2.86e-04 | 1324.4ms/step | 15.1 samples/s +Step 20410/44000 | Loss: 3.0032 | LR: 2.86e-04 | 1325.0ms/step | 15.1 samples/s +Step 20420/44000 | Loss: 3.0391 | LR: 2.85e-04 | 1324.4ms/step | 15.1 samples/s +Step 20430/44000 | Loss: 2.9734 | LR: 2.85e-04 | 1325.2ms/step | 15.1 samples/s +Step 20440/44000 | Loss: 3.0153 | LR: 2.85e-04 | 1324.5ms/step | 15.1 samples/s +Step 20450/44000 | Loss: 3.0064 | LR: 2.85e-04 | 1324.1ms/step | 15.1 samples/s +Step 20460/44000 | Loss: 3.0158 | LR: 2.85e-04 | 1322.5ms/step | 15.1 samples/s +Step 20470/44000 | Loss: 2.9560 | LR: 2.84e-04 | 1323.4ms/step | 15.1 samples/s +Step 20480/44000 | Loss: 2.9867 | LR: 2.84e-04 | 1322.9ms/step | 15.1 samples/s +Step 20490/44000 | Loss: 3.0367 | LR: 2.84e-04 | 1325.1ms/step | 15.1 samples/s +Step 20500/44000 | Loss: 3.0065 | LR: 2.84e-04 | 1324.7ms/step | 15.1 samples/s +Validation at step 20500: Loss = 3.0081, Perplexity = 20.25 +Step 20510/44000 | Loss: 3.0084 | LR: 2.84e-04 | 3545.4ms/step | 5.6 samples/s +Step 20520/44000 | Loss: 2.9932 | LR: 2.84e-04 | 1326.1ms/step | 15.1 samples/s +Step 20530/44000 | Loss: 2.9962 | LR: 2.83e-04 | 1327.3ms/step | 15.1 samples/s +Step 20540/44000 | Loss: 2.9915 | LR: 2.83e-04 | 1322.0ms/step | 15.1 samples/s +Step 20550/44000 | Loss: 2.9974 | LR: 2.83e-04 | 1319.6ms/step | 15.2 samples/s +Step 20560/44000 | Loss: 2.9952 | LR: 2.83e-04 | 1324.7ms/step | 15.1 samples/s +Step 20570/44000 | Loss: 2.9663 | LR: 2.83e-04 | 1324.4ms/step | 15.1 samples/s +Step 20580/44000 | Loss: 3.0382 | LR: 2.83e-04 | 1322.5ms/step | 15.1 samples/s +Step 20590/44000 | Loss: 2.9955 | LR: 2.82e-04 | 1323.5ms/step | 15.1 samples/s +Step 20600/44000 | Loss: 2.9779 | LR: 2.82e-04 | 1325.2ms/step | 15.1 samples/s +Step 20610/44000 | Loss: 2.9634 | LR: 2.82e-04 | 1322.4ms/step | 15.1 samples/s +Step 20620/44000 | Loss: 3.0084 | LR: 2.82e-04 | 1323.6ms/step | 15.1 samples/s +Step 20630/44000 | Loss: 3.0114 | LR: 2.82e-04 | 1323.6ms/step | 15.1 samples/s +Step 20640/44000 | Loss: 2.9718 | LR: 2.81e-04 | 1325.3ms/step | 15.1 samples/s +Step 20650/44000 | Loss: 2.9729 | LR: 2.81e-04 | 1324.3ms/step | 15.1 samples/s +Step 20660/44000 | Loss: 2.9894 | LR: 2.81e-04 | 1326.0ms/step | 15.1 samples/s +Step 20670/44000 | Loss: 3.0085 | LR: 2.81e-04 | 1323.1ms/step | 15.1 samples/s +Step 20680/44000 | Loss: 3.0187 | LR: 2.81e-04 | 1327.5ms/step | 15.1 samples/s +Step 20690/44000 | Loss: 2.9981 | LR: 2.81e-04 | 1328.9ms/step | 15.0 samples/s +Step 20700/44000 | Loss: 3.0018 | LR: 2.80e-04 | 1327.1ms/step | 15.1 samples/s +Step 20710/44000 | Loss: 3.0284 | LR: 2.80e-04 | 1325.1ms/step | 15.1 samples/s +Step 20720/44000 | Loss: 3.0024 | LR: 2.80e-04 | 1324.2ms/step | 15.1 samples/s +Step 20730/44000 | Loss: 2.9627 | LR: 2.80e-04 | 1327.9ms/step | 15.1 samples/s +Step 20740/44000 | Loss: 2.9838 | LR: 2.80e-04 | 1324.8ms/step | 15.1 samples/s +Step 20750/44000 | Loss: 2.9831 | LR: 2.79e-04 | 1321.2ms/step | 15.1 samples/s +Validation at step 20750: Loss = 3.0061, Perplexity = 20.21 +Step 20760/44000 | Loss: 3.0182 | LR: 2.79e-04 | 3548.8ms/step | 5.6 samples/s +Step 20770/44000 | Loss: 2.9865 | LR: 2.79e-04 | 1320.1ms/step | 15.1 samples/s +Step 20780/44000 | Loss: 2.9946 | LR: 2.79e-04 | 1320.8ms/step | 15.1 samples/s +Step 20790/44000 | Loss: 3.0023 | LR: 2.79e-04 | 1320.0ms/step | 15.2 samples/s +Step 20800/44000 | Loss: 3.0121 | LR: 2.79e-04 | 1319.7ms/step | 15.2 samples/s +Step 20810/44000 | Loss: 3.0071 | LR: 2.78e-04 | 1317.1ms/step | 15.2 samples/s +Step 20820/44000 | Loss: 2.9746 | LR: 2.78e-04 | 1316.5ms/step | 15.2 samples/s +Step 20830/44000 | Loss: 2.9931 | LR: 2.78e-04 | 1322.0ms/step | 15.1 samples/s +Step 20840/44000 | Loss: 2.9780 | LR: 2.78e-04 | 1323.1ms/step | 15.1 samples/s +Step 20850/44000 | Loss: 3.0032 | LR: 2.78e-04 | 1322.5ms/step | 15.1 samples/s +Step 20860/44000 | Loss: 3.0032 | LR: 2.77e-04 | 1324.5ms/step | 15.1 samples/s +Step 20870/44000 | Loss: 2.9716 | LR: 2.77e-04 | 1322.0ms/step | 15.1 samples/s +Step 20880/44000 | Loss: 3.0178 | LR: 2.77e-04 | 1325.6ms/step | 15.1 samples/s +Step 20890/44000 | Loss: 3.0105 | LR: 2.77e-04 | 1319.0ms/step | 15.2 samples/s +Step 20900/44000 | Loss: 2.9940 | LR: 2.77e-04 | 1322.4ms/step | 15.1 samples/s +Step 20910/44000 | Loss: 3.0217 | LR: 2.77e-04 | 1320.9ms/step | 15.1 samples/s +Step 20920/44000 | Loss: 3.0334 | LR: 2.76e-04 | 1325.6ms/step | 15.1 samples/s +Step 20930/44000 | Loss: 3.0300 | LR: 2.76e-04 | 1327.4ms/step | 15.1 samples/s +Step 20940/44000 | Loss: 3.0334 | LR: 2.76e-04 | 1322.9ms/step | 15.1 samples/s +Step 20950/44000 | Loss: 2.9957 | LR: 2.76e-04 | 1325.3ms/step | 15.1 samples/s +Step 20960/44000 | Loss: 3.0226 | LR: 2.76e-04 | 1325.0ms/step | 15.1 samples/s +Step 20970/44000 | Loss: 3.0075 | LR: 2.75e-04 | 1322.6ms/step | 15.1 samples/s +Step 20980/44000 | Loss: 3.0252 | LR: 2.75e-04 | 1322.4ms/step | 15.1 samples/s +Step 20990/44000 | Loss: 2.9837 | LR: 2.75e-04 | 1322.6ms/step | 15.1 samples/s +Step 21000/44000 | Loss: 2.9857 | LR: 2.75e-04 | 1323.2ms/step | 15.1 samples/s +Validation at step 21000: Loss = 3.0029, Perplexity = 20.14 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-21000 +Step 21010/44000 | Loss: 3.0028 | LR: 2.75e-04 | 3838.3ms/step | 5.2 samples/s +Step 21020/44000 | Loss: 3.0036 | LR: 2.75e-04 | 1323.0ms/step | 15.1 samples/s +Step 21030/44000 | Loss: 3.0316 | LR: 2.74e-04 | 1322.9ms/step | 15.1 samples/s +Step 21040/44000 | Loss: 3.0235 | LR: 2.74e-04 | 1323.5ms/step | 15.1 samples/s +Step 21050/44000 | Loss: 2.9950 | LR: 2.74e-04 | 1326.0ms/step | 15.1 samples/s +Step 21060/44000 | Loss: 2.9877 | LR: 2.74e-04 | 1324.5ms/step | 15.1 samples/s +Step 21070/44000 | Loss: 3.0184 | LR: 2.74e-04 | 1329.7ms/step | 15.0 samples/s +Step 21080/44000 | Loss: 2.9984 | LR: 2.73e-04 | 1324.6ms/step | 15.1 samples/s +Step 21090/44000 | Loss: 2.9994 | LR: 2.73e-04 | 1322.9ms/step | 15.1 samples/s +Step 21100/44000 | Loss: 2.9975 | LR: 2.73e-04 | 1323.3ms/step | 15.1 samples/s +Step 21110/44000 | Loss: 2.9868 | LR: 2.73e-04 | 1325.4ms/step | 15.1 samples/s +Step 21120/44000 | Loss: 3.0013 | LR: 2.73e-04 | 1325.9ms/step | 15.1 samples/s +Step 21130/44000 | Loss: 2.9873 | LR: 2.73e-04 | 1323.2ms/step | 15.1 samples/s +Step 21140/44000 | Loss: 2.9956 | LR: 2.72e-04 | 1326.1ms/step | 15.1 samples/s +Step 21150/44000 | Loss: 2.9920 | LR: 2.72e-04 | 1321.0ms/step | 15.1 samples/s +Step 21160/44000 | Loss: 2.9802 | LR: 2.72e-04 | 1321.1ms/step | 15.1 samples/s +Step 21170/44000 | Loss: 3.0163 | LR: 2.72e-04 | 1325.3ms/step | 15.1 samples/s +Step 21180/44000 | Loss: 3.0073 | LR: 2.72e-04 | 1322.5ms/step | 15.1 samples/s +Step 21190/44000 | Loss: 2.9815 | LR: 2.71e-04 | 1323.2ms/step | 15.1 samples/s +Step 21200/44000 | Loss: 2.9897 | LR: 2.71e-04 | 1321.4ms/step | 15.1 samples/s +Step 21210/44000 | Loss: 2.9974 | LR: 2.71e-04 | 1325.6ms/step | 15.1 samples/s +Step 21220/44000 | Loss: 2.9973 | LR: 2.71e-04 | 1325.8ms/step | 15.1 samples/s +Step 21230/44000 | Loss: 2.9599 | LR: 2.71e-04 | 1324.9ms/step | 15.1 samples/s +Step 21240/44000 | Loss: 2.9905 | LR: 2.71e-04 | 1322.4ms/step | 15.1 samples/s +Step 21250/44000 | Loss: 3.0093 | LR: 2.70e-04 | 1325.0ms/step | 15.1 samples/s +Validation at step 21250: Loss = 3.0017, Perplexity = 20.12 +Step 21260/44000 | Loss: 3.0200 | LR: 2.70e-04 | 3546.3ms/step | 5.6 samples/s +Step 21270/44000 | Loss: 3.0328 | LR: 2.70e-04 | 1323.5ms/step | 15.1 samples/s +Step 21280/44000 | Loss: 2.9821 | LR: 2.70e-04 | 1325.7ms/step | 15.1 samples/s +Step 21290/44000 | Loss: 3.0054 | LR: 2.70e-04 | 1325.4ms/step | 15.1 samples/s +Step 21300/44000 | Loss: 3.0135 | LR: 2.70e-04 | 1324.2ms/step | 15.1 samples/s +Step 21310/44000 | Loss: 2.9917 | LR: 2.69e-04 | 1325.2ms/step | 15.1 samples/s +Step 21320/44000 | Loss: 2.9971 | LR: 2.69e-04 | 1323.5ms/step | 15.1 samples/s +Step 21330/44000 | Loss: 3.0040 | LR: 2.69e-04 | 1323.3ms/step | 15.1 samples/s +Step 21340/44000 | Loss: 2.9876 | LR: 2.69e-04 | 1328.5ms/step | 15.1 samples/s +Step 21350/44000 | Loss: 2.9769 | LR: 2.69e-04 | 1321.4ms/step | 15.1 samples/s +Step 21360/44000 | Loss: 2.9740 | LR: 2.68e-04 | 1326.1ms/step | 15.1 samples/s +Step 21370/44000 | Loss: 2.9701 | LR: 2.68e-04 | 1324.9ms/step | 15.1 samples/s +Step 21380/44000 | Loss: 2.9947 | LR: 2.68e-04 | 1326.1ms/step | 15.1 samples/s +Step 21390/44000 | Loss: 2.9992 | LR: 2.68e-04 | 1323.4ms/step | 15.1 samples/s +Step 21400/44000 | Loss: 3.0179 | LR: 2.68e-04 | 1322.9ms/step | 15.1 samples/s +Step 21410/44000 | Loss: 3.0044 | LR: 2.68e-04 | 1329.6ms/step | 15.0 samples/s +Step 21420/44000 | Loss: 2.9495 | LR: 2.67e-04 | 1324.1ms/step | 15.1 samples/s +Step 21430/44000 | Loss: 3.0139 | LR: 2.67e-04 | 1321.5ms/step | 15.1 samples/s +Step 21440/44000 | Loss: 3.0116 | LR: 2.67e-04 | 1327.1ms/step | 15.1 samples/s +Step 21450/44000 | Loss: 3.0319 | LR: 2.67e-04 | 1322.8ms/step | 15.1 samples/s +Step 21460/44000 | Loss: 2.9598 | LR: 2.67e-04 | 1323.1ms/step | 15.1 samples/s +Step 21470/44000 | Loss: 2.9909 | LR: 2.66e-04 | 1319.9ms/step | 15.2 samples/s +Step 21480/44000 | Loss: 3.0002 | LR: 2.66e-04 | 1321.7ms/step | 15.1 samples/s +Step 21490/44000 | Loss: 3.0215 | LR: 2.66e-04 | 1324.7ms/step | 15.1 samples/s +Step 21500/44000 | Loss: 2.9932 | LR: 2.66e-04 | 1326.7ms/step | 15.1 samples/s +Validation at step 21500: Loss = 2.9981, Perplexity = 20.05 +Step 21510/44000 | Loss: 3.0084 | LR: 2.66e-04 | 3544.9ms/step | 5.6 samples/s +Step 21520/44000 | Loss: 2.9878 | LR: 2.66e-04 | 1324.1ms/step | 15.1 samples/s +Step 21530/44000 | Loss: 2.9939 | LR: 2.65e-04 | 1325.5ms/step | 15.1 samples/s +Step 21540/44000 | Loss: 2.9980 | LR: 2.65e-04 | 1326.1ms/step | 15.1 samples/s +Step 21550/44000 | Loss: 3.0271 | LR: 2.65e-04 | 1325.5ms/step | 15.1 samples/s +Step 21560/44000 | Loss: 2.9601 | LR: 2.65e-04 | 1325.7ms/step | 15.1 samples/s +Step 21570/44000 | Loss: 3.0018 | LR: 2.65e-04 | 1323.5ms/step | 15.1 samples/s +Step 21580/44000 | Loss: 2.9818 | LR: 2.64e-04 | 1325.2ms/step | 15.1 samples/s +Step 21590/44000 | Loss: 2.9740 | LR: 2.64e-04 | 1323.4ms/step | 15.1 samples/s +Step 21600/44000 | Loss: 3.0160 | LR: 2.64e-04 | 1323.9ms/step | 15.1 samples/s +Step 21610/44000 | Loss: 2.9905 | LR: 2.64e-04 | 1325.5ms/step | 15.1 samples/s +Step 21620/44000 | Loss: 2.9911 | LR: 2.64e-04 | 1327.6ms/step | 15.1 samples/s +Step 21630/44000 | Loss: 2.9744 | LR: 2.64e-04 | 1325.5ms/step | 15.1 samples/s +Step 21640/44000 | Loss: 2.9896 | LR: 2.63e-04 | 1325.4ms/step | 15.1 samples/s +Step 21650/44000 | Loss: 3.0297 | LR: 2.63e-04 | 1324.0ms/step | 15.1 samples/s +Step 21660/44000 | Loss: 2.9549 | LR: 2.63e-04 | 1326.5ms/step | 15.1 samples/s +Step 21670/44000 | Loss: 2.9777 | LR: 2.63e-04 | 1325.1ms/step | 15.1 samples/s +Step 21680/44000 | Loss: 2.9858 | LR: 2.63e-04 | 1326.0ms/step | 15.1 samples/s +Step 21690/44000 | Loss: 2.9764 | LR: 2.62e-04 | 1322.1ms/step | 15.1 samples/s +Step 21700/44000 | Loss: 2.9979 | LR: 2.62e-04 | 1323.9ms/step | 15.1 samples/s +Step 21710/44000 | Loss: 2.9751 | LR: 2.62e-04 | 1324.0ms/step | 15.1 samples/s +Step 21720/44000 | Loss: 3.0113 | LR: 2.62e-04 | 1324.3ms/step | 15.1 samples/s +Step 21730/44000 | Loss: 2.9471 | LR: 2.62e-04 | 1324.3ms/step | 15.1 samples/s +Step 21740/44000 | Loss: 3.0024 | LR: 2.62e-04 | 1325.4ms/step | 15.1 samples/s +Step 21750/44000 | Loss: 2.9985 | LR: 2.61e-04 | 1327.6ms/step | 15.1 samples/s +Validation at step 21750: Loss = 2.9952, Perplexity = 19.99 +Step 21760/44000 | Loss: 2.9872 | LR: 2.61e-04 | 3545.2ms/step | 5.6 samples/s +Step 21770/44000 | Loss: 3.0013 | LR: 2.61e-04 | 1323.0ms/step | 15.1 samples/s +Step 21780/44000 | Loss: 2.9603 | LR: 2.61e-04 | 1324.2ms/step | 15.1 samples/s +Step 21790/44000 | Loss: 2.9902 | LR: 2.61e-04 | 1326.9ms/step | 15.1 samples/s +Step 21800/44000 | Loss: 2.9903 | LR: 2.60e-04 | 1322.9ms/step | 15.1 samples/s +Step 21810/44000 | Loss: 2.9840 | LR: 2.60e-04 | 1323.0ms/step | 15.1 samples/s +Step 21820/44000 | Loss: 3.0108 | LR: 2.60e-04 | 1324.9ms/step | 15.1 samples/s +Step 21830/44000 | Loss: 2.9926 | LR: 2.60e-04 | 1324.2ms/step | 15.1 samples/s +Step 21840/44000 | Loss: 2.9715 | LR: 2.60e-04 | 1325.4ms/step | 15.1 samples/s +Step 21850/44000 | Loss: 3.0246 | LR: 2.60e-04 | 1325.1ms/step | 15.1 samples/s +Step 21860/44000 | Loss: 2.9844 | LR: 2.59e-04 | 1325.2ms/step | 15.1 samples/s +Step 21870/44000 | Loss: 2.9950 | LR: 2.59e-04 | 1322.6ms/step | 15.1 samples/s +Step 21880/44000 | Loss: 2.9792 | LR: 2.59e-04 | 1321.1ms/step | 15.1 samples/s +Step 21890/44000 | Loss: 3.0303 | LR: 2.59e-04 | 1322.1ms/step | 15.1 samples/s +Step 21900/44000 | Loss: 2.9843 | LR: 2.59e-04 | 1320.5ms/step | 15.1 samples/s +Step 21910/44000 | Loss: 2.9832 | LR: 2.58e-04 | 1321.2ms/step | 15.1 samples/s +Step 21920/44000 | Loss: 2.9735 | LR: 2.58e-04 | 1324.6ms/step | 15.1 samples/s +Step 21930/44000 | Loss: 2.9786 | LR: 2.58e-04 | 1319.9ms/step | 15.2 samples/s +Step 21940/44000 | Loss: 2.9945 | LR: 2.58e-04 | 1325.1ms/step | 15.1 samples/s +Step 21950/44000 | Loss: 2.9988 | LR: 2.58e-04 | 1327.0ms/step | 15.1 samples/s +Step 21960/44000 | Loss: 3.0057 | LR: 2.58e-04 | 1326.7ms/step | 15.1 samples/s +Step 21970/44000 | Loss: 2.9896 | LR: 2.57e-04 | 1326.6ms/step | 15.1 samples/s +Step 21980/44000 | Loss: 2.9799 | LR: 2.57e-04 | 1325.9ms/step | 15.1 samples/s +Step 21990/44000 | Loss: 3.0091 | LR: 2.57e-04 | 1324.9ms/step | 15.1 samples/s +Step 22000/44000 | Loss: 2.9592 | LR: 2.57e-04 | 1322.8ms/step | 15.1 samples/s +Validation at step 22000: Loss = 2.9925, Perplexity = 19.94 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-22000 +Step 22010/44000 | Loss: 2.9800 | LR: 2.57e-04 | 3845.5ms/step | 5.2 samples/s +Step 22020/44000 | Loss: 2.9741 | LR: 2.56e-04 | 1324.0ms/step | 15.1 samples/s +Step 22030/44000 | Loss: 2.9884 | LR: 2.56e-04 | 1326.7ms/step | 15.1 samples/s +Step 22040/44000 | Loss: 2.9570 | LR: 2.56e-04 | 1323.9ms/step | 15.1 samples/s +Step 22050/44000 | Loss: 2.9892 | LR: 2.56e-04 | 1322.2ms/step | 15.1 samples/s +Step 22060/44000 | Loss: 2.9852 | LR: 2.56e-04 | 1325.9ms/step | 15.1 samples/s +Step 22070/44000 | Loss: 2.9933 | LR: 2.56e-04 | 1325.4ms/step | 15.1 samples/s +Step 22080/44000 | Loss: 3.0200 | LR: 2.55e-04 | 1325.0ms/step | 15.1 samples/s +Step 22090/44000 | Loss: 2.9747 | LR: 2.55e-04 | 1322.6ms/step | 15.1 samples/s +Step 22100/44000 | Loss: 2.9882 | LR: 2.55e-04 | 1324.2ms/step | 15.1 samples/s +Step 22110/44000 | Loss: 2.9958 | LR: 2.55e-04 | 1323.6ms/step | 15.1 samples/s +Step 22120/44000 | Loss: 3.0183 | LR: 2.55e-04 | 1324.6ms/step | 15.1 samples/s +Step 22130/44000 | Loss: 2.9755 | LR: 2.54e-04 | 1324.1ms/step | 15.1 samples/s +Step 22140/44000 | Loss: 2.9813 | LR: 2.54e-04 | 1323.1ms/step | 15.1 samples/s +Step 22150/44000 | Loss: 2.9784 | LR: 2.54e-04 | 1328.3ms/step | 15.1 samples/s +Step 22160/44000 | Loss: 3.0079 | LR: 2.54e-04 | 1326.1ms/step | 15.1 samples/s +Step 22170/44000 | Loss: 3.0013 | LR: 2.54e-04 | 1323.8ms/step | 15.1 samples/s +Step 22180/44000 | Loss: 2.9634 | LR: 2.54e-04 | 1326.6ms/step | 15.1 samples/s +Step 22190/44000 | Loss: 2.9868 | LR: 2.53e-04 | 1326.2ms/step | 15.1 samples/s +Step 22200/44000 | Loss: 3.0005 | LR: 2.53e-04 | 1325.6ms/step | 15.1 samples/s +Step 22210/44000 | Loss: 2.9923 | LR: 2.53e-04 | 1324.0ms/step | 15.1 samples/s +Step 22220/44000 | Loss: 2.9852 | LR: 2.53e-04 | 1320.4ms/step | 15.1 samples/s +Step 22230/44000 | Loss: 2.9786 | LR: 2.53e-04 | 1324.7ms/step | 15.1 samples/s +Step 22240/44000 | Loss: 2.9788 | LR: 2.52e-04 | 1322.8ms/step | 15.1 samples/s +Step 22250/44000 | Loss: 2.9755 | LR: 2.52e-04 | 1322.1ms/step | 15.1 samples/s +Validation at step 22250: Loss = 2.9914, Perplexity = 19.91 +Step 22260/44000 | Loss: 2.9780 | LR: 2.52e-04 | 3543.6ms/step | 5.6 samples/s +Step 22270/44000 | Loss: 2.9509 | LR: 2.52e-04 | 1326.5ms/step | 15.1 samples/s +Step 22280/44000 | Loss: 2.9874 | LR: 2.52e-04 | 1322.7ms/step | 15.1 samples/s +Step 22290/44000 | Loss: 2.9888 | LR: 2.52e-04 | 1324.5ms/step | 15.1 samples/s +Step 22300/44000 | Loss: 2.9792 | LR: 2.51e-04 | 1323.2ms/step | 15.1 samples/s +Step 22310/44000 | Loss: 2.9826 | LR: 2.51e-04 | 1325.3ms/step | 15.1 samples/s +Step 22320/44000 | Loss: 2.9849 | LR: 2.51e-04 | 1324.8ms/step | 15.1 samples/s +Step 22330/44000 | Loss: 2.9912 | LR: 2.51e-04 | 1324.0ms/step | 15.1 samples/s +Step 22340/44000 | Loss: 2.9850 | LR: 2.51e-04 | 1323.2ms/step | 15.1 samples/s +Step 22350/44000 | Loss: 3.0097 | LR: 2.50e-04 | 1324.2ms/step | 15.1 samples/s +Step 22360/44000 | Loss: 3.0055 | LR: 2.50e-04 | 1328.1ms/step | 15.1 samples/s +Step 22370/44000 | Loss: 2.9896 | LR: 2.50e-04 | 1324.2ms/step | 15.1 samples/s +Step 22380/44000 | Loss: 2.9809 | LR: 2.50e-04 | 1325.2ms/step | 15.1 samples/s +Step 22390/44000 | Loss: 2.9853 | LR: 2.50e-04 | 1326.9ms/step | 15.1 samples/s +Step 22400/44000 | Loss: 2.9758 | LR: 2.50e-04 | 1324.2ms/step | 15.1 samples/s +Step 22410/44000 | Loss: 2.9831 | LR: 2.49e-04 | 1324.4ms/step | 15.1 samples/s +Step 22420/44000 | Loss: 2.9853 | LR: 2.49e-04 | 1327.7ms/step | 15.1 samples/s +Step 22430/44000 | Loss: 2.9753 | LR: 2.49e-04 | 1326.6ms/step | 15.1 samples/s +Step 22440/44000 | Loss: 2.9791 | LR: 2.49e-04 | 1326.1ms/step | 15.1 samples/s +Step 22450/44000 | Loss: 2.9751 | LR: 2.49e-04 | 1325.6ms/step | 15.1 samples/s +Step 22460/44000 | Loss: 2.9585 | LR: 2.48e-04 | 1323.3ms/step | 15.1 samples/s +Step 22470/44000 | Loss: 2.9877 | LR: 2.48e-04 | 1324.2ms/step | 15.1 samples/s +Step 22480/44000 | Loss: 2.9759 | LR: 2.48e-04 | 1324.9ms/step | 15.1 samples/s +Step 22490/44000 | Loss: 2.9854 | LR: 2.48e-04 | 1323.5ms/step | 15.1 samples/s +Step 22500/44000 | Loss: 2.9819 | LR: 2.48e-04 | 1325.3ms/step | 15.1 samples/s +Validation at step 22500: Loss = 2.9878, Perplexity = 19.84 +Step 22510/44000 | Loss: 2.9761 | LR: 2.48e-04 | 3553.1ms/step | 5.6 samples/s +Step 22520/44000 | Loss: 2.9818 | LR: 2.47e-04 | 1322.4ms/step | 15.1 samples/s +Step 22530/44000 | Loss: 2.9849 | LR: 2.47e-04 | 1324.9ms/step | 15.1 samples/s +Step 22540/44000 | Loss: 3.0011 | LR: 2.47e-04 | 1324.0ms/step | 15.1 samples/s +Step 22550/44000 | Loss: 2.9897 | LR: 2.47e-04 | 1324.9ms/step | 15.1 samples/s +Step 22560/44000 | Loss: 2.9809 | LR: 2.47e-04 | 1324.6ms/step | 15.1 samples/s +Step 22570/44000 | Loss: 2.9779 | LR: 2.46e-04 | 1320.5ms/step | 15.1 samples/s +Step 22580/44000 | Loss: 3.0105 | LR: 2.46e-04 | 1323.9ms/step | 15.1 samples/s +Step 22590/44000 | Loss: 2.9929 | LR: 2.46e-04 | 1322.1ms/step | 15.1 samples/s +Step 22600/44000 | Loss: 3.0014 | LR: 2.46e-04 | 1322.6ms/step | 15.1 samples/s +Step 22610/44000 | Loss: 2.9467 | LR: 2.46e-04 | 1322.2ms/step | 15.1 samples/s +Step 22620/44000 | Loss: 2.9987 | LR: 2.46e-04 | 1322.7ms/step | 15.1 samples/s +Step 22630/44000 | Loss: 2.9736 | LR: 2.45e-04 | 1323.9ms/step | 15.1 samples/s +Step 22640/44000 | Loss: 2.9599 | LR: 2.45e-04 | 1326.6ms/step | 15.1 samples/s +Step 22650/44000 | Loss: 2.9490 | LR: 2.45e-04 | 1317.1ms/step | 15.2 samples/s +Step 22660/44000 | Loss: 2.9753 | LR: 2.45e-04 | 1316.7ms/step | 15.2 samples/s +Step 22670/44000 | Loss: 2.9680 | LR: 2.45e-04 | 1315.7ms/step | 15.2 samples/s +Step 22680/44000 | Loss: 2.9609 | LR: 2.44e-04 | 1317.9ms/step | 15.2 samples/s +Step 22690/44000 | Loss: 2.9688 | LR: 2.44e-04 | 1315.5ms/step | 15.2 samples/s +Step 22700/44000 | Loss: 2.9896 | LR: 2.44e-04 | 1316.6ms/step | 15.2 samples/s +Step 22710/44000 | Loss: 3.0018 | LR: 2.44e-04 | 1317.7ms/step | 15.2 samples/s +Step 22720/44000 | Loss: 2.9437 | LR: 2.44e-04 | 1316.6ms/step | 15.2 samples/s +Step 22730/44000 | Loss: 3.0070 | LR: 2.44e-04 | 1319.3ms/step | 15.2 samples/s +Step 22740/44000 | Loss: 2.9566 | LR: 2.43e-04 | 1319.2ms/step | 15.2 samples/s +Step 22750/44000 | Loss: 2.9803 | LR: 2.43e-04 | 1320.5ms/step | 15.1 samples/s +Validation at step 22750: Loss = 2.9856, Perplexity = 19.80 +Step 22760/44000 | Loss: 2.9601 | LR: 2.43e-04 | 3544.4ms/step | 5.6 samples/s +Step 22770/44000 | Loss: 2.9677 | LR: 2.43e-04 | 1327.6ms/step | 15.1 samples/s +Step 22780/44000 | Loss: 3.0116 | LR: 2.43e-04 | 1323.6ms/step | 15.1 samples/s +Step 22790/44000 | Loss: 2.9692 | LR: 2.42e-04 | 1320.3ms/step | 15.1 samples/s +Step 22800/44000 | Loss: 2.9927 | LR: 2.42e-04 | 1324.4ms/step | 15.1 samples/s +Step 22810/44000 | Loss: 2.9756 | LR: 2.42e-04 | 1322.2ms/step | 15.1 samples/s +Step 22820/44000 | Loss: 2.9742 | LR: 2.42e-04 | 1323.2ms/step | 15.1 samples/s +Step 22830/44000 | Loss: 2.9822 | LR: 2.42e-04 | 1325.3ms/step | 15.1 samples/s +Step 22840/44000 | Loss: 2.9661 | LR: 2.42e-04 | 1325.0ms/step | 15.1 samples/s +Step 22850/44000 | Loss: 2.9413 | LR: 2.41e-04 | 1324.0ms/step | 15.1 samples/s +Step 22860/44000 | Loss: 2.9781 | LR: 2.41e-04 | 1326.0ms/step | 15.1 samples/s +Step 22870/44000 | Loss: 2.9581 | LR: 2.41e-04 | 1323.8ms/step | 15.1 samples/s +Step 22880/44000 | Loss: 2.9479 | LR: 2.41e-04 | 1322.7ms/step | 15.1 samples/s +Step 22890/44000 | Loss: 3.0019 | LR: 2.41e-04 | 1322.8ms/step | 15.1 samples/s +Step 22900/44000 | Loss: 2.9753 | LR: 2.40e-04 | 1324.5ms/step | 15.1 samples/s +Step 22910/44000 | Loss: 2.9724 | LR: 2.40e-04 | 1326.1ms/step | 15.1 samples/s +Step 22920/44000 | Loss: 2.9864 | LR: 2.40e-04 | 1324.4ms/step | 15.1 samples/s +Step 22930/44000 | Loss: 2.9731 | LR: 2.40e-04 | 1325.0ms/step | 15.1 samples/s +Step 22940/44000 | Loss: 2.9788 | LR: 2.40e-04 | 1327.8ms/step | 15.1 samples/s +Step 22950/44000 | Loss: 3.0023 | LR: 2.40e-04 | 1323.2ms/step | 15.1 samples/s +Step 22960/44000 | Loss: 2.9943 | LR: 2.39e-04 | 1324.4ms/step | 15.1 samples/s +Step 22970/44000 | Loss: 2.9757 | LR: 2.39e-04 | 1322.2ms/step | 15.1 samples/s +Step 22980/44000 | Loss: 2.9884 | LR: 2.39e-04 | 1323.4ms/step | 15.1 samples/s +Step 22990/44000 | Loss: 2.9850 | LR: 2.39e-04 | 1323.3ms/step | 15.1 samples/s +Step 23000/44000 | Loss: 2.9551 | LR: 2.39e-04 | 1321.1ms/step | 15.1 samples/s +Validation at step 23000: Loss = 2.9834, Perplexity = 19.76 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-23000 +Step 23010/44000 | Loss: 2.9439 | LR: 2.38e-04 | 3847.7ms/step | 5.2 samples/s +Step 23020/44000 | Loss: 2.9921 | LR: 2.38e-04 | 1326.8ms/step | 15.1 samples/s +Step 23030/44000 | Loss: 2.9561 | LR: 2.38e-04 | 1321.9ms/step | 15.1 samples/s +Step 23040/44000 | Loss: 2.9899 | LR: 2.38e-04 | 1323.6ms/step | 15.1 samples/s +Step 23050/44000 | Loss: 2.9838 | LR: 2.38e-04 | 1322.6ms/step | 15.1 samples/s +Step 23060/44000 | Loss: 3.0054 | LR: 2.38e-04 | 1324.1ms/step | 15.1 samples/s +Step 23070/44000 | Loss: 2.9476 | LR: 2.37e-04 | 1327.9ms/step | 15.1 samples/s +Step 23080/44000 | Loss: 2.9541 | LR: 2.37e-04 | 1322.7ms/step | 15.1 samples/s +Step 23090/44000 | Loss: 2.9923 | LR: 2.37e-04 | 1323.7ms/step | 15.1 samples/s +Step 23100/44000 | Loss: 2.9768 | LR: 2.37e-04 | 1322.8ms/step | 15.1 samples/s +Step 23110/44000 | Loss: 2.9918 | LR: 2.37e-04 | 1321.4ms/step | 15.1 samples/s +Step 23120/44000 | Loss: 2.9772 | LR: 2.36e-04 | 1323.6ms/step | 15.1 samples/s +Step 23130/44000 | Loss: 2.9657 | LR: 2.36e-04 | 1324.3ms/step | 15.1 samples/s +Step 23140/44000 | Loss: 2.9887 | LR: 2.36e-04 | 1325.7ms/step | 15.1 samples/s +Step 23150/44000 | Loss: 2.9548 | LR: 2.36e-04 | 1331.4ms/step | 15.0 samples/s +Step 23160/44000 | Loss: 2.9366 | LR: 2.36e-04 | 1327.1ms/step | 15.1 samples/s +Step 23170/44000 | Loss: 2.9672 | LR: 2.36e-04 | 1326.9ms/step | 15.1 samples/s +Step 23180/44000 | Loss: 2.9651 | LR: 2.35e-04 | 1319.5ms/step | 15.2 samples/s +Step 23190/44000 | Loss: 3.0103 | LR: 2.35e-04 | 1316.7ms/step | 15.2 samples/s +Step 23200/44000 | Loss: 2.9946 | LR: 2.35e-04 | 1317.0ms/step | 15.2 samples/s +Step 23210/44000 | Loss: 2.9941 | LR: 2.35e-04 | 1322.5ms/step | 15.1 samples/s +Step 23220/44000 | Loss: 2.9651 | LR: 2.35e-04 | 1320.3ms/step | 15.1 samples/s +Step 23230/44000 | Loss: 2.9732 | LR: 2.34e-04 | 1323.2ms/step | 15.1 samples/s +Step 23240/44000 | Loss: 2.9823 | LR: 2.34e-04 | 1324.9ms/step | 15.1 samples/s +Step 23250/44000 | Loss: 2.9681 | LR: 2.34e-04 | 1322.7ms/step | 15.1 samples/s +Validation at step 23250: Loss = 2.9814, Perplexity = 19.72 +Step 23260/44000 | Loss: 2.9722 | LR: 2.34e-04 | 3546.3ms/step | 5.6 samples/s +Step 23270/44000 | Loss: 2.9577 | LR: 2.34e-04 | 1322.8ms/step | 15.1 samples/s +Step 23280/44000 | Loss: 2.9695 | LR: 2.34e-04 | 1325.4ms/step | 15.1 samples/s +Step 23290/44000 | Loss: 3.0128 | LR: 2.33e-04 | 1318.8ms/step | 15.2 samples/s +Step 23300/44000 | Loss: 2.9654 | LR: 2.33e-04 | 1316.9ms/step | 15.2 samples/s +Step 23310/44000 | Loss: 2.9779 | LR: 2.33e-04 | 1322.1ms/step | 15.1 samples/s +Step 23320/44000 | Loss: 3.0083 | LR: 2.33e-04 | 1322.1ms/step | 15.1 samples/s +Step 23330/44000 | Loss: 2.9538 | LR: 2.33e-04 | 1320.9ms/step | 15.1 samples/s +Step 23340/44000 | Loss: 2.9718 | LR: 2.32e-04 | 1322.9ms/step | 15.1 samples/s +Step 23350/44000 | Loss: 2.9612 | LR: 2.32e-04 | 1324.2ms/step | 15.1 samples/s +Step 23360/44000 | Loss: 2.9647 | LR: 2.32e-04 | 1321.4ms/step | 15.1 samples/s +Step 23370/44000 | Loss: 2.9927 | LR: 2.32e-04 | 1324.6ms/step | 15.1 samples/s +Step 23380/44000 | Loss: 2.9773 | LR: 2.32e-04 | 1322.1ms/step | 15.1 samples/s +Step 23390/44000 | Loss: 2.9930 | LR: 2.32e-04 | 1320.6ms/step | 15.1 samples/s +Step 23400/44000 | Loss: 2.9898 | LR: 2.31e-04 | 1325.1ms/step | 15.1 samples/s +Step 23410/44000 | Loss: 2.9981 | LR: 2.31e-04 | 1321.9ms/step | 15.1 samples/s +Step 23420/44000 | Loss: 2.9687 | LR: 2.31e-04 | 1324.8ms/step | 15.1 samples/s +Step 23430/44000 | Loss: 2.9857 | LR: 2.31e-04 | 1317.2ms/step | 15.2 samples/s +Step 23440/44000 | Loss: 3.0129 | LR: 2.31e-04 | 1317.9ms/step | 15.2 samples/s +Step 23450/44000 | Loss: 2.9465 | LR: 2.30e-04 | 1317.6ms/step | 15.2 samples/s +Step 23460/44000 | Loss: 2.9821 | LR: 2.30e-04 | 1319.1ms/step | 15.2 samples/s +Step 23470/44000 | Loss: 2.9862 | LR: 2.30e-04 | 1321.6ms/step | 15.1 samples/s +Step 23480/44000 | Loss: 2.9965 | LR: 2.30e-04 | 1320.6ms/step | 15.1 samples/s +Step 23490/44000 | Loss: 3.0057 | LR: 2.30e-04 | 1322.8ms/step | 15.1 samples/s +Step 23500/44000 | Loss: 2.9652 | LR: 2.30e-04 | 1325.0ms/step | 15.1 samples/s +Validation at step 23500: Loss = 2.9794, Perplexity = 19.68 +Step 23510/44000 | Loss: 2.9843 | LR: 2.29e-04 | 3551.7ms/step | 5.6 samples/s +Step 23520/44000 | Loss: 2.9687 | LR: 2.29e-04 | 1324.5ms/step | 15.1 samples/s +Step 23530/44000 | Loss: 2.9694 | LR: 2.29e-04 | 1325.3ms/step | 15.1 samples/s +Step 23540/44000 | Loss: 3.0001 | LR: 2.29e-04 | 1331.4ms/step | 15.0 samples/s +Step 23550/44000 | Loss: 2.9631 | LR: 2.29e-04 | 1323.7ms/step | 15.1 samples/s +Step 23560/44000 | Loss: 3.0007 | LR: 2.29e-04 | 1323.2ms/step | 15.1 samples/s +Step 23570/44000 | Loss: 2.9482 | LR: 2.28e-04 | 1318.6ms/step | 15.2 samples/s +Step 23580/44000 | Loss: 2.9587 | LR: 2.28e-04 | 1318.2ms/step | 15.2 samples/s +Step 23590/44000 | Loss: 2.9587 | LR: 2.28e-04 | 1321.0ms/step | 15.1 samples/s +Step 23600/44000 | Loss: 2.9851 | LR: 2.28e-04 | 1318.2ms/step | 15.2 samples/s +Step 23610/44000 | Loss: 2.9764 | LR: 2.28e-04 | 1322.4ms/step | 15.1 samples/s +Step 23620/44000 | Loss: 2.9900 | LR: 2.27e-04 | 1321.5ms/step | 15.1 samples/s +Step 23630/44000 | Loss: 2.9964 | LR: 2.27e-04 | 1325.6ms/step | 15.1 samples/s +Step 23640/44000 | Loss: 2.9533 | LR: 2.27e-04 | 1320.9ms/step | 15.1 samples/s +Step 23650/44000 | Loss: 2.9204 | LR: 2.27e-04 | 1325.4ms/step | 15.1 samples/s +Step 23660/44000 | Loss: 2.9679 | LR: 2.27e-04 | 1325.3ms/step | 15.1 samples/s +Step 23670/44000 | Loss: 2.9433 | LR: 2.27e-04 | 1321.7ms/step | 15.1 samples/s +Step 23680/44000 | Loss: 2.9566 | LR: 2.26e-04 | 1322.1ms/step | 15.1 samples/s +Step 23690/44000 | Loss: 2.9358 | LR: 2.26e-04 | 1319.2ms/step | 15.2 samples/s +Step 23700/44000 | Loss: 2.9843 | LR: 2.26e-04 | 1322.3ms/step | 15.1 samples/s +Step 23710/44000 | Loss: 2.9636 | LR: 2.26e-04 | 1324.2ms/step | 15.1 samples/s +Step 23720/44000 | Loss: 2.9847 | LR: 2.26e-04 | 1319.7ms/step | 15.2 samples/s +Step 23730/44000 | Loss: 2.9226 | LR: 2.25e-04 | 1322.9ms/step | 15.1 samples/s +Step 23740/44000 | Loss: 2.9759 | LR: 2.25e-04 | 1322.5ms/step | 15.1 samples/s +Step 23750/44000 | Loss: 2.9364 | LR: 2.25e-04 | 1320.9ms/step | 15.1 samples/s +Validation at step 23750: Loss = 2.9767, Perplexity = 19.62 +Step 23760/44000 | Loss: 2.9721 | LR: 2.25e-04 | 3546.9ms/step | 5.6 samples/s +Step 23770/44000 | Loss: 2.9660 | LR: 2.25e-04 | 1320.5ms/step | 15.1 samples/s +Step 23780/44000 | Loss: 2.9896 | LR: 2.25e-04 | 1325.4ms/step | 15.1 samples/s +Step 23790/44000 | Loss: 2.9944 | LR: 2.24e-04 | 1321.7ms/step | 15.1 samples/s +Step 23800/44000 | Loss: 2.9760 | LR: 2.24e-04 | 1322.1ms/step | 15.1 samples/s +Step 23810/44000 | Loss: 2.9489 | LR: 2.24e-04 | 1327.0ms/step | 15.1 samples/s +Step 23820/44000 | Loss: 2.9613 | LR: 2.24e-04 | 1326.4ms/step | 15.1 samples/s +Step 23830/44000 | Loss: 2.9947 | LR: 2.24e-04 | 1324.4ms/step | 15.1 samples/s +Step 23840/44000 | Loss: 2.9852 | LR: 2.23e-04 | 1324.5ms/step | 15.1 samples/s +Step 23850/44000 | Loss: 2.9510 | LR: 2.23e-04 | 1324.8ms/step | 15.1 samples/s +Step 23860/44000 | Loss: 2.9636 | LR: 2.23e-04 | 1325.5ms/step | 15.1 samples/s +Step 23870/44000 | Loss: 2.9687 | LR: 2.23e-04 | 1324.1ms/step | 15.1 samples/s +Step 23880/44000 | Loss: 3.0064 | LR: 2.23e-04 | 1321.1ms/step | 15.1 samples/s +Step 23890/44000 | Loss: 2.9621 | LR: 2.23e-04 | 1321.6ms/step | 15.1 samples/s +Step 23900/44000 | Loss: 2.9504 | LR: 2.22e-04 | 1320.9ms/step | 15.1 samples/s +Step 23910/44000 | Loss: 2.9654 | LR: 2.22e-04 | 1324.0ms/step | 15.1 samples/s +Step 23920/44000 | Loss: 2.9676 | LR: 2.22e-04 | 1321.1ms/step | 15.1 samples/s +Step 23930/44000 | Loss: 2.9582 | LR: 2.22e-04 | 1321.2ms/step | 15.1 samples/s +Step 23940/44000 | Loss: 2.9571 | LR: 2.22e-04 | 1328.1ms/step | 15.1 samples/s +Step 23950/44000 | Loss: 2.9706 | LR: 2.21e-04 | 1327.8ms/step | 15.1 samples/s +Step 23960/44000 | Loss: 2.9859 | LR: 2.21e-04 | 1328.3ms/step | 15.1 samples/s +Step 23970/44000 | Loss: 2.9832 | LR: 2.21e-04 | 1326.0ms/step | 15.1 samples/s +Step 23980/44000 | Loss: 2.9827 | LR: 2.21e-04 | 1324.5ms/step | 15.1 samples/s +Step 23990/44000 | Loss: 2.9591 | LR: 2.21e-04 | 1320.9ms/step | 15.1 samples/s +Step 24000/44000 | Loss: 2.9630 | LR: 2.21e-04 | 1319.7ms/step | 15.2 samples/s +Validation at step 24000: Loss = 2.9755, Perplexity = 19.60 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-24000 +Step 24010/44000 | Loss: 2.9740 | LR: 2.20e-04 | 3846.4ms/step | 5.2 samples/s +Step 24020/44000 | Loss: 2.9437 | LR: 2.20e-04 | 1324.5ms/step | 15.1 samples/s +Step 24030/44000 | Loss: 3.0026 | LR: 2.20e-04 | 1322.3ms/step | 15.1 samples/s +Step 24040/44000 | Loss: 2.9431 | LR: 2.20e-04 | 1326.2ms/step | 15.1 samples/s +Step 24050/44000 | Loss: 2.9446 | LR: 2.20e-04 | 1321.4ms/step | 15.1 samples/s +Step 24060/44000 | Loss: 3.0237 | LR: 2.19e-04 | 1316.4ms/step | 15.2 samples/s +Step 24070/44000 | Loss: 2.9757 | LR: 2.19e-04 | 1322.7ms/step | 15.1 samples/s +Step 24080/44000 | Loss: 2.9651 | LR: 2.19e-04 | 1319.4ms/step | 15.2 samples/s +Step 24090/44000 | Loss: 3.0076 | LR: 2.19e-04 | 1315.4ms/step | 15.2 samples/s +Step 24100/44000 | Loss: 2.9714 | LR: 2.19e-04 | 1318.2ms/step | 15.2 samples/s +Step 24110/44000 | Loss: 2.9896 | LR: 2.19e-04 | 1317.6ms/step | 15.2 samples/s +Step 24120/44000 | Loss: 2.9789 | LR: 2.18e-04 | 1317.1ms/step | 15.2 samples/s +Step 24130/44000 | Loss: 2.9986 | LR: 2.18e-04 | 1316.4ms/step | 15.2 samples/s +Step 24140/44000 | Loss: 2.9686 | LR: 2.18e-04 | 1313.9ms/step | 15.2 samples/s +Step 24150/44000 | Loss: 2.9699 | LR: 2.18e-04 | 1314.2ms/step | 15.2 samples/s +Step 24160/44000 | Loss: 2.9709 | LR: 2.18e-04 | 1315.7ms/step | 15.2 samples/s +Step 24170/44000 | Loss: 2.9778 | LR: 2.17e-04 | 1320.1ms/step | 15.2 samples/s +Step 24180/44000 | Loss: 2.9752 | LR: 2.17e-04 | 1322.8ms/step | 15.1 samples/s +Step 24190/44000 | Loss: 2.9896 | LR: 2.17e-04 | 1323.1ms/step | 15.1 samples/s +Step 24200/44000 | Loss: 2.9639 | LR: 2.17e-04 | 1322.9ms/step | 15.1 samples/s +Step 24210/44000 | Loss: 2.9614 | LR: 2.17e-04 | 1328.2ms/step | 15.1 samples/s +Step 24220/44000 | Loss: 2.9737 | LR: 2.17e-04 | 1324.7ms/step | 15.1 samples/s +Step 24230/44000 | Loss: 2.9866 | LR: 2.16e-04 | 1325.6ms/step | 15.1 samples/s +Step 24240/44000 | Loss: 2.9892 | LR: 2.16e-04 | 1324.5ms/step | 15.1 samples/s +Step 24250/44000 | Loss: 2.9922 | LR: 2.16e-04 | 1324.2ms/step | 15.1 samples/s +Validation at step 24250: Loss = 2.9727, Perplexity = 19.54 +Step 24260/44000 | Loss: 2.9613 | LR: 2.16e-04 | 3544.7ms/step | 5.6 samples/s +Step 24270/44000 | Loss: 2.9700 | LR: 2.16e-04 | 1324.6ms/step | 15.1 samples/s +Step 24280/44000 | Loss: 2.9651 | LR: 2.16e-04 | 1322.4ms/step | 15.1 samples/s +Step 24290/44000 | Loss: 2.9715 | LR: 2.15e-04 | 1324.0ms/step | 15.1 samples/s +Step 24300/44000 | Loss: 2.9799 | LR: 2.15e-04 | 1323.7ms/step | 15.1 samples/s +Step 24310/44000 | Loss: 2.9795 | LR: 2.15e-04 | 1324.2ms/step | 15.1 samples/s +Step 24320/44000 | Loss: 2.9632 | LR: 2.15e-04 | 1320.5ms/step | 15.1 samples/s +Step 24330/44000 | Loss: 2.9573 | LR: 2.15e-04 | 1322.9ms/step | 15.1 samples/s +Step 24340/44000 | Loss: 2.9414 | LR: 2.14e-04 | 1323.5ms/step | 15.1 samples/s +Step 24350/44000 | Loss: 2.9931 | LR: 2.14e-04 | 1323.1ms/step | 15.1 samples/s +Step 24360/44000 | Loss: 2.9755 | LR: 2.14e-04 | 1324.5ms/step | 15.1 samples/s +Step 24370/44000 | Loss: 2.9814 | LR: 2.14e-04 | 1326.2ms/step | 15.1 samples/s +Step 24380/44000 | Loss: 2.9581 | LR: 2.14e-04 | 1326.5ms/step | 15.1 samples/s +Step 24390/44000 | Loss: 2.9261 | LR: 2.14e-04 | 1327.4ms/step | 15.1 samples/s +Step 24400/44000 | Loss: 2.9766 | LR: 2.13e-04 | 1323.8ms/step | 15.1 samples/s +Step 24410/44000 | Loss: 2.9591 | LR: 2.13e-04 | 1323.6ms/step | 15.1 samples/s +Step 24420/44000 | Loss: 2.9555 | LR: 2.13e-04 | 1322.3ms/step | 15.1 samples/s +Step 24430/44000 | Loss: 2.9384 | LR: 2.13e-04 | 1323.8ms/step | 15.1 samples/s +Step 24440/44000 | Loss: 2.9400 | LR: 2.13e-04 | 1325.7ms/step | 15.1 samples/s +Step 24450/44000 | Loss: 2.9722 | LR: 2.12e-04 | 1329.0ms/step | 15.0 samples/s +Step 24460/44000 | Loss: 2.9482 | LR: 2.12e-04 | 1325.1ms/step | 15.1 samples/s +Step 24470/44000 | Loss: 2.9478 | LR: 2.12e-04 | 1322.8ms/step | 15.1 samples/s +Step 24480/44000 | Loss: 2.9856 | LR: 2.12e-04 | 1322.8ms/step | 15.1 samples/s +Step 24490/44000 | Loss: 2.9627 | LR: 2.12e-04 | 1323.5ms/step | 15.1 samples/s +Step 24500/44000 | Loss: 2.9652 | LR: 2.12e-04 | 1320.4ms/step | 15.1 samples/s +Validation at step 24500: Loss = 2.9712, Perplexity = 19.52 +Step 24510/44000 | Loss: 2.9966 | LR: 2.11e-04 | 3548.4ms/step | 5.6 samples/s +Step 24520/44000 | Loss: 2.9872 | LR: 2.11e-04 | 1323.3ms/step | 15.1 samples/s +Step 24530/44000 | Loss: 2.9619 | LR: 2.11e-04 | 1326.1ms/step | 15.1 samples/s +Step 24540/44000 | Loss: 2.9442 | LR: 2.11e-04 | 1326.0ms/step | 15.1 samples/s +Step 24550/44000 | Loss: 2.9784 | LR: 2.11e-04 | 1324.7ms/step | 15.1 samples/s +Step 24560/44000 | Loss: 2.9714 | LR: 2.10e-04 | 1321.2ms/step | 15.1 samples/s +Step 24570/44000 | Loss: 2.9556 | LR: 2.10e-04 | 1323.8ms/step | 15.1 samples/s +Step 24580/44000 | Loss: 2.9565 | LR: 2.10e-04 | 1324.0ms/step | 15.1 samples/s +Step 24590/44000 | Loss: 2.9700 | LR: 2.10e-04 | 1324.7ms/step | 15.1 samples/s +Step 24600/44000 | Loss: 2.9603 | LR: 2.10e-04 | 1323.4ms/step | 15.1 samples/s +Step 24610/44000 | Loss: 2.9760 | LR: 2.10e-04 | 1319.7ms/step | 15.2 samples/s +Step 24620/44000 | Loss: 2.9598 | LR: 2.09e-04 | 1317.6ms/step | 15.2 samples/s +Step 24630/44000 | Loss: 2.9253 | LR: 2.09e-04 | 1317.2ms/step | 15.2 samples/s +Step 24640/44000 | Loss: 2.9260 | LR: 2.09e-04 | 1321.9ms/step | 15.1 samples/s +Step 24650/44000 | Loss: 2.9376 | LR: 2.09e-04 | 1321.2ms/step | 15.1 samples/s +Step 24660/44000 | Loss: 2.9992 | LR: 2.09e-04 | 1323.1ms/step | 15.1 samples/s +Step 24670/44000 | Loss: 2.9458 | LR: 2.09e-04 | 1322.7ms/step | 15.1 samples/s +Step 24680/44000 | Loss: 2.9690 | LR: 2.08e-04 | 1321.5ms/step | 15.1 samples/s +Step 24690/44000 | Loss: 2.9492 | LR: 2.08e-04 | 1317.1ms/step | 15.2 samples/s +Step 24700/44000 | Loss: 2.9791 | LR: 2.08e-04 | 1318.9ms/step | 15.2 samples/s +Step 24710/44000 | Loss: 2.9757 | LR: 2.08e-04 | 1321.9ms/step | 15.1 samples/s +Step 24720/44000 | Loss: 2.9680 | LR: 2.08e-04 | 1325.1ms/step | 15.1 samples/s +Step 24730/44000 | Loss: 2.9787 | LR: 2.07e-04 | 1325.4ms/step | 15.1 samples/s +Step 24740/44000 | Loss: 2.9309 | LR: 2.07e-04 | 1322.6ms/step | 15.1 samples/s +Step 24750/44000 | Loss: 2.9359 | LR: 2.07e-04 | 1322.3ms/step | 15.1 samples/s +Validation at step 24750: Loss = 2.9693, Perplexity = 19.48 +Step 24760/44000 | Loss: 2.9561 | LR: 2.07e-04 | 3541.7ms/step | 5.6 samples/s +Step 24770/44000 | Loss: 2.9875 | LR: 2.07e-04 | 1323.4ms/step | 15.1 samples/s +Step 24780/44000 | Loss: 3.0040 | LR: 2.07e-04 | 1326.2ms/step | 15.1 samples/s +Step 24790/44000 | Loss: 2.9595 | LR: 2.06e-04 | 1324.2ms/step | 15.1 samples/s +Step 24800/44000 | Loss: 2.9507 | LR: 2.06e-04 | 1326.2ms/step | 15.1 samples/s +Step 24810/44000 | Loss: 2.9467 | LR: 2.06e-04 | 1322.2ms/step | 15.1 samples/s +Step 24820/44000 | Loss: 2.9817 | LR: 2.06e-04 | 1319.6ms/step | 15.2 samples/s +Step 24830/44000 | Loss: 2.9864 | LR: 2.06e-04 | 1318.1ms/step | 15.2 samples/s +Step 24840/44000 | Loss: 2.9402 | LR: 2.05e-04 | 1317.6ms/step | 15.2 samples/s +Step 24850/44000 | Loss: 3.0061 | LR: 2.05e-04 | 1317.2ms/step | 15.2 samples/s +Step 24860/44000 | Loss: 2.9547 | LR: 2.05e-04 | 1319.8ms/step | 15.2 samples/s +Step 24870/44000 | Loss: 2.9431 | LR: 2.05e-04 | 1319.8ms/step | 15.2 samples/s +Step 24880/44000 | Loss: 2.9895 | LR: 2.05e-04 | 1318.4ms/step | 15.2 samples/s +Step 24890/44000 | Loss: 2.9663 | LR: 2.05e-04 | 1317.9ms/step | 15.2 samples/s +Step 24900/44000 | Loss: 2.9664 | LR: 2.04e-04 | 1319.4ms/step | 15.2 samples/s +Step 24910/44000 | Loss: 2.9662 | LR: 2.04e-04 | 1319.7ms/step | 15.2 samples/s +Step 24920/44000 | Loss: 2.9935 | LR: 2.04e-04 | 1316.6ms/step | 15.2 samples/s +Step 24930/44000 | Loss: 2.9488 | LR: 2.04e-04 | 1317.0ms/step | 15.2 samples/s +Step 24940/44000 | Loss: 2.9484 | LR: 2.04e-04 | 1318.9ms/step | 15.2 samples/s +Step 24950/44000 | Loss: 2.9686 | LR: 2.04e-04 | 1317.0ms/step | 15.2 samples/s +Step 24960/44000 | Loss: 2.9493 | LR: 2.03e-04 | 1321.0ms/step | 15.1 samples/s +Step 24970/44000 | Loss: 2.9766 | LR: 2.03e-04 | 1317.6ms/step | 15.2 samples/s +Step 24980/44000 | Loss: 2.9616 | LR: 2.03e-04 | 1317.2ms/step | 15.2 samples/s +Step 24990/44000 | Loss: 2.9655 | LR: 2.03e-04 | 1315.9ms/step | 15.2 samples/s +Step 25000/44000 | Loss: 2.9655 | LR: 2.03e-04 | 1321.1ms/step | 15.1 samples/s +Validation at step 25000: Loss = 2.9674, Perplexity = 19.44 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-25000 +Step 25010/44000 | Loss: 2.9501 | LR: 2.02e-04 | 3836.5ms/step | 5.2 samples/s +Step 25020/44000 | Loss: 2.9623 | LR: 2.02e-04 | 1327.6ms/step | 15.1 samples/s +Step 25030/44000 | Loss: 2.9512 | LR: 2.02e-04 | 1326.4ms/step | 15.1 samples/s +Step 25040/44000 | Loss: 2.9472 | LR: 2.02e-04 | 1322.3ms/step | 15.1 samples/s +Step 25050/44000 | Loss: 2.9588 | LR: 2.02e-04 | 1325.8ms/step | 15.1 samples/s +Step 25060/44000 | Loss: 2.9497 | LR: 2.02e-04 | 1325.3ms/step | 15.1 samples/s +Step 25070/44000 | Loss: 2.9592 | LR: 2.01e-04 | 1324.0ms/step | 15.1 samples/s +Step 25080/44000 | Loss: 2.9706 | LR: 2.01e-04 | 1326.2ms/step | 15.1 samples/s +Step 25090/44000 | Loss: 2.9963 | LR: 2.01e-04 | 1325.7ms/step | 15.1 samples/s +Step 25100/44000 | Loss: 2.9591 | LR: 2.01e-04 | 1325.2ms/step | 15.1 samples/s +Step 25110/44000 | Loss: 2.9675 | LR: 2.01e-04 | 1324.8ms/step | 15.1 samples/s +Step 25120/44000 | Loss: 2.9897 | LR: 2.00e-04 | 1320.3ms/step | 15.1 samples/s +Step 25130/44000 | Loss: 2.9697 | LR: 2.00e-04 | 1324.7ms/step | 15.1 samples/s +Step 25140/44000 | Loss: 2.9651 | LR: 2.00e-04 | 1322.0ms/step | 15.1 samples/s +Step 25150/44000 | Loss: 2.9719 | LR: 2.00e-04 | 1324.6ms/step | 15.1 samples/s +Step 25160/44000 | Loss: 2.9900 | LR: 2.00e-04 | 1324.7ms/step | 15.1 samples/s +Step 25170/44000 | Loss: 2.9314 | LR: 2.00e-04 | 1322.3ms/step | 15.1 samples/s +Step 25180/44000 | Loss: 2.9543 | LR: 1.99e-04 | 1326.6ms/step | 15.1 samples/s +Step 25190/44000 | Loss: 2.9676 | LR: 1.99e-04 | 1327.5ms/step | 15.1 samples/s +Step 25200/44000 | Loss: 2.9651 | LR: 1.99e-04 | 1323.6ms/step | 15.1 samples/s +Step 25210/44000 | Loss: 2.9813 | LR: 1.99e-04 | 1323.5ms/step | 15.1 samples/s +Step 25220/44000 | Loss: 2.9526 | LR: 1.99e-04 | 1322.7ms/step | 15.1 samples/s +Step 25230/44000 | Loss: 2.9677 | LR: 1.99e-04 | 1325.5ms/step | 15.1 samples/s +Step 25240/44000 | Loss: 2.9515 | LR: 1.98e-04 | 1323.6ms/step | 15.1 samples/s +Step 25250/44000 | Loss: 2.9259 | LR: 1.98e-04 | 1320.8ms/step | 15.1 samples/s +Validation at step 25250: Loss = 2.9655, Perplexity = 19.40 +Step 25260/44000 | Loss: 2.9547 | LR: 1.98e-04 | 3547.5ms/step | 5.6 samples/s +Step 25270/44000 | Loss: 2.9952 | LR: 1.98e-04 | 1324.6ms/step | 15.1 samples/s +Step 25280/44000 | Loss: 2.9560 | LR: 1.98e-04 | 1324.3ms/step | 15.1 samples/s +Step 25290/44000 | Loss: 2.9787 | LR: 1.97e-04 | 1324.9ms/step | 15.1 samples/s +Step 25300/44000 | Loss: 2.9738 | LR: 1.97e-04 | 1324.4ms/step | 15.1 samples/s +Step 25310/44000 | Loss: 2.9794 | LR: 1.97e-04 | 1322.5ms/step | 15.1 samples/s +Step 25320/44000 | Loss: 2.9549 | LR: 1.97e-04 | 1324.5ms/step | 15.1 samples/s +Step 25330/44000 | Loss: 2.9140 | LR: 1.97e-04 | 1325.0ms/step | 15.1 samples/s +Step 25340/44000 | Loss: 2.9693 | LR: 1.97e-04 | 1322.6ms/step | 15.1 samples/s +Step 25350/44000 | Loss: 2.9322 | LR: 1.96e-04 | 1323.0ms/step | 15.1 samples/s +Step 25360/44000 | Loss: 2.9799 | LR: 1.96e-04 | 1323.2ms/step | 15.1 samples/s +Step 25370/44000 | Loss: 2.9705 | LR: 1.96e-04 | 1323.0ms/step | 15.1 samples/s +Step 25380/44000 | Loss: 2.9574 | LR: 1.96e-04 | 1324.1ms/step | 15.1 samples/s +Step 25390/44000 | Loss: 2.9503 | LR: 1.96e-04 | 1324.9ms/step | 15.1 samples/s +Step 25400/44000 | Loss: 2.9623 | LR: 1.96e-04 | 1327.2ms/step | 15.1 samples/s +Step 25410/44000 | Loss: 2.9789 | LR: 1.95e-04 | 1322.2ms/step | 15.1 samples/s +Step 25420/44000 | Loss: 2.9919 | LR: 1.95e-04 | 1323.5ms/step | 15.1 samples/s +Step 25430/44000 | Loss: 2.9495 | LR: 1.95e-04 | 1321.8ms/step | 15.1 samples/s +Step 25440/44000 | Loss: 2.9572 | LR: 1.95e-04 | 1325.7ms/step | 15.1 samples/s +Step 25450/44000 | Loss: 2.9564 | LR: 1.95e-04 | 1323.9ms/step | 15.1 samples/s +Step 25460/44000 | Loss: 2.9707 | LR: 1.94e-04 | 1322.6ms/step | 15.1 samples/s +Step 25470/44000 | Loss: 2.9566 | LR: 1.94e-04 | 1323.6ms/step | 15.1 samples/s +Step 25480/44000 | Loss: 2.9541 | LR: 1.94e-04 | 1321.2ms/step | 15.1 samples/s +Step 25490/44000 | Loss: 2.9519 | LR: 1.94e-04 | 1324.5ms/step | 15.1 samples/s +Step 25500/44000 | Loss: 2.9677 | LR: 1.94e-04 | 1318.8ms/step | 15.2 samples/s +Validation at step 25500: Loss = 2.9638, Perplexity = 19.37 +Step 25510/44000 | Loss: 2.9743 | LR: 1.94e-04 | 3543.8ms/step | 5.6 samples/s +Step 25520/44000 | Loss: 2.9516 | LR: 1.93e-04 | 1324.5ms/step | 15.1 samples/s +Step 25530/44000 | Loss: 2.9885 | LR: 1.93e-04 | 1326.2ms/step | 15.1 samples/s +Step 25540/44000 | Loss: 2.9405 | LR: 1.93e-04 | 1324.5ms/step | 15.1 samples/s +Step 25550/44000 | Loss: 2.9609 | LR: 1.93e-04 | 1321.9ms/step | 15.1 samples/s +Step 25560/44000 | Loss: 2.9266 | LR: 1.93e-04 | 1325.5ms/step | 15.1 samples/s +Step 25570/44000 | Loss: 2.9633 | LR: 1.92e-04 | 1325.8ms/step | 15.1 samples/s +Step 25580/44000 | Loss: 2.9705 | LR: 1.92e-04 | 1322.2ms/step | 15.1 samples/s +Step 25590/44000 | Loss: 2.9479 | LR: 1.92e-04 | 1325.6ms/step | 15.1 samples/s +Step 25600/44000 | Loss: 2.9645 | LR: 1.92e-04 | 1325.2ms/step | 15.1 samples/s +Step 25610/44000 | Loss: 2.9663 | LR: 1.92e-04 | 1322.8ms/step | 15.1 samples/s +Step 25620/44000 | Loss: 2.9695 | LR: 1.92e-04 | 1322.0ms/step | 15.1 samples/s +Step 25630/44000 | Loss: 2.9633 | LR: 1.91e-04 | 1320.1ms/step | 15.1 samples/s +Step 25640/44000 | Loss: 2.9500 | LR: 1.91e-04 | 1325.5ms/step | 15.1 samples/s +Step 25650/44000 | Loss: 2.9330 | LR: 1.91e-04 | 1318.1ms/step | 15.2 samples/s +Step 25660/44000 | Loss: 2.9856 | LR: 1.91e-04 | 1324.4ms/step | 15.1 samples/s +Step 25670/44000 | Loss: 2.9687 | LR: 1.91e-04 | 1324.7ms/step | 15.1 samples/s +Step 25680/44000 | Loss: 2.9490 | LR: 1.91e-04 | 1319.6ms/step | 15.2 samples/s +Step 25690/44000 | Loss: 2.9595 | LR: 1.90e-04 | 1320.8ms/step | 15.1 samples/s +Step 25700/44000 | Loss: 2.9633 | LR: 1.90e-04 | 1324.6ms/step | 15.1 samples/s +Step 25710/44000 | Loss: 2.9334 | LR: 1.90e-04 | 1321.8ms/step | 15.1 samples/s +Step 25720/44000 | Loss: 2.9448 | LR: 1.90e-04 | 1323.5ms/step | 15.1 samples/s +Step 25730/44000 | Loss: 2.9513 | LR: 1.90e-04 | 1322.7ms/step | 15.1 samples/s +Step 25740/44000 | Loss: 2.9448 | LR: 1.89e-04 | 1324.7ms/step | 15.1 samples/s +Step 25750/44000 | Loss: 2.9594 | LR: 1.89e-04 | 1320.3ms/step | 15.1 samples/s +Validation at step 25750: Loss = 2.9624, Perplexity = 19.34 +Step 25760/44000 | Loss: 2.9411 | LR: 1.89e-04 | 3542.5ms/step | 5.6 samples/s +Step 25770/44000 | Loss: 2.9629 | LR: 1.89e-04 | 1323.3ms/step | 15.1 samples/s +Step 25780/44000 | Loss: 2.9743 | LR: 1.89e-04 | 1322.7ms/step | 15.1 samples/s +Step 25790/44000 | Loss: 2.9895 | LR: 1.89e-04 | 1325.1ms/step | 15.1 samples/s +Step 25800/44000 | Loss: 2.9709 | LR: 1.88e-04 | 1322.5ms/step | 15.1 samples/s +Step 25810/44000 | Loss: 2.9312 | LR: 1.88e-04 | 1322.0ms/step | 15.1 samples/s +Step 25820/44000 | Loss: 2.9647 | LR: 1.88e-04 | 1326.4ms/step | 15.1 samples/s +Step 25830/44000 | Loss: 2.9585 | LR: 1.88e-04 | 1322.2ms/step | 15.1 samples/s +Step 25840/44000 | Loss: 2.9650 | LR: 1.88e-04 | 1325.0ms/step | 15.1 samples/s +Step 25850/44000 | Loss: 2.9866 | LR: 1.88e-04 | 1326.0ms/step | 15.1 samples/s +Step 25860/44000 | Loss: 2.9353 | LR: 1.87e-04 | 1327.5ms/step | 15.1 samples/s +Step 25870/44000 | Loss: 2.9661 | LR: 1.87e-04 | 1324.2ms/step | 15.1 samples/s +Step 25880/44000 | Loss: 2.9720 | LR: 1.87e-04 | 1323.9ms/step | 15.1 samples/s +Step 25890/44000 | Loss: 2.9357 | LR: 1.87e-04 | 1325.8ms/step | 15.1 samples/s +Step 25900/44000 | Loss: 2.9224 | LR: 1.87e-04 | 1325.2ms/step | 15.1 samples/s +Step 25910/44000 | Loss: 2.9661 | LR: 1.87e-04 | 1325.2ms/step | 15.1 samples/s +Step 25920/44000 | Loss: 2.9598 | LR: 1.86e-04 | 1326.9ms/step | 15.1 samples/s +Step 25930/44000 | Loss: 2.9379 | LR: 1.86e-04 | 1325.3ms/step | 15.1 samples/s +Step 25940/44000 | Loss: 2.9353 | LR: 1.86e-04 | 1325.8ms/step | 15.1 samples/s +Step 25950/44000 | Loss: 2.9622 | LR: 1.86e-04 | 1326.0ms/step | 15.1 samples/s +Step 25960/44000 | Loss: 2.9538 | LR: 1.86e-04 | 1330.2ms/step | 15.0 samples/s +Step 25970/44000 | Loss: 2.9582 | LR: 1.85e-04 | 1325.1ms/step | 15.1 samples/s +Step 25980/44000 | Loss: 2.9545 | LR: 1.85e-04 | 1322.0ms/step | 15.1 samples/s +Step 25990/44000 | Loss: 2.9379 | LR: 1.85e-04 | 1325.3ms/step | 15.1 samples/s +Step 26000/44000 | Loss: 2.9530 | LR: 1.85e-04 | 1325.6ms/step | 15.1 samples/s +Validation at step 26000: Loss = 2.9607, Perplexity = 19.31 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed44/run_20260821_180828/checkpoint-26000 +Step 26010/44000 | Loss: 2.9096 | LR: 1.85e-04 | 3861.3ms/step | 5.2 samples/s +Step 26020/44000 | Loss: 2.9755 | LR: 1.85e-04 | 1325.1ms/step | 15.1 samples/s +Step 26030/44000 | Loss: 2.9360 | LR: 1.84e-04 | 1323.9ms/step | 15.1 samples/s +Step 26040/44000 | Loss: 2.9501 | LR: 1.84e-04 | 1328.4ms/step | 15.1 samples/s +Step 26050/44000 | Loss: 2.9581 | LR: 1.84e-04 | 1325.4ms/step | 15.1 samples/s +Step 26060/44000 | Loss: 2.9618 | LR: 1.84e-04 | 1324.0ms/step | 15.1 samples/s +Step 26070/44000 | Loss: 2.9172 | LR: 1.84e-04 | 1324.7ms/step | 15.1 samples/s +Step 26080/44000 | Loss: 2.9352 | LR: 1.84e-04 | 1323.2ms/step | 15.1 samples/s +Step 26090/44000 | Loss: 2.9655 | LR: 1.83e-04 | 1320.0ms/step | 15.2 samples/s +Step 26100/44000 | Loss: 2.9377 | LR: 1.83e-04 | 1321.4ms/step | 15.1 samples/s diff --git a/epfl_final/SparseAtt/wandb/run-20260821_181107-27rw10jv/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260821_181107-27rw10jv/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c3e38c4cce87cb53d52f45f6ac8cbf8688a7d92 --- /dev/null +++ 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request sent","status":"200 OK"} diff --git a/epfl_final/SparseAtt/wandb/run-20260821_181107-27rw10jv/logs/debug.log b/epfl_final/SparseAtt/wandb/run-20260821_181107-27rw10jv/logs/debug.log new file mode 100644 index 0000000000000000000000000000000000000000..c9ab401535e1cc57804abdbff8f8451bd41c3cc9 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260821_181107-27rw10jv/logs/debug.log @@ -0,0 +1,19 @@ +2026-08-21 18:11:07,412 INFO MainThread:659 [wandb_setup.py:_flush():81] Current SDK version is 0.26.1 +2026-08-21 18:11:07,412 INFO MainThread:659 [wandb_setup.py:_flush():81] Configure stats pid to 659 +2026-08-21 18:11:07,412 INFO MainThread:659 [wandb_setup.py:_flush():81] Loading settings from environment variables +2026-08-21 18:11:07,412 INFO MainThread:659 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260821_181107-27rw10jv/logs/debug.log +2026-08-21 18:11:07,412 INFO MainThread:659 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b/epfl_final/SparseAtt/wandb/run-20260822_042228-bsc91ke5/files/config.yaml @@ -0,0 +1,200 @@ +_wandb: + value: + cli_version: 0.26.1 + e: + 2965ctjxhzcf4kq80c3tij3pry7vnir9: + args: + - --config + - configs/p1_resume_h1004_20260822/l8k365m_static_nrb35_seed42.json + codePath: train.py + codePathLocal: train.py + cpu_count: 96 + cpu_count_logical: 192 + cudaVersion: "13.0" + disk: + /: + total: "9371709865984" + used: "6534294126592" + email: ruben.navasardyan@mail.utoronto.ca + executable: /mloscratch/homes/navasard/conda/bin/python + git: + commit: 5637886f0cc760009989b14e68c6ae06d4827418 + remote: https://github.com/rubentium/TokenPrune.git + gpu: NVIDIA H100 80GB HBM3 + gpu_count: 4 + gpu_nvidia: + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-37a1c6c2-d3df-3064-44df-33fa82304bd0 + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: 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+attention_dropout: + value: null +attention_type: + value: sparse_stochastic +checkpoint_activations: + value: false +dense_mode: + value: false +dense_step_intervals: + value: null +eval_batches: + value: 50 +eval_steps: + value: 250 +force_new_run: + value: false +gradient_accumulation_steps: + value: 10 +head_dim: + value: null +hidden_size: + value: 768 +init_from_scratch: + value: true +intermediate_size: + value: 3072 +learning_rate: + value: 0.0005 +logging_steps: + value: 10 +lr_scheduler: + value: cosine +max_grad_norm: + value: 1 +max_seq_length: + value: 8192 +max_steps: + value: 44000 +mixed_precision: + value: bf16 +model_dtype: + value: bfloat16 +model_path: + value: /mloscratch/homes/navasard/qwen3_06b_base +num_attention_heads: + value: 6 +num_epochs: + value: 1 +num_hidden_layers: + value: 28 +num_key_value_heads: + value: 2 +num_workers: + value: 8 +output_dir: + value: /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416 +per_device_batch_size: + value: 2 +resume_from_checkpoint: + value: /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-20000 +rope_train_position_scale_set: + value: null +save_steps: + value: 1000 +seed: + value: 42 +sparse_block_size: + value: 128 +sparse_layer_indices: + value: null +sparse_mask_cache_dir: + value: /mloscratch/homes/navasard/sparse/mask_cache_8k_static_nrb35_s1 +sparse_mask_pool_size: + value: 1 +sparse_mask_seed: + value: 1 +sparse_mixed_nrb_set: + value: null +sparse_num_random_blocks: + value: 35 +sparse_val_dense_compare: + value: false +strategy: + value: ddp +train_path: + value: /mloscratch/homes/navasard/data/fineweb_large/tokenized +val_path: + value: null +verbose: + value: true +wandb_enabled: + value: true +wandb_name: + value: P1 resume 365m static 8k nrb35 seed42 +wandb_project: + value: stochastic_sparsity +wandb_tags: + value: + - p1 + - structured-control + - qwen3 + - 365m + - 8k + - static + - nrb35 + - seed42 + - resume + - h1004 + - step20000 +warmup_steps: + value: 750 +weight_decay: + value: 0.01 diff --git a/epfl_final/SparseAtt/wandb/run-20260822_042228-bsc91ke5/files/output.log b/epfl_final/SparseAtt/wandb/run-20260822_042228-bsc91ke5/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..5d1ffaa54f89b0129c5711a726163ca340c6f53f --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260822_042228-bsc91ke5/files/output.log @@ -0,0 +1,2532 @@ +Starting training... +Validation at step 20000: Loss = 3.0139, Perplexity = 20.37 +wandb: WARNING Tried to log to step 20000 that is less than the current step 20071. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Switching attention mode for step 20001: sparse_stochastic (configured sparse attention) +Step 20010/44000 | Loss: 2.9866 | LR: 2.93e-04 | 50292.9ms/step | 0.4 samples/s +wandb: WARNING Tried to log to step 20010 that is less than the current step 20071. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20020/44000 | Loss: 3.0107 | LR: 2.93e-04 | 1292.2ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 20020 that is less than the current step 20071. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20030/44000 | Loss: 2.9833 | LR: 2.92e-04 | 1298.3ms/step | 15.4 samples/s +wandb: WARNING Tried to log to step 20030 that is less than the current step 20071. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20040/44000 | Loss: 2.9860 | LR: 2.92e-04 | 1299.8ms/step | 15.4 samples/s +wandb: WARNING Tried to log to step 20040 that is less than the current step 20071. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20050/44000 | Loss: 3.0036 | LR: 2.92e-04 | 1296.7ms/step | 15.4 samples/s +wandb: WARNING Tried to log to step 20050 that is less than the current step 20071. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20060/44000 | Loss: 2.9726 | LR: 2.92e-04 | 1298.9ms/step | 15.4 samples/s +wandb: WARNING Tried to log to step 20060 that is less than the current step 20071. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20070/44000 | Loss: 2.9971 | LR: 2.92e-04 | 1294.6ms/step | 15.4 samples/s +wandb: WARNING Tried to log to step 20070 that is less than the current step 20071. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20080/44000 | Loss: 2.9810 | LR: 2.91e-04 | 1295.8ms/step | 15.4 samples/s +Step 20090/44000 | Loss: 2.9875 | LR: 2.91e-04 | 1297.3ms/step | 15.4 samples/s +Step 20100/44000 | Loss: 3.0052 | LR: 2.91e-04 | 1301.2ms/step | 15.4 samples/s +Step 20110/44000 | Loss: 2.9981 | LR: 2.91e-04 | 1300.6ms/step | 15.4 samples/s +Step 20120/44000 | Loss: 3.0077 | LR: 2.91e-04 | 1302.3ms/step | 15.4 samples/s +Step 20130/44000 | Loss: 3.0031 | LR: 2.91e-04 | 1299.1ms/step | 15.4 samples/s +Step 20140/44000 | Loss: 3.0066 | LR: 2.90e-04 | 1299.9ms/step | 15.4 samples/s +Step 20150/44000 | Loss: 2.9926 | LR: 2.90e-04 | 1300.1ms/step | 15.4 samples/s +Step 20160/44000 | Loss: 3.0069 | LR: 2.90e-04 | 1300.0ms/step | 15.4 samples/s +Step 20170/44000 | Loss: 2.9622 | LR: 2.90e-04 | 1300.6ms/step | 15.4 samples/s +Step 20180/44000 | Loss: 2.9857 | LR: 2.90e-04 | 1297.9ms/step | 15.4 samples/s +Step 20190/44000 | Loss: 3.0126 | LR: 2.90e-04 | 1296.2ms/step | 15.4 samples/s +Step 20200/44000 | Loss: 2.9729 | LR: 2.89e-04 | 1295.8ms/step | 15.4 samples/s +Step 20210/44000 | Loss: 2.9640 | LR: 2.89e-04 | 1296.7ms/step | 15.4 samples/s +Step 20220/44000 | Loss: 3.0143 | LR: 2.89e-04 | 1295.1ms/step | 15.4 samples/s +Step 20230/44000 | Loss: 3.0000 | LR: 2.89e-04 | 1299.6ms/step | 15.4 samples/s +Step 20240/44000 | Loss: 3.0023 | LR: 2.89e-04 | 1300.0ms/step | 15.4 samples/s +Step 20250/44000 | Loss: 2.9861 | LR: 2.88e-04 | 1300.0ms/step | 15.4 samples/s +Validation at step 20250: Loss = 3.0112, Perplexity = 20.31 +Step 20260/44000 | Loss: 2.9548 | LR: 2.88e-04 | 3490.6ms/step | 5.7 samples/s +Step 20270/44000 | Loss: 3.0067 | LR: 2.88e-04 | 1300.2ms/step | 15.4 samples/s +Step 20280/44000 | Loss: 3.0028 | LR: 2.88e-04 | 1299.9ms/step | 15.4 samples/s +Step 20290/44000 | Loss: 2.9945 | LR: 2.88e-04 | 1301.0ms/step | 15.4 samples/s +Step 20300/44000 | Loss: 3.0186 | LR: 2.88e-04 | 1302.1ms/step | 15.4 samples/s +Step 20310/44000 | Loss: 2.9857 | LR: 2.87e-04 | 1300.6ms/step | 15.4 samples/s +Step 20320/44000 | Loss: 2.9935 | LR: 2.87e-04 | 1302.4ms/step | 15.4 samples/s +Step 20330/44000 | Loss: 2.9838 | LR: 2.87e-04 | 1303.7ms/step | 15.3 samples/s +Step 20340/44000 | Loss: 2.9730 | LR: 2.87e-04 | 1305.7ms/step | 15.3 samples/s +Step 20350/44000 | Loss: 2.9995 | LR: 2.87e-04 | 1304.6ms/step | 15.3 samples/s +Step 20360/44000 | Loss: 3.0138 | LR: 2.86e-04 | 1301.6ms/step | 15.4 samples/s +Step 20370/44000 | Loss: 2.9656 | LR: 2.86e-04 | 1301.6ms/step | 15.4 samples/s +Step 20380/44000 | Loss: 2.9735 | LR: 2.86e-04 | 1300.8ms/step | 15.4 samples/s +Step 20390/44000 | Loss: 2.9940 | LR: 2.86e-04 | 1297.7ms/step | 15.4 samples/s +Step 20400/44000 | Loss: 3.0114 | LR: 2.86e-04 | 1301.7ms/step | 15.4 samples/s +Step 20410/44000 | Loss: 2.9822 | LR: 2.86e-04 | 1304.8ms/step | 15.3 samples/s +Step 20420/44000 | Loss: 3.0072 | LR: 2.85e-04 | 1301.9ms/step | 15.4 samples/s +Step 20430/44000 | Loss: 2.9717 | LR: 2.85e-04 | 1307.0ms/step | 15.3 samples/s +Step 20440/44000 | Loss: 3.0015 | LR: 2.85e-04 | 1305.3ms/step | 15.3 samples/s +Step 20450/44000 | Loss: 2.9920 | LR: 2.85e-04 | 1304.5ms/step | 15.3 samples/s +Step 20460/44000 | Loss: 2.9940 | LR: 2.85e-04 | 1303.4ms/step | 15.3 samples/s +Step 20470/44000 | Loss: 3.0138 | LR: 2.84e-04 | 1304.4ms/step | 15.3 samples/s +Step 20480/44000 | Loss: 2.9892 | LR: 2.84e-04 | 1304.4ms/step | 15.3 samples/s +Step 20490/44000 | Loss: 2.9906 | LR: 2.84e-04 | 1303.7ms/step | 15.3 samples/s +Step 20500/44000 | Loss: 2.9714 | LR: 2.84e-04 | 1299.9ms/step | 15.4 samples/s +Validation at step 20500: Loss = 3.0082, Perplexity = 20.25 +Step 20510/44000 | Loss: 3.0173 | LR: 2.84e-04 | 3485.8ms/step | 5.7 samples/s +Step 20520/44000 | Loss: 2.9734 | LR: 2.84e-04 | 1299.6ms/step | 15.4 samples/s +Step 20530/44000 | Loss: 2.9660 | LR: 2.83e-04 | 1299.4ms/step | 15.4 samples/s +Step 20540/44000 | Loss: 2.9953 | LR: 2.83e-04 | 1301.2ms/step | 15.4 samples/s +Step 20550/44000 | Loss: 3.0024 | LR: 2.83e-04 | 1300.0ms/step | 15.4 samples/s +Step 20560/44000 | Loss: 3.0073 | LR: 2.83e-04 | 1298.6ms/step | 15.4 samples/s +Step 20570/44000 | Loss: 3.0047 | LR: 2.83e-04 | 1298.2ms/step | 15.4 samples/s +Step 20580/44000 | Loss: 2.9731 | LR: 2.83e-04 | 1299.0ms/step | 15.4 samples/s +Step 20590/44000 | Loss: 3.0140 | LR: 2.82e-04 | 1299.7ms/step | 15.4 samples/s +Step 20600/44000 | Loss: 2.9912 | LR: 2.82e-04 | 1298.1ms/step | 15.4 samples/s +Step 20610/44000 | Loss: 2.9986 | LR: 2.82e-04 | 1297.2ms/step | 15.4 samples/s +Step 20620/44000 | Loss: 2.9923 | LR: 2.82e-04 | 1298.7ms/step | 15.4 samples/s +Step 20630/44000 | Loss: 3.0006 | LR: 2.82e-04 | 1298.3ms/step | 15.4 samples/s +Step 20640/44000 | Loss: 2.9595 | LR: 2.81e-04 | 1298.5ms/step | 15.4 samples/s +Step 20650/44000 | Loss: 3.0067 | LR: 2.81e-04 | 1299.3ms/step | 15.4 samples/s +Step 20660/44000 | Loss: 2.9606 | LR: 2.81e-04 | 1299.0ms/step | 15.4 samples/s +Step 20670/44000 | Loss: 3.0064 | LR: 2.81e-04 | 1298.7ms/step | 15.4 samples/s +Step 20680/44000 | Loss: 2.9958 | LR: 2.81e-04 | 1300.3ms/step | 15.4 samples/s +Step 20690/44000 | Loss: 2.9872 | LR: 2.81e-04 | 1298.9ms/step | 15.4 samples/s +Step 20700/44000 | Loss: 2.9974 | LR: 2.80e-04 | 1298.9ms/step | 15.4 samples/s +Step 20710/44000 | Loss: 3.0013 | LR: 2.80e-04 | 1299.2ms/step | 15.4 samples/s +Step 20720/44000 | Loss: 3.0034 | LR: 2.80e-04 | 1301.1ms/step | 15.4 samples/s +Step 20730/44000 | Loss: 3.0167 | LR: 2.80e-04 | 1301.5ms/step | 15.4 samples/s +Step 20740/44000 | Loss: 3.0001 | LR: 2.80e-04 | 1302.7ms/step | 15.4 samples/s +Step 20750/44000 | Loss: 2.9943 | LR: 2.79e-04 | 1300.8ms/step | 15.4 samples/s +Validation at step 20750: Loss = 3.0054, Perplexity = 20.19 +Step 20760/44000 | Loss: 2.9992 | LR: 2.79e-04 | 3483.9ms/step | 5.7 samples/s +Step 20770/44000 | Loss: 2.9843 | LR: 2.79e-04 | 1302.0ms/step | 15.4 samples/s +Step 20780/44000 | Loss: 2.9603 | LR: 2.79e-04 | 1305.2ms/step | 15.3 samples/s +Step 20790/44000 | Loss: 2.9802 | LR: 2.79e-04 | 1303.5ms/step | 15.3 samples/s +Step 20800/44000 | Loss: 2.9820 | LR: 2.79e-04 | 1302.9ms/step | 15.3 samples/s +Step 20810/44000 | Loss: 3.0011 | LR: 2.78e-04 | 1302.6ms/step | 15.4 samples/s +Step 20820/44000 | Loss: 2.9935 | LR: 2.78e-04 | 1302.2ms/step | 15.4 samples/s +Step 20830/44000 | Loss: 3.0011 | LR: 2.78e-04 | 1305.0ms/step | 15.3 samples/s +Step 20840/44000 | Loss: 2.9878 | LR: 2.78e-04 | 1300.2ms/step | 15.4 samples/s +Step 20850/44000 | Loss: 2.9873 | LR: 2.78e-04 | 1298.1ms/step | 15.4 samples/s +Step 20860/44000 | Loss: 3.0067 | LR: 2.77e-04 | 1300.6ms/step | 15.4 samples/s +Step 20870/44000 | Loss: 3.0134 | LR: 2.77e-04 | 1304.3ms/step | 15.3 samples/s +Step 20880/44000 | Loss: 2.9842 | LR: 2.77e-04 | 1301.6ms/step | 15.4 samples/s +Step 20890/44000 | Loss: 2.9693 | LR: 2.77e-04 | 1301.5ms/step | 15.4 samples/s +Step 20900/44000 | Loss: 2.9727 | LR: 2.77e-04 | 1302.0ms/step | 15.4 samples/s +Step 20910/44000 | Loss: 3.0028 | LR: 2.77e-04 | 1300.3ms/step | 15.4 samples/s +Step 20920/44000 | Loss: 2.9640 | LR: 2.76e-04 | 1300.8ms/step | 15.4 samples/s +Step 20930/44000 | Loss: 2.9729 | LR: 2.76e-04 | 1300.0ms/step | 15.4 samples/s +Step 20940/44000 | Loss: 2.9992 | LR: 2.76e-04 | 1300.5ms/step | 15.4 samples/s +Step 20950/44000 | Loss: 2.9624 | LR: 2.76e-04 | 1303.1ms/step | 15.3 samples/s +Step 20960/44000 | Loss: 2.9782 | LR: 2.76e-04 | 1301.7ms/step | 15.4 samples/s +Step 20970/44000 | Loss: 2.9613 | LR: 2.75e-04 | 1301.3ms/step | 15.4 samples/s +Step 20980/44000 | Loss: 2.9667 | LR: 2.75e-04 | 1301.6ms/step | 15.4 samples/s +Step 20990/44000 | Loss: 2.9727 | LR: 2.75e-04 | 1301.8ms/step | 15.4 samples/s +Step 21000/44000 | Loss: 2.9751 | LR: 2.75e-04 | 1300.3ms/step | 15.4 samples/s +Validation at step 21000: Loss = 3.0043, Perplexity = 20.17 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-21000 +Step 21010/44000 | Loss: 2.9794 | LR: 2.75e-04 | 3801.9ms/step | 5.3 samples/s +Step 21020/44000 | Loss: 2.9829 | LR: 2.75e-04 | 1305.9ms/step | 15.3 samples/s +Step 21030/44000 | Loss: 3.0195 | LR: 2.74e-04 | 1300.2ms/step | 15.4 samples/s +Step 21040/44000 | Loss: 2.9645 | LR: 2.74e-04 | 1302.6ms/step | 15.4 samples/s +Step 21050/44000 | Loss: 2.9802 | LR: 2.74e-04 | 1303.3ms/step | 15.3 samples/s +Step 21060/44000 | Loss: 2.9653 | LR: 2.74e-04 | 1304.9ms/step | 15.3 samples/s +Step 21070/44000 | Loss: 3.0096 | LR: 2.74e-04 | 1302.1ms/step | 15.4 samples/s +Step 21080/44000 | Loss: 2.9527 | LR: 2.73e-04 | 1302.9ms/step | 15.4 samples/s +Step 21090/44000 | Loss: 3.0141 | LR: 2.73e-04 | 1304.2ms/step | 15.3 samples/s +Step 21100/44000 | Loss: 2.9947 | LR: 2.73e-04 | 1304.0ms/step | 15.3 samples/s +Step 21110/44000 | Loss: 2.9841 | LR: 2.73e-04 | 1303.9ms/step | 15.3 samples/s +Step 21120/44000 | Loss: 2.9960 | LR: 2.73e-04 | 1303.0ms/step | 15.3 samples/s +Step 21130/44000 | Loss: 3.0203 | LR: 2.73e-04 | 1305.8ms/step | 15.3 samples/s +Step 21140/44000 | Loss: 2.9804 | LR: 2.72e-04 | 1304.6ms/step | 15.3 samples/s +Step 21150/44000 | Loss: 2.9894 | LR: 2.72e-04 | 1302.0ms/step | 15.4 samples/s +Step 21160/44000 | Loss: 2.9685 | LR: 2.72e-04 | 1300.2ms/step | 15.4 samples/s +Step 21170/44000 | Loss: 2.9864 | LR: 2.72e-04 | 1300.2ms/step | 15.4 samples/s +Step 21180/44000 | Loss: 2.9925 | LR: 2.72e-04 | 1300.9ms/step | 15.4 samples/s +Step 21190/44000 | Loss: 2.9340 | LR: 2.71e-04 | 1303.6ms/step | 15.3 samples/s +Step 21200/44000 | Loss: 3.0042 | LR: 2.71e-04 | 1302.6ms/step | 15.4 samples/s +Step 21210/44000 | Loss: 2.9867 | LR: 2.71e-04 | 1303.2ms/step | 15.3 samples/s +Step 21220/44000 | Loss: 2.9766 | LR: 2.71e-04 | 1302.6ms/step | 15.4 samples/s +Step 21230/44000 | Loss: 2.9916 | LR: 2.71e-04 | 1303.5ms/step | 15.3 samples/s +Step 21240/44000 | Loss: 2.9793 | LR: 2.71e-04 | 1302.8ms/step | 15.4 samples/s +Step 21250/44000 | Loss: 2.9719 | LR: 2.70e-04 | 1299.9ms/step | 15.4 samples/s +Validation at step 21250: Loss = 3.0003, Perplexity = 20.09 +Step 21260/44000 | Loss: 3.0151 | LR: 2.70e-04 | 3480.7ms/step | 5.7 samples/s +Step 21270/44000 | Loss: 2.9931 | LR: 2.70e-04 | 1302.1ms/step | 15.4 samples/s +Step 21280/44000 | Loss: 2.9826 | LR: 2.70e-04 | 1301.6ms/step | 15.4 samples/s +Step 21290/44000 | Loss: 2.9782 | LR: 2.70e-04 | 1303.1ms/step | 15.3 samples/s +Step 21300/44000 | Loss: 2.9876 | LR: 2.70e-04 | 1303.6ms/step | 15.3 samples/s +Step 21310/44000 | Loss: 2.9885 | LR: 2.69e-04 | 1303.3ms/step | 15.3 samples/s +Step 21320/44000 | Loss: 2.9999 | LR: 2.69e-04 | 1303.5ms/step | 15.3 samples/s +Step 21330/44000 | Loss: 2.9844 | LR: 2.69e-04 | 1302.9ms/step | 15.4 samples/s +Step 21340/44000 | Loss: 2.9778 | LR: 2.69e-04 | 1300.3ms/step | 15.4 samples/s +Step 21350/44000 | Loss: 3.0128 | LR: 2.69e-04 | 1302.9ms/step | 15.3 samples/s +Step 21360/44000 | Loss: 2.9829 | LR: 2.68e-04 | 1304.8ms/step | 15.3 samples/s +Step 21370/44000 | Loss: 2.9845 | LR: 2.68e-04 | 1303.3ms/step | 15.3 samples/s +Step 21380/44000 | Loss: 2.9743 | LR: 2.68e-04 | 1304.4ms/step | 15.3 samples/s +Step 21390/44000 | Loss: 3.0036 | LR: 2.68e-04 | 1304.0ms/step | 15.3 samples/s +Step 21400/44000 | Loss: 2.9657 | LR: 2.68e-04 | 1303.0ms/step | 15.3 samples/s +Step 21410/44000 | Loss: 3.0053 | LR: 2.68e-04 | 1303.7ms/step | 15.3 samples/s +Step 21420/44000 | Loss: 2.9543 | LR: 2.67e-04 | 1300.2ms/step | 15.4 samples/s +Step 21430/44000 | Loss: 2.9712 | LR: 2.67e-04 | 1301.1ms/step | 15.4 samples/s +Step 21440/44000 | Loss: 2.9617 | LR: 2.67e-04 | 1301.7ms/step | 15.4 samples/s +Step 21450/44000 | Loss: 2.9796 | LR: 2.67e-04 | 1300.6ms/step | 15.4 samples/s +Step 21460/44000 | Loss: 2.9883 | LR: 2.67e-04 | 1302.3ms/step | 15.4 samples/s +Step 21470/44000 | Loss: 2.9922 | LR: 2.66e-04 | 1302.9ms/step | 15.4 samples/s +Step 21480/44000 | Loss: 2.9730 | LR: 2.66e-04 | 1301.2ms/step | 15.4 samples/s +Step 21490/44000 | Loss: 2.9874 | LR: 2.66e-04 | 1299.1ms/step | 15.4 samples/s +Step 21500/44000 | Loss: 2.9874 | LR: 2.66e-04 | 1304.1ms/step | 15.3 samples/s +Validation at step 21500: Loss = 2.9981, Perplexity = 20.05 +Step 21510/44000 | Loss: 2.9904 | LR: 2.66e-04 | 3492.2ms/step | 5.7 samples/s +Step 21520/44000 | Loss: 2.9784 | LR: 2.66e-04 | 1305.1ms/step | 15.3 samples/s +Step 21530/44000 | Loss: 2.9728 | LR: 2.65e-04 | 1302.4ms/step | 15.4 samples/s +Step 21540/44000 | Loss: 2.9850 | LR: 2.65e-04 | 1301.1ms/step | 15.4 samples/s +Step 21550/44000 | Loss: 2.9857 | LR: 2.65e-04 | 1299.7ms/step | 15.4 samples/s +Step 21560/44000 | Loss: 2.9891 | LR: 2.65e-04 | 1305.7ms/step | 15.3 samples/s +Step 21570/44000 | Loss: 2.9653 | LR: 2.65e-04 | 1302.8ms/step | 15.4 samples/s +Step 21580/44000 | Loss: 2.9607 | LR: 2.64e-04 | 1301.3ms/step | 15.4 samples/s +Step 21590/44000 | Loss: 2.9778 | LR: 2.64e-04 | 1302.5ms/step | 15.4 samples/s +Step 21600/44000 | Loss: 2.9776 | LR: 2.64e-04 | 1303.7ms/step | 15.3 samples/s +Step 21610/44000 | Loss: 2.9737 | LR: 2.64e-04 | 1302.2ms/step | 15.4 samples/s +Step 21620/44000 | Loss: 2.9948 | LR: 2.64e-04 | 1298.7ms/step | 15.4 samples/s +Step 21630/44000 | Loss: 2.9661 | LR: 2.64e-04 | 1299.1ms/step | 15.4 samples/s +Step 21640/44000 | Loss: 2.9574 | LR: 2.63e-04 | 1300.1ms/step | 15.4 samples/s +Step 21650/44000 | Loss: 2.9845 | LR: 2.63e-04 | 1299.8ms/step | 15.4 samples/s +Step 21660/44000 | Loss: 3.0196 | LR: 2.63e-04 | 1303.1ms/step | 15.3 samples/s +Step 21670/44000 | Loss: 2.9654 | LR: 2.63e-04 | 1301.2ms/step | 15.4 samples/s +Step 21680/44000 | Loss: 2.9876 | LR: 2.63e-04 | 1301.6ms/step | 15.4 samples/s +Step 21690/44000 | Loss: 3.0161 | LR: 2.62e-04 | 1303.7ms/step | 15.3 samples/s +Step 21700/44000 | Loss: 2.9972 | LR: 2.62e-04 | 1301.7ms/step | 15.4 samples/s +Step 21710/44000 | Loss: 2.9818 | LR: 2.62e-04 | 1300.8ms/step | 15.4 samples/s +Step 21720/44000 | Loss: 2.9529 | LR: 2.62e-04 | 1300.0ms/step | 15.4 samples/s +Step 21730/44000 | Loss: 2.9794 | LR: 2.62e-04 | 1300.9ms/step | 15.4 samples/s +Step 21740/44000 | Loss: 2.9686 | LR: 2.62e-04 | 1300.2ms/step | 15.4 samples/s +Step 21750/44000 | Loss: 2.9702 | LR: 2.61e-04 | 1300.8ms/step | 15.4 samples/s +Validation at step 21750: Loss = 2.9954, Perplexity = 19.99 +Step 21760/44000 | Loss: 2.9957 | LR: 2.61e-04 | 3484.0ms/step | 5.7 samples/s +Step 21770/44000 | Loss: 2.9778 | LR: 2.61e-04 | 1301.0ms/step | 15.4 samples/s +Step 21780/44000 | Loss: 2.9780 | LR: 2.61e-04 | 1300.0ms/step | 15.4 samples/s +Step 21790/44000 | Loss: 2.9434 | LR: 2.61e-04 | 1300.0ms/step | 15.4 samples/s +Step 21800/44000 | Loss: 2.9697 | LR: 2.60e-04 | 1300.1ms/step | 15.4 samples/s +Step 21810/44000 | Loss: 2.9671 | LR: 2.60e-04 | 1300.9ms/step | 15.4 samples/s +Step 21820/44000 | Loss: 2.9872 | LR: 2.60e-04 | 1300.1ms/step | 15.4 samples/s +Step 21830/44000 | Loss: 2.9579 | LR: 2.60e-04 | 1301.0ms/step | 15.4 samples/s +Step 21840/44000 | Loss: 2.9814 | LR: 2.60e-04 | 1301.6ms/step | 15.4 samples/s +Step 21850/44000 | Loss: 2.9764 | LR: 2.60e-04 | 1303.3ms/step | 15.3 samples/s +Step 21860/44000 | Loss: 2.9820 | LR: 2.59e-04 | 1303.3ms/step | 15.3 samples/s +Step 21870/44000 | Loss: 2.9930 | LR: 2.59e-04 | 1302.2ms/step | 15.4 samples/s +Step 21880/44000 | Loss: 2.9629 | LR: 2.59e-04 | 1302.9ms/step | 15.4 samples/s +Step 21890/44000 | Loss: 2.9654 | LR: 2.59e-04 | 1303.1ms/step | 15.3 samples/s +Step 21900/44000 | Loss: 2.9729 | LR: 2.59e-04 | 1303.0ms/step | 15.3 samples/s +Step 21910/44000 | Loss: 2.9742 | LR: 2.58e-04 | 1302.2ms/step | 15.4 samples/s +Step 21920/44000 | Loss: 2.9796 | LR: 2.58e-04 | 1306.1ms/step | 15.3 samples/s +Step 21930/44000 | Loss: 3.0057 | LR: 2.58e-04 | 1306.1ms/step | 15.3 samples/s +Step 21940/44000 | Loss: 2.9503 | LR: 2.58e-04 | 1301.2ms/step | 15.4 samples/s +Step 21950/44000 | Loss: 2.9803 | LR: 2.58e-04 | 1299.7ms/step | 15.4 samples/s +Step 21960/44000 | Loss: 2.9694 | LR: 2.58e-04 | 1299.8ms/step | 15.4 samples/s +Step 21970/44000 | Loss: 2.9633 | LR: 2.57e-04 | 1301.1ms/step | 15.4 samples/s +Step 21980/44000 | Loss: 2.9842 | LR: 2.57e-04 | 1301.5ms/step | 15.4 samples/s +Step 21990/44000 | Loss: 2.9878 | LR: 2.57e-04 | 1303.5ms/step | 15.3 samples/s +Step 22000/44000 | Loss: 2.9758 | LR: 2.57e-04 | 1303.9ms/step | 15.3 samples/s +Validation at step 22000: Loss = 2.9931, Perplexity = 19.95 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-22000 +Step 22010/44000 | Loss: 2.9774 | LR: 2.57e-04 | 3807.7ms/step | 5.3 samples/s +Step 22020/44000 | Loss: 2.9896 | LR: 2.56e-04 | 1306.1ms/step | 15.3 samples/s +Step 22030/44000 | Loss: 2.9858 | LR: 2.56e-04 | 1304.5ms/step | 15.3 samples/s +Step 22040/44000 | Loss: 3.0011 | LR: 2.56e-04 | 1303.8ms/step | 15.3 samples/s +Step 22050/44000 | Loss: 2.9711 | LR: 2.56e-04 | 1306.1ms/step | 15.3 samples/s +Step 22060/44000 | Loss: 2.9713 | LR: 2.56e-04 | 1303.7ms/step | 15.3 samples/s +Step 22070/44000 | Loss: 2.9771 | LR: 2.56e-04 | 1305.2ms/step | 15.3 samples/s +Step 22080/44000 | Loss: 2.9680 | LR: 2.55e-04 | 1304.0ms/step | 15.3 samples/s +Step 22090/44000 | Loss: 2.9934 | LR: 2.55e-04 | 1303.0ms/step | 15.3 samples/s +Step 22100/44000 | Loss: 2.9869 | LR: 2.55e-04 | 1308.9ms/step | 15.3 samples/s +Step 22110/44000 | Loss: 2.9732 | LR: 2.55e-04 | 1305.3ms/step | 15.3 samples/s +Step 22120/44000 | Loss: 2.9529 | LR: 2.55e-04 | 1308.7ms/step | 15.3 samples/s +Step 22130/44000 | Loss: 2.9641 | LR: 2.54e-04 | 1306.8ms/step | 15.3 samples/s +Step 22140/44000 | Loss: 2.9757 | LR: 2.54e-04 | 1310.9ms/step | 15.3 samples/s +Step 22150/44000 | Loss: 2.9539 | LR: 2.54e-04 | 1306.9ms/step | 15.3 samples/s +Step 22160/44000 | Loss: 2.9765 | LR: 2.54e-04 | 1308.6ms/step | 15.3 samples/s +Step 22170/44000 | Loss: 2.9939 | LR: 2.54e-04 | 1306.4ms/step | 15.3 samples/s +Step 22180/44000 | Loss: 2.9767 | LR: 2.54e-04 | 1306.1ms/step | 15.3 samples/s +Step 22190/44000 | Loss: 2.9743 | LR: 2.53e-04 | 1302.5ms/step | 15.4 samples/s +Step 22200/44000 | Loss: 2.9731 | LR: 2.53e-04 | 1300.8ms/step | 15.4 samples/s +Step 22210/44000 | Loss: 2.9773 | LR: 2.53e-04 | 1303.2ms/step | 15.3 samples/s +Step 22220/44000 | Loss: 2.9743 | LR: 2.53e-04 | 1303.8ms/step | 15.3 samples/s +Step 22230/44000 | Loss: 2.9914 | LR: 2.53e-04 | 1304.8ms/step | 15.3 samples/s +Step 22240/44000 | Loss: 3.0036 | LR: 2.52e-04 | 1303.2ms/step | 15.3 samples/s +Step 22250/44000 | Loss: 2.9905 | LR: 2.52e-04 | 1304.9ms/step | 15.3 samples/s +Validation at step 22250: Loss = 2.9907, Perplexity = 19.90 +Step 22260/44000 | Loss: 2.9570 | LR: 2.52e-04 | 3486.8ms/step | 5.7 samples/s +Step 22270/44000 | Loss: 2.9900 | LR: 2.52e-04 | 1307.7ms/step | 15.3 samples/s +Step 22280/44000 | Loss: 2.9713 | LR: 2.52e-04 | 1307.6ms/step | 15.3 samples/s +Step 22290/44000 | Loss: 2.9711 | LR: 2.52e-04 | 1305.9ms/step | 15.3 samples/s +Step 22300/44000 | Loss: 3.0074 | LR: 2.51e-04 | 1305.5ms/step | 15.3 samples/s +Step 22310/44000 | Loss: 2.9682 | LR: 2.51e-04 | 1308.0ms/step | 15.3 samples/s +Step 22320/44000 | Loss: 2.9524 | LR: 2.51e-04 | 1306.4ms/step | 15.3 samples/s +Step 22330/44000 | Loss: 2.9549 | LR: 2.51e-04 | 1309.1ms/step | 15.3 samples/s +Step 22340/44000 | Loss: 3.0029 | LR: 2.51e-04 | 1306.1ms/step | 15.3 samples/s +Step 22350/44000 | Loss: 2.9664 | LR: 2.50e-04 | 1303.4ms/step | 15.3 samples/s +Step 22360/44000 | Loss: 2.9664 | LR: 2.50e-04 | 1303.8ms/step | 15.3 samples/s +Step 22370/44000 | Loss: 2.9714 | LR: 2.50e-04 | 1303.6ms/step | 15.3 samples/s +Step 22380/44000 | Loss: 2.9737 | LR: 2.50e-04 | 1305.3ms/step | 15.3 samples/s +Step 22390/44000 | Loss: 2.9622 | LR: 2.50e-04 | 1302.8ms/step | 15.4 samples/s +Step 22400/44000 | Loss: 2.9469 | LR: 2.50e-04 | 1303.0ms/step | 15.3 samples/s +Step 22410/44000 | Loss: 2.9651 | LR: 2.49e-04 | 1305.0ms/step | 15.3 samples/s +Step 22420/44000 | Loss: 2.9669 | LR: 2.49e-04 | 1307.0ms/step | 15.3 samples/s +Step 22430/44000 | Loss: 2.9825 | LR: 2.49e-04 | 1305.9ms/step | 15.3 samples/s +Step 22440/44000 | Loss: 2.9706 | LR: 2.49e-04 | 1304.0ms/step | 15.3 samples/s +Step 22450/44000 | Loss: 2.9869 | LR: 2.49e-04 | 1302.9ms/step | 15.4 samples/s +Step 22460/44000 | Loss: 2.9643 | LR: 2.48e-04 | 1305.1ms/step | 15.3 samples/s +Step 22470/44000 | Loss: 2.9411 | LR: 2.48e-04 | 1305.6ms/step | 15.3 samples/s +Step 22480/44000 | Loss: 2.9541 | LR: 2.48e-04 | 1305.3ms/step | 15.3 samples/s +Step 22490/44000 | Loss: 2.9612 | LR: 2.48e-04 | 1304.8ms/step | 15.3 samples/s +Step 22500/44000 | Loss: 2.9457 | LR: 2.48e-04 | 1306.3ms/step | 15.3 samples/s +Validation at step 22500: Loss = 2.9877, Perplexity = 19.84 +Step 22510/44000 | Loss: 2.9562 | LR: 2.48e-04 | 3491.1ms/step | 5.7 samples/s +Step 22520/44000 | Loss: 3.0015 | LR: 2.47e-04 | 1304.5ms/step | 15.3 samples/s +Step 22530/44000 | Loss: 2.9404 | LR: 2.47e-04 | 1303.4ms/step | 15.3 samples/s +Step 22540/44000 | Loss: 2.9736 | LR: 2.47e-04 | 1304.9ms/step | 15.3 samples/s +Step 22550/44000 | Loss: 2.9413 | LR: 2.47e-04 | 1303.4ms/step | 15.3 samples/s +Step 22560/44000 | Loss: 2.9693 | LR: 2.47e-04 | 1307.6ms/step | 15.3 samples/s +Step 22570/44000 | Loss: 2.9446 | LR: 2.46e-04 | 1305.1ms/step | 15.3 samples/s +Step 22580/44000 | Loss: 2.9835 | LR: 2.46e-04 | 1303.2ms/step | 15.3 samples/s +Step 22590/44000 | Loss: 2.9783 | LR: 2.46e-04 | 1305.5ms/step | 15.3 samples/s +Step 22600/44000 | Loss: 2.9513 | LR: 2.46e-04 | 1302.5ms/step | 15.4 samples/s +Step 22610/44000 | Loss: 2.9675 | LR: 2.46e-04 | 1304.0ms/step | 15.3 samples/s +Step 22620/44000 | Loss: 2.9842 | LR: 2.46e-04 | 1304.1ms/step | 15.3 samples/s +Step 22630/44000 | Loss: 2.9648 | LR: 2.45e-04 | 1307.1ms/step | 15.3 samples/s +Step 22640/44000 | Loss: 2.9775 | LR: 2.45e-04 | 1307.3ms/step | 15.3 samples/s +Step 22650/44000 | Loss: 2.9662 | LR: 2.45e-04 | 1305.1ms/step | 15.3 samples/s +Step 22660/44000 | Loss: 3.0002 | LR: 2.45e-04 | 1303.9ms/step | 15.3 samples/s +Step 22670/44000 | Loss: 2.9752 | LR: 2.45e-04 | 1306.0ms/step | 15.3 samples/s +Step 22680/44000 | Loss: 2.9524 | LR: 2.44e-04 | 1307.1ms/step | 15.3 samples/s +Step 22690/44000 | Loss: 2.9820 | LR: 2.44e-04 | 1304.6ms/step | 15.3 samples/s +Step 22700/44000 | Loss: 2.9857 | LR: 2.44e-04 | 1304.4ms/step | 15.3 samples/s +Step 22710/44000 | Loss: 2.9440 | LR: 2.44e-04 | 1306.8ms/step | 15.3 samples/s +Step 22720/44000 | Loss: 2.9697 | LR: 2.44e-04 | 1306.1ms/step | 15.3 samples/s +Step 22730/44000 | Loss: 2.9856 | LR: 2.44e-04 | 1307.1ms/step | 15.3 samples/s +Step 22740/44000 | Loss: 2.9723 | LR: 2.43e-04 | 1306.8ms/step | 15.3 samples/s +Step 22750/44000 | Loss: 2.9489 | LR: 2.43e-04 | 1307.1ms/step | 15.3 samples/s +Validation at step 22750: Loss = 2.9858, Perplexity = 19.80 +Step 22760/44000 | Loss: 2.9820 | LR: 2.43e-04 | 3484.8ms/step | 5.7 samples/s +Step 22770/44000 | Loss: 2.9657 | LR: 2.43e-04 | 1304.0ms/step | 15.3 samples/s +Step 22780/44000 | Loss: 2.9775 | LR: 2.43e-04 | 1304.7ms/step | 15.3 samples/s +Step 22790/44000 | Loss: 2.9899 | LR: 2.42e-04 | 1306.5ms/step | 15.3 samples/s +Step 22800/44000 | Loss: 2.9908 | LR: 2.42e-04 | 1305.1ms/step | 15.3 samples/s +Step 22810/44000 | Loss: 2.9575 | LR: 2.42e-04 | 1305.9ms/step | 15.3 samples/s +Step 22820/44000 | Loss: 2.9707 | LR: 2.42e-04 | 1307.2ms/step | 15.3 samples/s +Step 22830/44000 | Loss: 2.9968 | LR: 2.42e-04 | 1302.5ms/step | 15.4 samples/s +Step 22840/44000 | Loss: 2.9801 | LR: 2.42e-04 | 1307.0ms/step | 15.3 samples/s +Step 22850/44000 | Loss: 2.9516 | LR: 2.41e-04 | 1306.2ms/step | 15.3 samples/s +Step 22860/44000 | Loss: 2.9911 | LR: 2.41e-04 | 1308.2ms/step | 15.3 samples/s +Step 22870/44000 | Loss: 2.9622 | LR: 2.41e-04 | 1304.1ms/step | 15.3 samples/s +Step 22880/44000 | Loss: 2.9643 | LR: 2.41e-04 | 1305.2ms/step | 15.3 samples/s +Step 22890/44000 | Loss: 2.9537 | LR: 2.41e-04 | 1304.4ms/step | 15.3 samples/s +Step 22900/44000 | Loss: 2.9980 | LR: 2.40e-04 | 1302.4ms/step | 15.4 samples/s +Step 22910/44000 | Loss: 2.9828 | LR: 2.40e-04 | 1304.7ms/step | 15.3 samples/s +Step 22920/44000 | Loss: 2.9718 | LR: 2.40e-04 | 1305.1ms/step | 15.3 samples/s +Step 22930/44000 | Loss: 2.9540 | LR: 2.40e-04 | 1303.3ms/step | 15.3 samples/s +Step 22940/44000 | Loss: 2.9554 | LR: 2.40e-04 | 1306.3ms/step | 15.3 samples/s +Step 22950/44000 | Loss: 2.9629 | LR: 2.40e-04 | 1304.1ms/step | 15.3 samples/s +Step 22960/44000 | Loss: 3.0035 | LR: 2.39e-04 | 1305.9ms/step | 15.3 samples/s +Step 22970/44000 | Loss: 2.9523 | LR: 2.39e-04 | 1305.9ms/step | 15.3 samples/s +Step 22980/44000 | Loss: 2.9667 | LR: 2.39e-04 | 1307.4ms/step | 15.3 samples/s +Step 22990/44000 | Loss: 2.9570 | LR: 2.39e-04 | 1306.7ms/step | 15.3 samples/s +Step 23000/44000 | Loss: 2.9522 | LR: 2.39e-04 | 1309.4ms/step | 15.3 samples/s +Validation at step 23000: Loss = 2.9834, Perplexity = 19.76 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-23000 +Step 23010/44000 | Loss: 2.9568 | LR: 2.38e-04 | 3803.6ms/step | 5.3 samples/s +Step 23020/44000 | Loss: 2.9678 | LR: 2.38e-04 | 1302.9ms/step | 15.3 samples/s +Step 23030/44000 | Loss: 2.9722 | LR: 2.38e-04 | 1302.1ms/step | 15.4 samples/s +Step 23040/44000 | Loss: 2.9867 | LR: 2.38e-04 | 1303.1ms/step | 15.3 samples/s +Step 23050/44000 | Loss: 3.0068 | LR: 2.38e-04 | 1302.0ms/step | 15.4 samples/s +Step 23060/44000 | Loss: 2.9696 | LR: 2.38e-04 | 1302.9ms/step | 15.3 samples/s +Step 23070/44000 | Loss: 2.9648 | LR: 2.37e-04 | 1305.8ms/step | 15.3 samples/s +Step 23080/44000 | Loss: 2.9687 | LR: 2.37e-04 | 1301.9ms/step | 15.4 samples/s +Step 23090/44000 | Loss: 2.9794 | LR: 2.37e-04 | 1302.3ms/step | 15.4 samples/s +Step 23100/44000 | Loss: 2.9674 | LR: 2.37e-04 | 1303.2ms/step | 15.3 samples/s +Step 23110/44000 | Loss: 2.9534 | LR: 2.37e-04 | 1302.7ms/step | 15.4 samples/s +Step 23120/44000 | Loss: 2.9612 | LR: 2.36e-04 | 1303.2ms/step | 15.3 samples/s +Step 23130/44000 | Loss: 2.9607 | LR: 2.36e-04 | 1303.9ms/step | 15.3 samples/s +Step 23140/44000 | Loss: 2.9423 | LR: 2.36e-04 | 1302.8ms/step | 15.4 samples/s +Step 23150/44000 | Loss: 2.9481 | LR: 2.36e-04 | 1303.1ms/step | 15.3 samples/s +Step 23160/44000 | Loss: 2.9738 | LR: 2.36e-04 | 1303.5ms/step | 15.3 samples/s +Step 23170/44000 | Loss: 2.9583 | LR: 2.36e-04 | 1302.6ms/step | 15.4 samples/s +Step 23180/44000 | Loss: 2.9739 | LR: 2.35e-04 | 1301.8ms/step | 15.4 samples/s +Step 23190/44000 | Loss: 2.9682 | LR: 2.35e-04 | 1303.4ms/step | 15.3 samples/s +Step 23200/44000 | Loss: 2.9681 | LR: 2.35e-04 | 1303.2ms/step | 15.3 samples/s +Step 23210/44000 | Loss: 2.9525 | LR: 2.35e-04 | 1304.3ms/step | 15.3 samples/s +Step 23220/44000 | Loss: 2.9718 | LR: 2.35e-04 | 1304.0ms/step | 15.3 samples/s +Step 23230/44000 | Loss: 2.9473 | LR: 2.34e-04 | 1301.3ms/step | 15.4 samples/s +Step 23240/44000 | Loss: 2.9706 | LR: 2.34e-04 | 1303.9ms/step | 15.3 samples/s +Step 23250/44000 | Loss: 2.9722 | LR: 2.34e-04 | 1302.9ms/step | 15.4 samples/s +Validation at step 23250: Loss = 2.9812, Perplexity = 19.71 +Step 23260/44000 | Loss: 2.9446 | LR: 2.34e-04 | 3485.1ms/step | 5.7 samples/s +Step 23270/44000 | Loss: 2.9655 | LR: 2.34e-04 | 1304.0ms/step | 15.3 samples/s +Step 23280/44000 | Loss: 2.9804 | LR: 2.34e-04 | 1302.7ms/step | 15.4 samples/s +Step 23290/44000 | Loss: 2.9588 | LR: 2.33e-04 | 1307.2ms/step | 15.3 samples/s +Step 23300/44000 | Loss: 2.9517 | LR: 2.33e-04 | 1304.8ms/step | 15.3 samples/s +Step 23310/44000 | Loss: 2.9310 | LR: 2.33e-04 | 1304.0ms/step | 15.3 samples/s +Step 23320/44000 | Loss: 2.9576 | LR: 2.33e-04 | 1304.0ms/step | 15.3 samples/s +Step 23330/44000 | Loss: 2.9485 | LR: 2.33e-04 | 1302.5ms/step | 15.4 samples/s +Step 23340/44000 | Loss: 2.9757 | LR: 2.32e-04 | 1303.2ms/step | 15.3 samples/s +Step 23350/44000 | Loss: 2.9594 | LR: 2.32e-04 | 1304.0ms/step | 15.3 samples/s +Step 23360/44000 | Loss: 3.0031 | LR: 2.32e-04 | 1302.5ms/step | 15.4 samples/s +Step 23370/44000 | Loss: 2.9534 | LR: 2.32e-04 | 1303.6ms/step | 15.3 samples/s +Step 23380/44000 | Loss: 2.9469 | LR: 2.32e-04 | 1301.8ms/step | 15.4 samples/s +Step 23390/44000 | Loss: 2.9332 | LR: 2.32e-04 | 1303.3ms/step | 15.3 samples/s +Step 23400/44000 | Loss: 2.9717 | LR: 2.31e-04 | 1304.0ms/step | 15.3 samples/s +Step 23410/44000 | Loss: 2.9600 | LR: 2.31e-04 | 1302.0ms/step | 15.4 samples/s +Step 23420/44000 | Loss: 2.9807 | LR: 2.31e-04 | 1303.4ms/step | 15.3 samples/s +Step 23430/44000 | Loss: 2.9503 | LR: 2.31e-04 | 1304.7ms/step | 15.3 samples/s +Step 23440/44000 | Loss: 2.9497 | LR: 2.31e-04 | 1305.9ms/step | 15.3 samples/s +Step 23450/44000 | Loss: 2.9688 | LR: 2.30e-04 | 1305.9ms/step | 15.3 samples/s +Step 23460/44000 | Loss: 2.9527 | LR: 2.30e-04 | 1308.2ms/step | 15.3 samples/s +Step 23470/44000 | Loss: 2.9729 | LR: 2.30e-04 | 1304.6ms/step | 15.3 samples/s +Step 23480/44000 | Loss: 2.9509 | LR: 2.30e-04 | 1303.6ms/step | 15.3 samples/s +Step 23490/44000 | Loss: 2.9665 | LR: 2.30e-04 | 1302.6ms/step | 15.4 samples/s +Step 23500/44000 | Loss: 2.9510 | LR: 2.30e-04 | 1304.4ms/step | 15.3 samples/s +Validation at step 23500: Loss = 2.9792, Perplexity = 19.67 +Step 23510/44000 | Loss: 2.9669 | LR: 2.29e-04 | 3486.7ms/step | 5.7 samples/s +Step 23520/44000 | Loss: 2.9577 | LR: 2.29e-04 | 1306.7ms/step | 15.3 samples/s +Step 23530/44000 | Loss: 2.9567 | LR: 2.29e-04 | 1307.4ms/step | 15.3 samples/s +Step 23540/44000 | Loss: 2.9408 | LR: 2.29e-04 | 1304.8ms/step | 15.3 samples/s +Step 23550/44000 | Loss: 2.9403 | LR: 2.29e-04 | 1308.7ms/step | 15.3 samples/s +Step 23560/44000 | Loss: 2.9588 | LR: 2.29e-04 | 1303.0ms/step | 15.3 samples/s +Step 23570/44000 | Loss: 2.9837 | LR: 2.28e-04 | 1304.0ms/step | 15.3 samples/s +Step 23580/44000 | Loss: 2.9343 | LR: 2.28e-04 | 1303.3ms/step | 15.3 samples/s +Step 23590/44000 | Loss: 2.9764 | LR: 2.28e-04 | 1301.6ms/step | 15.4 samples/s +Step 23600/44000 | Loss: 2.9905 | LR: 2.28e-04 | 1303.4ms/step | 15.3 samples/s +Step 23610/44000 | Loss: 2.9509 | LR: 2.28e-04 | 1299.7ms/step | 15.4 samples/s +Step 23620/44000 | Loss: 2.9569 | LR: 2.27e-04 | 1303.0ms/step | 15.3 samples/s +Step 23630/44000 | Loss: 2.9602 | LR: 2.27e-04 | 1305.2ms/step | 15.3 samples/s +Step 23640/44000 | Loss: 2.9757 | LR: 2.27e-04 | 1304.0ms/step | 15.3 samples/s +Step 23650/44000 | Loss: 2.9848 | LR: 2.27e-04 | 1303.9ms/step | 15.3 samples/s +Step 23660/44000 | Loss: 2.9623 | LR: 2.27e-04 | 1305.2ms/step | 15.3 samples/s +Step 23670/44000 | Loss: 2.9719 | LR: 2.27e-04 | 1306.1ms/step | 15.3 samples/s +Step 23680/44000 | Loss: 2.9693 | LR: 2.26e-04 | 1307.8ms/step | 15.3 samples/s +Step 23690/44000 | Loss: 2.9747 | LR: 2.26e-04 | 1305.8ms/step | 15.3 samples/s +Step 23700/44000 | Loss: 2.9568 | LR: 2.26e-04 | 1305.3ms/step | 15.3 samples/s +Step 23710/44000 | Loss: 2.9405 | LR: 2.26e-04 | 1306.6ms/step | 15.3 samples/s +Step 23720/44000 | Loss: 2.9466 | LR: 2.26e-04 | 1307.0ms/step | 15.3 samples/s +Step 23730/44000 | Loss: 2.9653 | LR: 2.25e-04 | 1307.5ms/step | 15.3 samples/s +Step 23740/44000 | Loss: 2.9636 | LR: 2.25e-04 | 1305.2ms/step | 15.3 samples/s +Step 23750/44000 | Loss: 2.9476 | LR: 2.25e-04 | 1307.0ms/step | 15.3 samples/s +Validation at step 23750: Loss = 2.9766, Perplexity = 19.62 +Step 23760/44000 | Loss: 2.9739 | LR: 2.25e-04 | 3492.5ms/step | 5.7 samples/s +Step 23770/44000 | Loss: 2.9481 | LR: 2.25e-04 | 1306.7ms/step | 15.3 samples/s +Step 23780/44000 | Loss: 2.9457 | LR: 2.25e-04 | 1306.8ms/step | 15.3 samples/s +Step 23790/44000 | Loss: 2.9420 | LR: 2.24e-04 | 1306.5ms/step | 15.3 samples/s +Step 23800/44000 | Loss: 2.9662 | LR: 2.24e-04 | 1307.2ms/step | 15.3 samples/s +Step 23810/44000 | Loss: 2.9410 | LR: 2.24e-04 | 1304.8ms/step | 15.3 samples/s +Step 23820/44000 | Loss: 2.9853 | LR: 2.24e-04 | 1305.6ms/step | 15.3 samples/s +Step 23830/44000 | Loss: 2.9524 | LR: 2.24e-04 | 1304.5ms/step | 15.3 samples/s +Step 23840/44000 | Loss: 2.9656 | LR: 2.23e-04 | 1305.6ms/step | 15.3 samples/s +Step 23850/44000 | Loss: 2.9700 | LR: 2.23e-04 | 1304.4ms/step | 15.3 samples/s +Step 23860/44000 | Loss: 2.9586 | LR: 2.23e-04 | 1303.8ms/step | 15.3 samples/s +Step 23870/44000 | Loss: 2.9707 | LR: 2.23e-04 | 1304.2ms/step | 15.3 samples/s +Step 23880/44000 | Loss: 2.9544 | LR: 2.23e-04 | 1306.9ms/step | 15.3 samples/s +Step 23890/44000 | Loss: 2.9536 | LR: 2.23e-04 | 1304.7ms/step | 15.3 samples/s +Step 23900/44000 | Loss: 2.9519 | LR: 2.22e-04 | 1305.4ms/step | 15.3 samples/s +Step 23910/44000 | Loss: 2.9485 | LR: 2.22e-04 | 1307.1ms/step | 15.3 samples/s +Step 23920/44000 | Loss: 2.9905 | LR: 2.22e-04 | 1305.5ms/step | 15.3 samples/s +Step 23930/44000 | Loss: 2.9659 | LR: 2.22e-04 | 1304.4ms/step | 15.3 samples/s +Step 23940/44000 | Loss: 2.9778 | LR: 2.22e-04 | 1303.3ms/step | 15.3 samples/s +Step 23950/44000 | Loss: 2.9706 | LR: 2.21e-04 | 1303.5ms/step | 15.3 samples/s +Step 23960/44000 | Loss: 2.9939 | LR: 2.21e-04 | 1309.2ms/step | 15.3 samples/s +Step 23970/44000 | Loss: 2.9716 | LR: 2.21e-04 | 1306.9ms/step | 15.3 samples/s +Step 23980/44000 | Loss: 2.9544 | LR: 2.21e-04 | 1309.2ms/step | 15.3 samples/s +Step 23990/44000 | Loss: 2.9313 | LR: 2.21e-04 | 1307.1ms/step | 15.3 samples/s +Step 24000/44000 | Loss: 2.9523 | LR: 2.21e-04 | 1305.7ms/step | 15.3 samples/s +Validation at step 24000: Loss = 2.9747, Perplexity = 19.58 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-24000 +Step 24010/44000 | Loss: 2.9632 | LR: 2.20e-04 | 3797.7ms/step | 5.3 samples/s +Step 24020/44000 | Loss: 2.9588 | LR: 2.20e-04 | 1303.0ms/step | 15.3 samples/s +Step 24030/44000 | Loss: 2.9806 | LR: 2.20e-04 | 1302.1ms/step | 15.4 samples/s +Step 24040/44000 | Loss: 2.9934 | LR: 2.20e-04 | 1302.5ms/step | 15.4 samples/s +Step 24050/44000 | Loss: 2.9853 | LR: 2.20e-04 | 1303.4ms/step | 15.3 samples/s +Step 24060/44000 | Loss: 2.9679 | LR: 2.19e-04 | 1303.1ms/step | 15.3 samples/s +Step 24070/44000 | Loss: 2.9848 | LR: 2.19e-04 | 1303.0ms/step | 15.3 samples/s +Step 24080/44000 | Loss: 2.9439 | LR: 2.19e-04 | 1302.8ms/step | 15.4 samples/s +Step 24090/44000 | Loss: 2.9444 | LR: 2.19e-04 | 1302.6ms/step | 15.4 samples/s +Step 24100/44000 | Loss: 2.9626 | LR: 2.19e-04 | 1300.4ms/step | 15.4 samples/s +Step 24110/44000 | Loss: 2.9719 | LR: 2.19e-04 | 1299.8ms/step | 15.4 samples/s +Step 24120/44000 | Loss: 2.9263 | LR: 2.18e-04 | 1301.1ms/step | 15.4 samples/s +Step 24130/44000 | Loss: 2.9749 | LR: 2.18e-04 | 1300.0ms/step | 15.4 samples/s +Step 24140/44000 | Loss: 2.9502 | LR: 2.18e-04 | 1299.8ms/step | 15.4 samples/s +Step 24150/44000 | Loss: 2.9774 | LR: 2.18e-04 | 1303.2ms/step | 15.3 samples/s +Step 24160/44000 | Loss: 2.9870 | LR: 2.18e-04 | 1303.6ms/step | 15.3 samples/s +Step 24170/44000 | Loss: 2.9441 | LR: 2.17e-04 | 1302.6ms/step | 15.4 samples/s +Step 24180/44000 | Loss: 2.9524 | LR: 2.17e-04 | 1302.6ms/step | 15.4 samples/s +Step 24190/44000 | Loss: 2.9738 | LR: 2.17e-04 | 1302.1ms/step | 15.4 samples/s +Step 24200/44000 | Loss: 2.9472 | LR: 2.17e-04 | 1300.1ms/step | 15.4 samples/s +Step 24210/44000 | Loss: 2.9387 | LR: 2.17e-04 | 1302.2ms/step | 15.4 samples/s +Step 24220/44000 | Loss: 2.9569 | LR: 2.17e-04 | 1302.3ms/step | 15.4 samples/s +Step 24230/44000 | Loss: 2.9810 | LR: 2.16e-04 | 1303.4ms/step | 15.3 samples/s +Step 24240/44000 | Loss: 2.9402 | LR: 2.16e-04 | 1302.6ms/step | 15.4 samples/s +Step 24250/44000 | Loss: 2.9659 | LR: 2.16e-04 | 1302.2ms/step | 15.4 samples/s +Validation at step 24250: Loss = 2.9735, Perplexity = 19.56 +Step 24260/44000 | Loss: 2.9360 | LR: 2.16e-04 | 3488.0ms/step | 5.7 samples/s +Step 24270/44000 | Loss: 2.9555 | LR: 2.16e-04 | 1302.9ms/step | 15.4 samples/s +Step 24280/44000 | Loss: 2.9810 | LR: 2.16e-04 | 1302.4ms/step | 15.4 samples/s +Step 24290/44000 | Loss: 2.9635 | LR: 2.15e-04 | 1299.8ms/step | 15.4 samples/s +Step 24300/44000 | Loss: 2.9474 | LR: 2.15e-04 | 1304.1ms/step | 15.3 samples/s +Step 24310/44000 | Loss: 2.9599 | LR: 2.15e-04 | 1300.3ms/step | 15.4 samples/s +Step 24320/44000 | Loss: 2.9594 | LR: 2.15e-04 | 1303.7ms/step | 15.3 samples/s +Step 24330/44000 | Loss: 2.9788 | LR: 2.15e-04 | 1307.9ms/step | 15.3 samples/s +Step 24340/44000 | Loss: 2.9416 | LR: 2.14e-04 | 1303.8ms/step | 15.3 samples/s +Step 24350/44000 | Loss: 2.9339 | LR: 2.14e-04 | 1300.0ms/step | 15.4 samples/s +Step 24360/44000 | Loss: 2.9583 | LR: 2.14e-04 | 1300.7ms/step | 15.4 samples/s +Step 24370/44000 | Loss: 2.9282 | LR: 2.14e-04 | 1299.8ms/step | 15.4 samples/s +Step 24380/44000 | Loss: 2.9214 | LR: 2.14e-04 | 1300.8ms/step | 15.4 samples/s +Step 24390/44000 | Loss: 2.9299 | LR: 2.14e-04 | 1303.7ms/step | 15.3 samples/s +Step 24400/44000 | Loss: 2.9598 | LR: 2.13e-04 | 1302.4ms/step | 15.4 samples/s +Step 24410/44000 | Loss: 2.9578 | LR: 2.13e-04 | 1303.8ms/step | 15.3 samples/s +Step 24420/44000 | Loss: 2.9722 | LR: 2.13e-04 | 1302.9ms/step | 15.4 samples/s +Step 24430/44000 | Loss: 2.9581 | LR: 2.13e-04 | 1301.9ms/step | 15.4 samples/s +Step 24440/44000 | Loss: 2.9635 | LR: 2.13e-04 | 1300.7ms/step | 15.4 samples/s +Step 24450/44000 | Loss: 2.9307 | LR: 2.12e-04 | 1303.6ms/step | 15.3 samples/s +Step 24460/44000 | Loss: 2.9367 | LR: 2.12e-04 | 1301.8ms/step | 15.4 samples/s +Step 24470/44000 | Loss: 2.9626 | LR: 2.12e-04 | 1303.9ms/step | 15.3 samples/s +Step 24480/44000 | Loss: 2.9581 | LR: 2.12e-04 | 1302.9ms/step | 15.4 samples/s +Step 24490/44000 | Loss: 2.9537 | LR: 2.12e-04 | 1302.0ms/step | 15.4 samples/s +Step 24500/44000 | Loss: 2.9694 | LR: 2.12e-04 | 1302.2ms/step | 15.4 samples/s +Validation at step 24500: Loss = 2.9712, Perplexity = 19.51 +Step 24510/44000 | Loss: 2.9586 | LR: 2.11e-04 | 3484.9ms/step | 5.7 samples/s +Step 24520/44000 | Loss: 2.9268 | LR: 2.11e-04 | 1300.6ms/step | 15.4 samples/s +Step 24530/44000 | Loss: 2.9521 | LR: 2.11e-04 | 1300.8ms/step | 15.4 samples/s +Step 24540/44000 | Loss: 2.9733 | LR: 2.11e-04 | 1296.5ms/step | 15.4 samples/s +Step 24550/44000 | Loss: 2.9850 | LR: 2.11e-04 | 1298.7ms/step | 15.4 samples/s +Step 24560/44000 | Loss: 2.9509 | LR: 2.10e-04 | 1296.7ms/step | 15.4 samples/s +Step 24570/44000 | Loss: 3.0188 | LR: 2.10e-04 | 1296.8ms/step | 15.4 samples/s +Step 24580/44000 | Loss: 2.9348 | LR: 2.10e-04 | 1297.5ms/step | 15.4 samples/s +Step 24590/44000 | Loss: 2.9824 | LR: 2.10e-04 | 1298.1ms/step | 15.4 samples/s +Step 24600/44000 | Loss: 2.9536 | LR: 2.10e-04 | 1299.1ms/step | 15.4 samples/s +Step 24610/44000 | Loss: 2.9690 | LR: 2.10e-04 | 1297.0ms/step | 15.4 samples/s +Step 24620/44000 | Loss: 2.9647 | LR: 2.09e-04 | 1299.3ms/step | 15.4 samples/s +Step 24630/44000 | Loss: 2.9842 | LR: 2.09e-04 | 1299.1ms/step | 15.4 samples/s +Step 24640/44000 | Loss: 2.9555 | LR: 2.09e-04 | 1302.4ms/step | 15.4 samples/s +Step 24650/44000 | Loss: 2.9569 | LR: 2.09e-04 | 1301.1ms/step | 15.4 samples/s +Step 24660/44000 | Loss: 2.9471 | LR: 2.09e-04 | 1305.2ms/step | 15.3 samples/s +Step 24670/44000 | Loss: 2.9502 | LR: 2.09e-04 | 1302.5ms/step | 15.4 samples/s +Step 24680/44000 | Loss: 2.9461 | LR: 2.08e-04 | 1301.1ms/step | 15.4 samples/s +Step 24690/44000 | Loss: 2.9521 | LR: 2.08e-04 | 1301.1ms/step | 15.4 samples/s +Step 24700/44000 | Loss: 2.9472 | LR: 2.08e-04 | 1300.6ms/step | 15.4 samples/s +Step 24710/44000 | Loss: 2.9505 | LR: 2.08e-04 | 1301.0ms/step | 15.4 samples/s +Step 24720/44000 | Loss: 2.9369 | LR: 2.08e-04 | 1302.1ms/step | 15.4 samples/s +Step 24730/44000 | Loss: 2.9497 | LR: 2.07e-04 | 1302.7ms/step | 15.4 samples/s +Step 24740/44000 | Loss: 2.9964 | LR: 2.07e-04 | 1303.0ms/step | 15.3 samples/s +Step 24750/44000 | Loss: 2.9322 | LR: 2.07e-04 | 1301.3ms/step | 15.4 samples/s +Validation at step 24750: Loss = 2.9695, Perplexity = 19.48 +Step 24760/44000 | Loss: 2.9538 | LR: 2.07e-04 | 3484.4ms/step | 5.7 samples/s +Step 24770/44000 | Loss: 2.9546 | LR: 2.07e-04 | 1305.6ms/step | 15.3 samples/s +Step 24780/44000 | Loss: 2.9781 | LR: 2.07e-04 | 1301.8ms/step | 15.4 samples/s +Step 24790/44000 | Loss: 2.9354 | LR: 2.06e-04 | 1304.9ms/step | 15.3 samples/s +Step 24800/44000 | Loss: 2.9388 | LR: 2.06e-04 | 1306.0ms/step | 15.3 samples/s +Step 24810/44000 | Loss: 2.9704 | LR: 2.06e-04 | 1303.1ms/step | 15.3 samples/s +Step 24820/44000 | Loss: 2.9535 | LR: 2.06e-04 | 1304.2ms/step | 15.3 samples/s +Step 24830/44000 | Loss: 2.9281 | LR: 2.06e-04 | 1304.0ms/step | 15.3 samples/s +Step 24840/44000 | Loss: 2.9453 | LR: 2.05e-04 | 1302.4ms/step | 15.4 samples/s +Step 24850/44000 | Loss: 2.9485 | LR: 2.05e-04 | 1302.6ms/step | 15.4 samples/s +Step 24860/44000 | Loss: 2.9502 | LR: 2.05e-04 | 1302.7ms/step | 15.4 samples/s +Step 24870/44000 | Loss: 2.9396 | LR: 2.05e-04 | 1301.4ms/step | 15.4 samples/s +Step 24880/44000 | Loss: 2.9660 | LR: 2.05e-04 | 1302.8ms/step | 15.4 samples/s +Step 24890/44000 | Loss: 2.9901 | LR: 2.05e-04 | 1302.2ms/step | 15.4 samples/s +Step 24900/44000 | Loss: 2.9455 | LR: 2.04e-04 | 1303.2ms/step | 15.3 samples/s +Step 24910/44000 | Loss: 2.9549 | LR: 2.04e-04 | 1300.8ms/step | 15.4 samples/s +Step 24920/44000 | Loss: 2.9611 | LR: 2.04e-04 | 1303.9ms/step | 15.3 samples/s +Step 24930/44000 | Loss: 2.9547 | LR: 2.04e-04 | 1301.3ms/step | 15.4 samples/s +Step 24940/44000 | Loss: 2.9659 | LR: 2.04e-04 | 1301.0ms/step | 15.4 samples/s +Step 24950/44000 | Loss: 2.9415 | LR: 2.04e-04 | 1304.2ms/step | 15.3 samples/s +Step 24960/44000 | Loss: 2.9907 | LR: 2.03e-04 | 1304.8ms/step | 15.3 samples/s +Step 24970/44000 | Loss: 2.9404 | LR: 2.03e-04 | 1300.7ms/step | 15.4 samples/s +Step 24980/44000 | Loss: 2.9757 | LR: 2.03e-04 | 1300.0ms/step | 15.4 samples/s +Step 24990/44000 | Loss: 2.9269 | LR: 2.03e-04 | 1300.1ms/step | 15.4 samples/s +Step 25000/44000 | Loss: 2.9704 | LR: 2.03e-04 | 1299.8ms/step | 15.4 samples/s +Validation at step 25000: Loss = 2.9671, Perplexity = 19.43 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-25000 +Step 25010/44000 | Loss: 2.9311 | LR: 2.02e-04 | 3785.1ms/step | 5.3 samples/s +Step 25020/44000 | Loss: 2.9628 | LR: 2.02e-04 | 1300.8ms/step | 15.4 samples/s +Step 25030/44000 | Loss: 2.9421 | LR: 2.02e-04 | 1302.3ms/step | 15.4 samples/s +Step 25040/44000 | Loss: 2.9581 | LR: 2.02e-04 | 1302.9ms/step | 15.4 samples/s +Step 25050/44000 | Loss: 2.9493 | LR: 2.02e-04 | 1303.8ms/step | 15.3 samples/s +Step 25060/44000 | Loss: 2.9462 | LR: 2.02e-04 | 1303.3ms/step | 15.3 samples/s +Step 25070/44000 | Loss: 2.9695 | LR: 2.01e-04 | 1304.1ms/step | 15.3 samples/s +Step 25080/44000 | Loss: 2.9321 | LR: 2.01e-04 | 1301.4ms/step | 15.4 samples/s +Step 25090/44000 | Loss: 2.9710 | LR: 2.01e-04 | 1302.5ms/step | 15.4 samples/s +Step 25100/44000 | Loss: 2.9303 | LR: 2.01e-04 | 1303.5ms/step | 15.3 samples/s +Step 25110/44000 | Loss: 2.9554 | LR: 2.01e-04 | 1304.6ms/step | 15.3 samples/s +Step 25120/44000 | Loss: 2.9302 | LR: 2.00e-04 | 1305.6ms/step | 15.3 samples/s +Step 25130/44000 | Loss: 2.9833 | LR: 2.00e-04 | 1303.2ms/step | 15.3 samples/s +Step 25140/44000 | Loss: 2.9924 | LR: 2.00e-04 | 1302.7ms/step | 15.4 samples/s +Step 25150/44000 | Loss: 2.9164 | LR: 2.00e-04 | 1304.3ms/step | 15.3 samples/s +Step 25160/44000 | Loss: 2.9298 | LR: 2.00e-04 | 1304.7ms/step | 15.3 samples/s +Step 25170/44000 | Loss: 2.9652 | LR: 2.00e-04 | 1300.1ms/step | 15.4 samples/s +Step 25180/44000 | Loss: 2.9038 | LR: 1.99e-04 | 1299.8ms/step | 15.4 samples/s +Step 25190/44000 | Loss: 2.9473 | LR: 1.99e-04 | 1303.6ms/step | 15.3 samples/s +Step 25200/44000 | Loss: 2.9682 | LR: 1.99e-04 | 1303.5ms/step | 15.3 samples/s +Step 25210/44000 | Loss: 2.9642 | LR: 1.99e-04 | 1301.5ms/step | 15.4 samples/s +Step 25220/44000 | Loss: 2.9327 | LR: 1.99e-04 | 1302.1ms/step | 15.4 samples/s +Step 25230/44000 | Loss: 2.9533 | LR: 1.99e-04 | 1303.5ms/step | 15.3 samples/s +Step 25240/44000 | Loss: 2.9350 | LR: 1.98e-04 | 1303.1ms/step | 15.3 samples/s +Step 25250/44000 | Loss: 2.9675 | LR: 1.98e-04 | 1303.2ms/step | 15.3 samples/s +Validation at step 25250: Loss = 2.9654, Perplexity = 19.40 +Step 25260/44000 | Loss: 2.9267 | LR: 1.98e-04 | 3486.3ms/step | 5.7 samples/s +Step 25270/44000 | Loss: 2.9587 | LR: 1.98e-04 | 1303.6ms/step | 15.3 samples/s +Step 25280/44000 | Loss: 2.9260 | LR: 1.98e-04 | 1302.9ms/step | 15.4 samples/s +Step 25290/44000 | Loss: 2.9462 | LR: 1.97e-04 | 1302.0ms/step | 15.4 samples/s +Step 25300/44000 | Loss: 2.9506 | LR: 1.97e-04 | 1306.6ms/step | 15.3 samples/s +Step 25310/44000 | Loss: 2.9017 | LR: 1.97e-04 | 1305.9ms/step | 15.3 samples/s +Step 25320/44000 | Loss: 2.9418 | LR: 1.97e-04 | 1301.1ms/step | 15.4 samples/s +Step 25330/44000 | Loss: 2.9531 | LR: 1.97e-04 | 1299.3ms/step | 15.4 samples/s +Step 25340/44000 | Loss: 2.9449 | LR: 1.97e-04 | 1302.4ms/step | 15.4 samples/s +Step 25350/44000 | Loss: 2.9367 | LR: 1.96e-04 | 1303.8ms/step | 15.3 samples/s +Step 25360/44000 | Loss: 2.9844 | LR: 1.96e-04 | 1303.9ms/step | 15.3 samples/s +Step 25370/44000 | Loss: 2.9322 | LR: 1.96e-04 | 1300.8ms/step | 15.4 samples/s +Step 25380/44000 | Loss: 2.9736 | LR: 1.96e-04 | 1302.5ms/step | 15.4 samples/s +Step 25390/44000 | Loss: 2.9441 | LR: 1.96e-04 | 1304.7ms/step | 15.3 samples/s +Step 25400/44000 | Loss: 2.9580 | LR: 1.96e-04 | 1305.6ms/step | 15.3 samples/s +Step 25410/44000 | Loss: 2.9874 | LR: 1.95e-04 | 1305.0ms/step | 15.3 samples/s +Step 25420/44000 | Loss: 2.9728 | LR: 1.95e-04 | 1305.3ms/step | 15.3 samples/s +Step 25430/44000 | Loss: 2.9485 | LR: 1.95e-04 | 1302.8ms/step | 15.4 samples/s +Step 25440/44000 | Loss: 2.9497 | LR: 1.95e-04 | 1302.2ms/step | 15.4 samples/s +Step 25450/44000 | Loss: 2.9865 | LR: 1.95e-04 | 1302.1ms/step | 15.4 samples/s +Step 25460/44000 | Loss: 2.9580 | LR: 1.94e-04 | 1304.0ms/step | 15.3 samples/s +Step 25470/44000 | Loss: 2.9390 | LR: 1.94e-04 | 1298.4ms/step | 15.4 samples/s +Step 25480/44000 | Loss: 2.9536 | LR: 1.94e-04 | 1300.0ms/step | 15.4 samples/s +Step 25490/44000 | Loss: 2.9528 | LR: 1.94e-04 | 1299.4ms/step | 15.4 samples/s +Step 25500/44000 | Loss: 2.9425 | LR: 1.94e-04 | 1298.7ms/step | 15.4 samples/s +Validation at step 25500: Loss = 2.9634, Perplexity = 19.36 +Step 25510/44000 | Loss: 2.9334 | LR: 1.94e-04 | 3483.9ms/step | 5.7 samples/s +Step 25520/44000 | Loss: 2.9310 | LR: 1.93e-04 | 1303.2ms/step | 15.3 samples/s +Step 25530/44000 | Loss: 2.9337 | LR: 1.93e-04 | 1301.7ms/step | 15.4 samples/s +Step 25540/44000 | Loss: 2.9412 | LR: 1.93e-04 | 1302.3ms/step | 15.4 samples/s +Step 25550/44000 | Loss: 2.9530 | LR: 1.93e-04 | 1303.2ms/step | 15.3 samples/s +Step 25560/44000 | Loss: 2.9594 | LR: 1.93e-04 | 1302.2ms/step | 15.4 samples/s +Step 25570/44000 | Loss: 2.9434 | LR: 1.92e-04 | 1304.7ms/step | 15.3 samples/s +Step 25580/44000 | Loss: 2.9756 | LR: 1.92e-04 | 1300.9ms/step | 15.4 samples/s +Step 25590/44000 | Loss: 2.9533 | LR: 1.92e-04 | 1301.0ms/step | 15.4 samples/s +Step 25600/44000 | Loss: 2.9220 | LR: 1.92e-04 | 1300.9ms/step | 15.4 samples/s +Step 25610/44000 | Loss: 2.9359 | LR: 1.92e-04 | 1301.2ms/step | 15.4 samples/s +Step 25620/44000 | Loss: 2.9244 | LR: 1.92e-04 | 1301.5ms/step | 15.4 samples/s +Step 25630/44000 | Loss: 2.9557 | LR: 1.91e-04 | 1299.4ms/step | 15.4 samples/s +Step 25640/44000 | Loss: 2.9391 | LR: 1.91e-04 | 1302.7ms/step | 15.4 samples/s +Step 25650/44000 | Loss: 2.9447 | LR: 1.91e-04 | 1303.3ms/step | 15.3 samples/s +Step 25660/44000 | Loss: 2.9652 | LR: 1.91e-04 | 1303.8ms/step | 15.3 samples/s +Step 25670/44000 | Loss: 2.9558 | LR: 1.91e-04 | 1302.0ms/step | 15.4 samples/s +Step 25680/44000 | Loss: 2.9228 | LR: 1.91e-04 | 1301.0ms/step | 15.4 samples/s +Step 25690/44000 | Loss: 2.9433 | LR: 1.90e-04 | 1301.7ms/step | 15.4 samples/s +Step 25700/44000 | Loss: 2.9254 | LR: 1.90e-04 | 1303.6ms/step | 15.3 samples/s +Step 25710/44000 | Loss: 2.9405 | LR: 1.90e-04 | 1304.7ms/step | 15.3 samples/s +Step 25720/44000 | Loss: 2.9352 | LR: 1.90e-04 | 1305.0ms/step | 15.3 samples/s +Step 25730/44000 | Loss: 2.9272 | LR: 1.90e-04 | 1302.2ms/step | 15.4 samples/s +Step 25740/44000 | Loss: 2.9420 | LR: 1.89e-04 | 1304.7ms/step | 15.3 samples/s +Step 25750/44000 | Loss: 2.9419 | LR: 1.89e-04 | 1304.1ms/step | 15.3 samples/s +Validation at step 25750: Loss = 2.9622, Perplexity = 19.34 +Step 25760/44000 | Loss: 2.9420 | LR: 1.89e-04 | 3487.0ms/step | 5.7 samples/s +Step 25770/44000 | Loss: 2.9643 | LR: 1.89e-04 | 1303.0ms/step | 15.3 samples/s +Step 25780/44000 | Loss: 2.9492 | LR: 1.89e-04 | 1303.9ms/step | 15.3 samples/s +Step 25790/44000 | Loss: 2.9852 | LR: 1.89e-04 | 1304.0ms/step | 15.3 samples/s +Step 25800/44000 | Loss: 2.9085 | LR: 1.88e-04 | 1304.0ms/step | 15.3 samples/s +Step 25810/44000 | Loss: 2.9412 | LR: 1.88e-04 | 1302.7ms/step | 15.4 samples/s +Step 25820/44000 | Loss: 2.9448 | LR: 1.88e-04 | 1303.4ms/step | 15.3 samples/s +Step 25830/44000 | Loss: 2.9475 | LR: 1.88e-04 | 1303.6ms/step | 15.3 samples/s +Step 25840/44000 | Loss: 2.9571 | LR: 1.88e-04 | 1303.3ms/step | 15.3 samples/s +Step 25850/44000 | Loss: 2.9202 | LR: 1.88e-04 | 1304.0ms/step | 15.3 samples/s +Step 25860/44000 | Loss: 2.9187 | LR: 1.87e-04 | 1303.4ms/step | 15.3 samples/s +Step 25870/44000 | Loss: 2.9216 | LR: 1.87e-04 | 1308.5ms/step | 15.3 samples/s +Step 25880/44000 | Loss: 2.9656 | LR: 1.87e-04 | 1303.1ms/step | 15.3 samples/s +Step 25890/44000 | Loss: 2.9455 | LR: 1.87e-04 | 1306.2ms/step | 15.3 samples/s +Step 25900/44000 | Loss: 2.9485 | LR: 1.87e-04 | 1305.6ms/step | 15.3 samples/s +Step 25910/44000 | Loss: 2.9323 | LR: 1.87e-04 | 1304.0ms/step | 15.3 samples/s +Step 25920/44000 | Loss: 2.9300 | LR: 1.86e-04 | 1305.5ms/step | 15.3 samples/s +Step 25930/44000 | Loss: 2.9608 | LR: 1.86e-04 | 1302.6ms/step | 15.4 samples/s +Step 25940/44000 | Loss: 2.9215 | LR: 1.86e-04 | 1303.0ms/step | 15.3 samples/s +Step 25950/44000 | Loss: 2.9220 | LR: 1.86e-04 | 1302.6ms/step | 15.4 samples/s +Step 25960/44000 | Loss: 2.9406 | LR: 1.86e-04 | 1304.6ms/step | 15.3 samples/s +Step 25970/44000 | Loss: 2.9184 | LR: 1.85e-04 | 1308.7ms/step | 15.3 samples/s +Step 25980/44000 | Loss: 2.9620 | LR: 1.85e-04 | 1304.1ms/step | 15.3 samples/s +Step 25990/44000 | Loss: 2.9533 | LR: 1.85e-04 | 1303.9ms/step | 15.3 samples/s +Step 26000/44000 | Loss: 2.9322 | LR: 1.85e-04 | 1304.6ms/step | 15.3 samples/s +Validation at step 26000: Loss = 2.9605, Perplexity = 19.31 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-26000 +Step 26010/44000 | Loss: 2.9474 | LR: 1.85e-04 | 3802.4ms/step | 5.3 samples/s +Step 26020/44000 | Loss: 2.9464 | LR: 1.85e-04 | 1304.0ms/step | 15.3 samples/s +Step 26030/44000 | Loss: 2.9337 | LR: 1.84e-04 | 1303.9ms/step | 15.3 samples/s +Step 26040/44000 | Loss: 2.9204 | LR: 1.84e-04 | 1300.8ms/step | 15.4 samples/s +Step 26050/44000 | Loss: 2.9567 | LR: 1.84e-04 | 1300.0ms/step | 15.4 samples/s +Step 26060/44000 | Loss: 2.9061 | LR: 1.84e-04 | 1300.1ms/step | 15.4 samples/s +Step 26070/44000 | Loss: 2.9363 | LR: 1.84e-04 | 1301.1ms/step | 15.4 samples/s +Step 26080/44000 | Loss: 2.9216 | LR: 1.84e-04 | 1300.4ms/step | 15.4 samples/s +Step 26090/44000 | Loss: 2.9363 | LR: 1.83e-04 | 1301.5ms/step | 15.4 samples/s +Step 26100/44000 | Loss: 2.9381 | LR: 1.83e-04 | 1300.9ms/step | 15.4 samples/s +Step 26110/44000 | Loss: 2.9550 | LR: 1.83e-04 | 1299.8ms/step | 15.4 samples/s +Step 26120/44000 | Loss: 2.9349 | LR: 1.83e-04 | 1300.2ms/step | 15.4 samples/s +Step 26130/44000 | Loss: 2.9561 | LR: 1.83e-04 | 1299.8ms/step | 15.4 samples/s +Step 26140/44000 | Loss: 2.9598 | LR: 1.82e-04 | 1302.9ms/step | 15.4 samples/s +Step 26150/44000 | Loss: 2.9512 | LR: 1.82e-04 | 1300.3ms/step | 15.4 samples/s +Step 26160/44000 | Loss: 2.9358 | LR: 1.82e-04 | 1303.0ms/step | 15.3 samples/s +Step 26170/44000 | Loss: 2.9382 | LR: 1.82e-04 | 1303.2ms/step | 15.3 samples/s +Step 26180/44000 | Loss: 2.9523 | LR: 1.82e-04 | 1305.9ms/step | 15.3 samples/s +Step 26190/44000 | Loss: 2.9245 | LR: 1.82e-04 | 1306.9ms/step | 15.3 samples/s +Step 26200/44000 | Loss: 2.9073 | LR: 1.81e-04 | 1304.8ms/step | 15.3 samples/s +Step 26210/44000 | Loss: 2.9706 | LR: 1.81e-04 | 1303.0ms/step | 15.3 samples/s +Step 26220/44000 | Loss: 2.9437 | LR: 1.81e-04 | 1304.7ms/step | 15.3 samples/s +Step 26230/44000 | Loss: 2.9540 | LR: 1.81e-04 | 1313.0ms/step | 15.2 samples/s +Step 26240/44000 | Loss: 2.9440 | LR: 1.81e-04 | 1311.8ms/step | 15.2 samples/s +Step 26250/44000 | Loss: 2.9528 | LR: 1.81e-04 | 1308.6ms/step | 15.3 samples/s +Validation at step 26250: Loss = 2.9592, Perplexity = 19.28 +Step 26260/44000 | Loss: 2.9362 | LR: 1.80e-04 | 3489.0ms/step | 5.7 samples/s +Step 26270/44000 | Loss: 2.9327 | LR: 1.80e-04 | 1304.4ms/step | 15.3 samples/s +Step 26280/44000 | Loss: 2.9539 | LR: 1.80e-04 | 1309.8ms/step | 15.3 samples/s +Step 26290/44000 | Loss: 2.9670 | LR: 1.80e-04 | 1311.8ms/step | 15.2 samples/s +Step 26300/44000 | Loss: 2.9476 | LR: 1.80e-04 | 1304.0ms/step | 15.3 samples/s +Step 26310/44000 | Loss: 2.9337 | LR: 1.80e-04 | 1303.8ms/step | 15.3 samples/s +Step 26320/44000 | Loss: 2.9515 | LR: 1.79e-04 | 1303.7ms/step | 15.3 samples/s +Step 26330/44000 | Loss: 2.9830 | LR: 1.79e-04 | 1303.9ms/step | 15.3 samples/s +Step 26340/44000 | Loss: 2.9389 | LR: 1.79e-04 | 1305.6ms/step | 15.3 samples/s +Step 26350/44000 | Loss: 2.9549 | LR: 1.79e-04 | 1304.8ms/step | 15.3 samples/s +Step 26360/44000 | Loss: 2.9307 | LR: 1.79e-04 | 1303.3ms/step | 15.3 samples/s +Step 26370/44000 | Loss: 2.9559 | LR: 1.78e-04 | 1304.1ms/step | 15.3 samples/s +Step 26380/44000 | Loss: 2.9595 | LR: 1.78e-04 | 1301.4ms/step | 15.4 samples/s +Step 26390/44000 | Loss: 2.9589 | LR: 1.78e-04 | 1301.0ms/step | 15.4 samples/s +Step 26400/44000 | Loss: 2.9589 | LR: 1.78e-04 | 1299.9ms/step | 15.4 samples/s +Step 26410/44000 | Loss: 2.9229 | LR: 1.78e-04 | 1299.1ms/step | 15.4 samples/s +Step 26420/44000 | Loss: 2.9184 | LR: 1.78e-04 | 1299.7ms/step | 15.4 samples/s +Step 26430/44000 | Loss: 2.9598 | LR: 1.77e-04 | 1300.2ms/step | 15.4 samples/s +Step 26440/44000 | Loss: 2.9186 | LR: 1.77e-04 | 1300.1ms/step | 15.4 samples/s +Step 26450/44000 | Loss: 2.9432 | LR: 1.77e-04 | 1300.8ms/step | 15.4 samples/s +Step 26460/44000 | Loss: 2.9460 | LR: 1.77e-04 | 1299.1ms/step | 15.4 samples/s +Step 26470/44000 | Loss: 2.9379 | LR: 1.77e-04 | 1301.9ms/step | 15.4 samples/s +Step 26480/44000 | Loss: 2.9354 | LR: 1.77e-04 | 1305.4ms/step | 15.3 samples/s +Step 26490/44000 | Loss: 2.9707 | LR: 1.76e-04 | 1306.5ms/step | 15.3 samples/s +Step 26500/44000 | Loss: 2.9535 | LR: 1.76e-04 | 1304.5ms/step | 15.3 samples/s +Validation at step 26500: Loss = 2.9577, Perplexity = 19.25 +Step 26510/44000 | Loss: 2.9661 | LR: 1.76e-04 | 3483.7ms/step | 5.7 samples/s +Step 26520/44000 | Loss: 2.9416 | LR: 1.76e-04 | 1302.6ms/step | 15.4 samples/s +Step 26530/44000 | Loss: 2.9451 | LR: 1.76e-04 | 1303.7ms/step | 15.3 samples/s +Step 26540/44000 | Loss: 2.9531 | LR: 1.76e-04 | 1302.4ms/step | 15.4 samples/s +Step 26550/44000 | Loss: 2.9585 | LR: 1.75e-04 | 1300.9ms/step | 15.4 samples/s +Step 26560/44000 | Loss: 2.9878 | LR: 1.75e-04 | 1300.1ms/step | 15.4 samples/s +Step 26570/44000 | Loss: 2.9171 | LR: 1.75e-04 | 1301.0ms/step | 15.4 samples/s +Step 26580/44000 | Loss: 2.9679 | LR: 1.75e-04 | 1299.9ms/step | 15.4 samples/s +Step 26590/44000 | Loss: 2.9707 | LR: 1.75e-04 | 1300.5ms/step | 15.4 samples/s +Step 26600/44000 | Loss: 2.9420 | LR: 1.74e-04 | 1302.5ms/step | 15.4 samples/s +Step 26610/44000 | Loss: 2.9506 | LR: 1.74e-04 | 1304.0ms/step | 15.3 samples/s +Step 26620/44000 | Loss: 2.9283 | LR: 1.74e-04 | 1303.4ms/step | 15.3 samples/s +Step 26630/44000 | Loss: 2.9353 | LR: 1.74e-04 | 1301.0ms/step | 15.4 samples/s +Step 26640/44000 | Loss: 2.9315 | LR: 1.74e-04 | 1302.7ms/step | 15.4 samples/s +Step 26650/44000 | Loss: 2.9624 | LR: 1.74e-04 | 1303.2ms/step | 15.3 samples/s +Step 26660/44000 | Loss: 2.9511 | LR: 1.73e-04 | 1305.6ms/step | 15.3 samples/s +Step 26670/44000 | Loss: 2.9389 | LR: 1.73e-04 | 1305.3ms/step | 15.3 samples/s +Step 26680/44000 | Loss: 2.9529 | LR: 1.73e-04 | 1303.8ms/step | 15.3 samples/s +Step 26690/44000 | Loss: 2.9619 | LR: 1.73e-04 | 1305.4ms/step | 15.3 samples/s +Step 26700/44000 | Loss: 2.9571 | LR: 1.73e-04 | 1303.2ms/step | 15.3 samples/s +Step 26710/44000 | Loss: 2.9266 | LR: 1.73e-04 | 1307.8ms/step | 15.3 samples/s +Step 26720/44000 | Loss: 2.9351 | LR: 1.72e-04 | 1301.1ms/step | 15.4 samples/s +Step 26730/44000 | Loss: 2.9218 | LR: 1.72e-04 | 1303.7ms/step | 15.3 samples/s +Step 26740/44000 | Loss: 2.9462 | LR: 1.72e-04 | 1304.1ms/step | 15.3 samples/s +Step 26750/44000 | Loss: 2.9822 | LR: 1.72e-04 | 1303.5ms/step | 15.3 samples/s +Validation at step 26750: Loss = 2.9564, Perplexity = 19.23 +Step 26760/44000 | Loss: 2.9360 | LR: 1.72e-04 | 3484.7ms/step | 5.7 samples/s +Step 26770/44000 | Loss: 2.9125 | LR: 1.72e-04 | 1301.6ms/step | 15.4 samples/s +Step 26780/44000 | Loss: 2.9258 | LR: 1.71e-04 | 1304.0ms/step | 15.3 samples/s +Step 26790/44000 | Loss: 2.9380 | LR: 1.71e-04 | 1305.1ms/step | 15.3 samples/s +Step 26800/44000 | Loss: 2.9478 | LR: 1.71e-04 | 1310.3ms/step | 15.3 samples/s +Step 26810/44000 | Loss: 2.9482 | LR: 1.71e-04 | 1309.4ms/step | 15.3 samples/s +Step 26820/44000 | Loss: 2.9661 | LR: 1.71e-04 | 1309.4ms/step | 15.3 samples/s +Step 26830/44000 | Loss: 2.9427 | LR: 1.71e-04 | 1304.4ms/step | 15.3 samples/s +Step 26840/44000 | Loss: 2.9628 | LR: 1.70e-04 | 1303.4ms/step | 15.3 samples/s +Step 26850/44000 | Loss: 2.9400 | LR: 1.70e-04 | 1300.3ms/step | 15.4 samples/s +Step 26860/44000 | Loss: 2.9254 | LR: 1.70e-04 | 1303.3ms/step | 15.3 samples/s +Step 26870/44000 | Loss: 2.9520 | LR: 1.70e-04 | 1299.3ms/step | 15.4 samples/s +Step 26880/44000 | Loss: 2.9174 | LR: 1.70e-04 | 1305.5ms/step | 15.3 samples/s +Step 26890/44000 | Loss: 2.9636 | LR: 1.69e-04 | 1305.6ms/step | 15.3 samples/s +Step 26900/44000 | Loss: 2.9117 | LR: 1.69e-04 | 1306.1ms/step | 15.3 samples/s +Step 26910/44000 | Loss: 2.9574 | LR: 1.69e-04 | 1304.4ms/step | 15.3 samples/s +Step 26920/44000 | Loss: 2.9298 | LR: 1.69e-04 | 1304.2ms/step | 15.3 samples/s +Step 26930/44000 | Loss: 2.9312 | LR: 1.69e-04 | 1304.8ms/step | 15.3 samples/s +Step 26940/44000 | Loss: 2.9444 | LR: 1.69e-04 | 1304.5ms/step | 15.3 samples/s +Step 26950/44000 | Loss: 2.9488 | LR: 1.68e-04 | 1305.2ms/step | 15.3 samples/s +Step 26960/44000 | Loss: 2.9325 | LR: 1.68e-04 | 1302.9ms/step | 15.4 samples/s +Step 26970/44000 | Loss: 2.9343 | LR: 1.68e-04 | 1301.9ms/step | 15.4 samples/s +Step 26980/44000 | Loss: 2.9659 | LR: 1.68e-04 | 1299.9ms/step | 15.4 samples/s +Step 26990/44000 | Loss: 2.9280 | LR: 1.68e-04 | 1300.0ms/step | 15.4 samples/s +Step 27000/44000 | Loss: 2.9424 | LR: 1.68e-04 | 1301.1ms/step | 15.4 samples/s +Validation at step 27000: Loss = 2.9550, Perplexity = 19.20 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-27000 +Step 27010/44000 | Loss: 2.9571 | LR: 1.67e-04 | 3786.5ms/step | 5.3 samples/s +Step 27020/44000 | Loss: 2.9392 | LR: 1.67e-04 | 1305.9ms/step | 15.3 samples/s +Step 27030/44000 | Loss: 2.9567 | LR: 1.67e-04 | 1305.3ms/step | 15.3 samples/s +Step 27040/44000 | Loss: 2.9442 | LR: 1.67e-04 | 1302.3ms/step | 15.4 samples/s +Step 27050/44000 | Loss: 2.9544 | LR: 1.67e-04 | 1301.9ms/step | 15.4 samples/s +Step 27060/44000 | Loss: 2.9130 | LR: 1.67e-04 | 1301.8ms/step | 15.4 samples/s +Step 27070/44000 | Loss: 2.9493 | LR: 1.66e-04 | 1301.2ms/step | 15.4 samples/s +Step 27080/44000 | Loss: 2.9516 | LR: 1.66e-04 | 1301.6ms/step | 15.4 samples/s +Step 27090/44000 | Loss: 2.9360 | LR: 1.66e-04 | 1302.5ms/step | 15.4 samples/s +Step 27100/44000 | Loss: 2.9236 | LR: 1.66e-04 | 1302.4ms/step | 15.4 samples/s +Step 27110/44000 | Loss: 2.9180 | LR: 1.66e-04 | 1302.4ms/step | 15.4 samples/s +Step 27120/44000 | Loss: 2.9256 | LR: 1.66e-04 | 1304.1ms/step | 15.3 samples/s +Step 27130/44000 | Loss: 2.9182 | LR: 1.65e-04 | 1298.9ms/step | 15.4 samples/s +Step 27140/44000 | Loss: 2.9327 | LR: 1.65e-04 | 1301.9ms/step | 15.4 samples/s +Step 27150/44000 | Loss: 2.9504 | LR: 1.65e-04 | 1301.2ms/step | 15.4 samples/s +Step 27160/44000 | Loss: 2.9177 | LR: 1.65e-04 | 1303.2ms/step | 15.3 samples/s +Step 27170/44000 | Loss: 2.9451 | LR: 1.65e-04 | 1303.1ms/step | 15.3 samples/s +Step 27180/44000 | Loss: 2.9513 | LR: 1.65e-04 | 1303.0ms/step | 15.3 samples/s +Step 27190/44000 | Loss: 2.9498 | LR: 1.64e-04 | 1304.4ms/step | 15.3 samples/s +Step 27200/44000 | Loss: 2.9551 | LR: 1.64e-04 | 1303.7ms/step | 15.3 samples/s +Step 27210/44000 | Loss: 2.9383 | LR: 1.64e-04 | 1302.5ms/step | 15.4 samples/s +Step 27220/44000 | Loss: 2.9212 | LR: 1.64e-04 | 1302.7ms/step | 15.4 samples/s +Step 27230/44000 | Loss: 2.9150 | LR: 1.64e-04 | 1302.6ms/step | 15.4 samples/s +Step 27240/44000 | Loss: 2.9470 | LR: 1.63e-04 | 1304.4ms/step | 15.3 samples/s +Step 27250/44000 | Loss: 2.9177 | LR: 1.63e-04 | 1302.5ms/step | 15.4 samples/s +Validation at step 27250: Loss = 2.9537, Perplexity = 19.18 +Step 27260/44000 | Loss: 2.9574 | LR: 1.63e-04 | 3485.5ms/step | 5.7 samples/s +Step 27270/44000 | Loss: 2.9682 | LR: 1.63e-04 | 1300.1ms/step | 15.4 samples/s +Step 27280/44000 | Loss: 2.9590 | LR: 1.63e-04 | 1303.5ms/step | 15.3 samples/s +Step 27290/44000 | Loss: 2.9283 | LR: 1.63e-04 | 1302.1ms/step | 15.4 samples/s +Step 27300/44000 | Loss: 2.9163 | LR: 1.62e-04 | 1302.4ms/step | 15.4 samples/s +Step 27310/44000 | Loss: 2.9483 | LR: 1.62e-04 | 1302.3ms/step | 15.4 samples/s +Step 27320/44000 | Loss: 2.9545 | LR: 1.62e-04 | 1301.1ms/step | 15.4 samples/s +Step 27330/44000 | Loss: 2.9574 | LR: 1.62e-04 | 1301.8ms/step | 15.4 samples/s +Step 27340/44000 | Loss: 2.9142 | LR: 1.62e-04 | 1301.4ms/step | 15.4 samples/s +Step 27350/44000 | Loss: 2.9126 | LR: 1.62e-04 | 1302.5ms/step | 15.4 samples/s +Step 27360/44000 | Loss: 2.9175 | LR: 1.61e-04 | 1301.1ms/step | 15.4 samples/s +Step 27370/44000 | Loss: 2.9265 | LR: 1.61e-04 | 1299.6ms/step | 15.4 samples/s +Step 27380/44000 | Loss: 2.9689 | LR: 1.61e-04 | 1302.6ms/step | 15.4 samples/s +Step 27390/44000 | Loss: 2.9279 | LR: 1.61e-04 | 1303.5ms/step | 15.3 samples/s +Step 27400/44000 | Loss: 2.9554 | LR: 1.61e-04 | 1302.1ms/step | 15.4 samples/s +Step 27410/44000 | Loss: 2.9391 | LR: 1.61e-04 | 1305.0ms/step | 15.3 samples/s +Step 27420/44000 | Loss: 2.9310 | LR: 1.60e-04 | 1304.1ms/step | 15.3 samples/s +Step 27430/44000 | Loss: 2.9555 | LR: 1.60e-04 | 1305.1ms/step | 15.3 samples/s +Step 27440/44000 | Loss: 2.9443 | LR: 1.60e-04 | 1305.2ms/step | 15.3 samples/s +Step 27450/44000 | Loss: 2.9116 | LR: 1.60e-04 | 1308.7ms/step | 15.3 samples/s +Step 27460/44000 | Loss: 2.9323 | LR: 1.60e-04 | 1306.5ms/step | 15.3 samples/s +Step 27470/44000 | Loss: 2.9637 | LR: 1.60e-04 | 1307.4ms/step | 15.3 samples/s +Step 27480/44000 | Loss: 2.9340 | LR: 1.59e-04 | 1307.1ms/step | 15.3 samples/s +Step 27490/44000 | Loss: 2.9519 | LR: 1.59e-04 | 1306.8ms/step | 15.3 samples/s +Step 27500/44000 | Loss: 2.9423 | LR: 1.59e-04 | 1305.8ms/step | 15.3 samples/s +Validation at step 27500: Loss = 2.9524, Perplexity = 19.15 +Step 27510/44000 | Loss: 2.9760 | LR: 1.59e-04 | 3487.0ms/step | 5.7 samples/s +Step 27520/44000 | Loss: 2.9348 | LR: 1.59e-04 | 1300.3ms/step | 15.4 samples/s +Step 27530/44000 | Loss: 2.9482 | LR: 1.59e-04 | 1302.7ms/step | 15.4 samples/s +Step 27540/44000 | Loss: 2.9069 | LR: 1.58e-04 | 1303.2ms/step | 15.3 samples/s +Step 27550/44000 | Loss: 2.9045 | LR: 1.58e-04 | 1300.9ms/step | 15.4 samples/s +Step 27560/44000 | Loss: 2.9216 | LR: 1.58e-04 | 1303.3ms/step | 15.3 samples/s +Step 27570/44000 | Loss: 2.9117 | LR: 1.58e-04 | 1302.6ms/step | 15.4 samples/s +Step 27580/44000 | Loss: 2.9638 | LR: 1.58e-04 | 1305.1ms/step | 15.3 samples/s +Step 27590/44000 | Loss: 2.9293 | LR: 1.58e-04 | 1300.6ms/step | 15.4 samples/s +Step 27600/44000 | Loss: 2.9436 | LR: 1.57e-04 | 1298.6ms/step | 15.4 samples/s +Step 27610/44000 | Loss: 2.9123 | LR: 1.57e-04 | 1300.5ms/step | 15.4 samples/s +Step 27620/44000 | Loss: 2.9430 | LR: 1.57e-04 | 1300.3ms/step | 15.4 samples/s +Step 27630/44000 | Loss: 2.9123 | LR: 1.57e-04 | 1300.0ms/step | 15.4 samples/s +Step 27640/44000 | Loss: 2.9708 | LR: 1.57e-04 | 1299.9ms/step | 15.4 samples/s +Step 27650/44000 | Loss: 2.9920 | LR: 1.57e-04 | 1300.1ms/step | 15.4 samples/s +Step 27660/44000 | Loss: 2.9410 | LR: 1.56e-04 | 1299.9ms/step | 15.4 samples/s +Step 27670/44000 | Loss: 2.9304 | LR: 1.56e-04 | 1300.1ms/step | 15.4 samples/s +Step 27680/44000 | Loss: 2.9473 | LR: 1.56e-04 | 1299.9ms/step | 15.4 samples/s +Step 27690/44000 | Loss: 2.9366 | LR: 1.56e-04 | 1301.5ms/step | 15.4 samples/s +Step 27700/44000 | Loss: 2.9255 | LR: 1.56e-04 | 1300.6ms/step | 15.4 samples/s +Step 27710/44000 | Loss: 2.9465 | LR: 1.56e-04 | 1299.7ms/step | 15.4 samples/s +Step 27720/44000 | Loss: 2.9296 | LR: 1.55e-04 | 1299.0ms/step | 15.4 samples/s +Step 27730/44000 | Loss: 2.9324 | LR: 1.55e-04 | 1300.5ms/step | 15.4 samples/s +Step 27740/44000 | Loss: 2.9304 | LR: 1.55e-04 | 1299.3ms/step | 15.4 samples/s +Step 27750/44000 | Loss: 2.9317 | LR: 1.55e-04 | 1299.4ms/step | 15.4 samples/s +Validation at step 27750: Loss = 2.9512, Perplexity = 19.13 +Step 27760/44000 | Loss: 2.9357 | LR: 1.55e-04 | 3478.8ms/step | 5.7 samples/s +Step 27770/44000 | Loss: 2.9320 | LR: 1.55e-04 | 1300.5ms/step | 15.4 samples/s +Step 27780/44000 | Loss: 2.9299 | LR: 1.54e-04 | 1302.6ms/step | 15.4 samples/s +Step 27790/44000 | Loss: 2.8926 | LR: 1.54e-04 | 1300.2ms/step | 15.4 samples/s +Step 27800/44000 | Loss: 2.9268 | LR: 1.54e-04 | 1300.6ms/step | 15.4 samples/s +Step 27810/44000 | Loss: 2.8981 | LR: 1.54e-04 | 1298.5ms/step | 15.4 samples/s +Step 27820/44000 | Loss: 2.9223 | LR: 1.54e-04 | 1298.7ms/step | 15.4 samples/s +Step 27830/44000 | Loss: 2.9385 | LR: 1.54e-04 | 1298.6ms/step | 15.4 samples/s +Step 27840/44000 | Loss: 2.9517 | LR: 1.53e-04 | 1298.3ms/step | 15.4 samples/s +Step 27850/44000 | Loss: 2.9185 | LR: 1.53e-04 | 1298.8ms/step | 15.4 samples/s +Step 27860/44000 | Loss: 2.9273 | LR: 1.53e-04 | 1299.8ms/step | 15.4 samples/s +Step 27870/44000 | Loss: 2.9585 | LR: 1.53e-04 | 1297.8ms/step | 15.4 samples/s +Step 27880/44000 | Loss: 2.9319 | LR: 1.53e-04 | 1299.6ms/step | 15.4 samples/s +Step 27890/44000 | Loss: 2.9096 | LR: 1.53e-04 | 1299.9ms/step | 15.4 samples/s +Step 27900/44000 | Loss: 2.9151 | LR: 1.52e-04 | 1300.0ms/step | 15.4 samples/s +Step 27910/44000 | Loss: 2.9291 | LR: 1.52e-04 | 1300.0ms/step | 15.4 samples/s +Step 27920/44000 | Loss: 2.9670 | LR: 1.52e-04 | 1300.1ms/step | 15.4 samples/s +Step 27930/44000 | Loss: 2.9432 | LR: 1.52e-04 | 1299.9ms/step | 15.4 samples/s +Step 27940/44000 | Loss: 2.9364 | LR: 1.52e-04 | 1299.9ms/step | 15.4 samples/s +Step 27950/44000 | Loss: 2.9539 | LR: 1.52e-04 | 1301.4ms/step | 15.4 samples/s +Step 27960/44000 | Loss: 2.9371 | LR: 1.51e-04 | 1301.3ms/step | 15.4 samples/s +Step 27970/44000 | Loss: 2.9302 | LR: 1.51e-04 | 1301.9ms/step | 15.4 samples/s +Step 27980/44000 | Loss: 2.9375 | LR: 1.51e-04 | 1300.2ms/step | 15.4 samples/s +Step 27990/44000 | Loss: 2.9292 | LR: 1.51e-04 | 1301.6ms/step | 15.4 samples/s +Step 28000/44000 | Loss: 2.9328 | LR: 1.51e-04 | 1303.3ms/step | 15.3 samples/s +Validation at step 28000: Loss = 2.9498, Perplexity = 19.10 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-28000 +Step 28010/44000 | Loss: 2.9324 | LR: 1.51e-04 | 3785.4ms/step | 5.3 samples/s +Step 28020/44000 | Loss: 2.9701 | LR: 1.50e-04 | 1302.8ms/step | 15.4 samples/s +Step 28030/44000 | Loss: 2.9264 | LR: 1.50e-04 | 1302.3ms/step | 15.4 samples/s +Step 28040/44000 | Loss: 2.9465 | LR: 1.50e-04 | 1301.9ms/step | 15.4 samples/s +Step 28050/44000 | Loss: 2.9504 | LR: 1.50e-04 | 1303.4ms/step | 15.3 samples/s +Step 28060/44000 | Loss: 2.9579 | LR: 1.50e-04 | 1302.4ms/step | 15.4 samples/s +Step 28070/44000 | Loss: 2.9287 | LR: 1.50e-04 | 1301.3ms/step | 15.4 samples/s +Step 28080/44000 | Loss: 2.9110 | LR: 1.49e-04 | 1305.7ms/step | 15.3 samples/s +Step 28090/44000 | Loss: 2.9392 | LR: 1.49e-04 | 1302.1ms/step | 15.4 samples/s +Step 28100/44000 | Loss: 2.9331 | LR: 1.49e-04 | 1303.3ms/step | 15.3 samples/s +Step 28110/44000 | Loss: 2.9117 | LR: 1.49e-04 | 1304.0ms/step | 15.3 samples/s +Step 28120/44000 | Loss: 2.9395 | LR: 1.49e-04 | 1303.1ms/step | 15.3 samples/s +Step 28130/44000 | Loss: 2.9414 | LR: 1.49e-04 | 1303.4ms/step | 15.3 samples/s +Step 28140/44000 | Loss: 2.9358 | LR: 1.48e-04 | 1301.0ms/step | 15.4 samples/s +Step 28150/44000 | Loss: 2.9274 | LR: 1.48e-04 | 1302.8ms/step | 15.4 samples/s +Step 28160/44000 | Loss: 2.9427 | LR: 1.48e-04 | 1303.5ms/step | 15.3 samples/s +Step 28170/44000 | Loss: 2.9172 | LR: 1.48e-04 | 1304.7ms/step | 15.3 samples/s +Step 28180/44000 | Loss: 2.9554 | LR: 1.48e-04 | 1302.5ms/step | 15.4 samples/s +Step 28190/44000 | Loss: 2.9467 | LR: 1.48e-04 | 1303.4ms/step | 15.3 samples/s +Step 28200/44000 | Loss: 2.9538 | LR: 1.47e-04 | 1300.8ms/step | 15.4 samples/s +Step 28210/44000 | Loss: 2.9019 | LR: 1.47e-04 | 1301.5ms/step | 15.4 samples/s +Step 28220/44000 | Loss: 2.9204 | LR: 1.47e-04 | 1303.7ms/step | 15.3 samples/s +Step 28230/44000 | Loss: 2.9401 | LR: 1.47e-04 | 1304.8ms/step | 15.3 samples/s +Step 28240/44000 | Loss: 2.9030 | LR: 1.47e-04 | 1303.6ms/step | 15.3 samples/s +Step 28250/44000 | Loss: 2.9150 | LR: 1.47e-04 | 1303.5ms/step | 15.3 samples/s +Validation at step 28250: Loss = 2.9491, Perplexity = 19.09 +Step 28260/44000 | Loss: 2.9344 | LR: 1.46e-04 | 3487.9ms/step | 5.7 samples/s +Step 28270/44000 | Loss: 2.9198 | LR: 1.46e-04 | 1306.3ms/step | 15.3 samples/s +Step 28280/44000 | Loss: 2.9618 | LR: 1.46e-04 | 1306.6ms/step | 15.3 samples/s +Step 28290/44000 | Loss: 2.8904 | LR: 1.46e-04 | 1305.3ms/step | 15.3 samples/s +Step 28300/44000 | Loss: 2.9333 | LR: 1.46e-04 | 1303.5ms/step | 15.3 samples/s +Step 28310/44000 | Loss: 2.9074 | LR: 1.46e-04 | 1303.3ms/step | 15.3 samples/s +Step 28320/44000 | Loss: 2.9708 | LR: 1.45e-04 | 1303.9ms/step | 15.3 samples/s +Step 28330/44000 | Loss: 2.9323 | LR: 1.45e-04 | 1303.2ms/step | 15.3 samples/s +Step 28340/44000 | Loss: 2.9434 | LR: 1.45e-04 | 1304.8ms/step | 15.3 samples/s +Step 28350/44000 | Loss: 2.9202 | LR: 1.45e-04 | 1304.3ms/step | 15.3 samples/s +Step 28360/44000 | Loss: 2.9308 | LR: 1.45e-04 | 1304.0ms/step | 15.3 samples/s +Step 28370/44000 | Loss: 2.9074 | LR: 1.45e-04 | 1301.1ms/step | 15.4 samples/s +Step 28380/44000 | Loss: 2.9157 | LR: 1.44e-04 | 1300.9ms/step | 15.4 samples/s +Step 28390/44000 | Loss: 2.9301 | LR: 1.44e-04 | 1301.8ms/step | 15.4 samples/s +Step 28400/44000 | Loss: 2.9289 | LR: 1.44e-04 | 1303.0ms/step | 15.3 samples/s +Step 28410/44000 | Loss: 2.9564 | LR: 1.44e-04 | 1304.6ms/step | 15.3 samples/s +Step 28420/44000 | Loss: 2.9755 | LR: 1.44e-04 | 1304.7ms/step | 15.3 samples/s +Step 28430/44000 | Loss: 2.9014 | LR: 1.44e-04 | 1304.7ms/step | 15.3 samples/s +Step 28440/44000 | Loss: 2.9407 | LR: 1.43e-04 | 1304.8ms/step | 15.3 samples/s +Step 28450/44000 | Loss: 2.9388 | LR: 1.43e-04 | 1302.9ms/step | 15.4 samples/s +Step 28460/44000 | Loss: 2.9452 | LR: 1.43e-04 | 1300.1ms/step | 15.4 samples/s +Step 28470/44000 | Loss: 2.9428 | LR: 1.43e-04 | 1299.8ms/step | 15.4 samples/s +Step 28480/44000 | Loss: 2.9238 | LR: 1.43e-04 | 1300.9ms/step | 15.4 samples/s +Step 28490/44000 | Loss: 2.9322 | LR: 1.43e-04 | 1300.0ms/step | 15.4 samples/s +Step 28500/44000 | Loss: 2.9322 | LR: 1.42e-04 | 1302.3ms/step | 15.4 samples/s +Validation at step 28500: Loss = 2.9475, Perplexity = 19.06 +Step 28510/44000 | Loss: 2.9573 | LR: 1.42e-04 | 3481.6ms/step | 5.7 samples/s +Step 28520/44000 | Loss: 2.9363 | LR: 1.42e-04 | 1302.1ms/step | 15.4 samples/s +Step 28530/44000 | Loss: 2.9257 | LR: 1.42e-04 | 1302.3ms/step | 15.4 samples/s +Step 28540/44000 | Loss: 2.9513 | LR: 1.42e-04 | 1300.9ms/step | 15.4 samples/s +Step 28550/44000 | Loss: 2.9681 | LR: 1.42e-04 | 1303.4ms/step | 15.3 samples/s +Step 28560/44000 | Loss: 2.9180 | LR: 1.41e-04 | 1304.4ms/step | 15.3 samples/s +Step 28570/44000 | Loss: 2.9106 | LR: 1.41e-04 | 1302.8ms/step | 15.4 samples/s +Step 28580/44000 | Loss: 2.9428 | LR: 1.41e-04 | 1304.6ms/step | 15.3 samples/s +Step 28590/44000 | Loss: 2.9606 | LR: 1.41e-04 | 1303.2ms/step | 15.3 samples/s +Step 28600/44000 | Loss: 2.9586 | LR: 1.41e-04 | 1303.6ms/step | 15.3 samples/s +Step 28610/44000 | Loss: 2.9237 | LR: 1.41e-04 | 1304.1ms/step | 15.3 samples/s +Step 28620/44000 | Loss: 2.9090 | LR: 1.40e-04 | 1301.8ms/step | 15.4 samples/s +Step 28630/44000 | Loss: 2.9191 | LR: 1.40e-04 | 1302.3ms/step | 15.4 samples/s +Step 28640/44000 | Loss: 2.9014 | LR: 1.40e-04 | 1304.0ms/step | 15.3 samples/s +Step 28650/44000 | Loss: 2.9256 | LR: 1.40e-04 | 1306.8ms/step | 15.3 samples/s +Step 28660/44000 | Loss: 2.9214 | LR: 1.40e-04 | 1307.1ms/step | 15.3 samples/s +Step 28670/44000 | Loss: 2.8910 | LR: 1.40e-04 | 1303.8ms/step | 15.3 samples/s +Step 28680/44000 | Loss: 2.9402 | LR: 1.39e-04 | 1302.8ms/step | 15.4 samples/s +Step 28690/44000 | Loss: 2.9375 | LR: 1.39e-04 | 1302.4ms/step | 15.4 samples/s +Step 28700/44000 | Loss: 2.9398 | LR: 1.39e-04 | 1306.3ms/step | 15.3 samples/s +Step 28710/44000 | Loss: 2.9451 | LR: 1.39e-04 | 1307.0ms/step | 15.3 samples/s +Step 28720/44000 | Loss: 2.9198 | LR: 1.39e-04 | 1304.4ms/step | 15.3 samples/s +Step 28730/44000 | Loss: 2.9214 | LR: 1.39e-04 | 1304.3ms/step | 15.3 samples/s +Step 28740/44000 | Loss: 2.9461 | LR: 1.38e-04 | 1305.8ms/step | 15.3 samples/s +Step 28750/44000 | Loss: 2.9097 | LR: 1.38e-04 | 1305.2ms/step | 15.3 samples/s +Validation at step 28750: Loss = 2.9466, Perplexity = 19.04 +Step 28760/44000 | Loss: 2.9363 | LR: 1.38e-04 | 3485.1ms/step | 5.7 samples/s +Step 28770/44000 | Loss: 2.9037 | LR: 1.38e-04 | 1305.5ms/step | 15.3 samples/s +Step 28780/44000 | Loss: 2.9386 | LR: 1.38e-04 | 1305.5ms/step | 15.3 samples/s +Step 28790/44000 | Loss: 2.9478 | LR: 1.38e-04 | 1305.8ms/step | 15.3 samples/s +Step 28800/44000 | Loss: 2.9490 | LR: 1.38e-04 | 1306.2ms/step | 15.3 samples/s +Step 28810/44000 | Loss: 2.9347 | LR: 1.37e-04 | 1307.6ms/step | 15.3 samples/s +Step 28820/44000 | Loss: 2.9101 | LR: 1.37e-04 | 1304.4ms/step | 15.3 samples/s +Step 28830/44000 | Loss: 2.9419 | LR: 1.37e-04 | 1303.9ms/step | 15.3 samples/s +Step 28840/44000 | Loss: 2.9362 | LR: 1.37e-04 | 1305.1ms/step | 15.3 samples/s +Step 28850/44000 | Loss: 2.9137 | LR: 1.37e-04 | 1305.2ms/step | 15.3 samples/s +Step 28860/44000 | Loss: 2.9460 | LR: 1.37e-04 | 1304.4ms/step | 15.3 samples/s +Step 28870/44000 | Loss: 2.9505 | LR: 1.36e-04 | 1304.1ms/step | 15.3 samples/s +Step 28880/44000 | Loss: 2.9243 | LR: 1.36e-04 | 1305.1ms/step | 15.3 samples/s +Step 28890/44000 | Loss: 2.9357 | LR: 1.36e-04 | 1302.1ms/step | 15.4 samples/s +Step 28900/44000 | Loss: 2.9291 | LR: 1.36e-04 | 1304.4ms/step | 15.3 samples/s +Step 28910/44000 | Loss: 2.9266 | LR: 1.36e-04 | 1303.0ms/step | 15.3 samples/s +Step 28920/44000 | Loss: 2.9401 | LR: 1.36e-04 | 1304.4ms/step | 15.3 samples/s +Step 28930/44000 | Loss: 2.9319 | LR: 1.35e-04 | 1307.8ms/step | 15.3 samples/s +Step 28940/44000 | Loss: 2.9256 | LR: 1.35e-04 | 1307.1ms/step | 15.3 samples/s +Step 28950/44000 | Loss: 2.9700 | LR: 1.35e-04 | 1308.1ms/step | 15.3 samples/s +Step 28960/44000 | Loss: 2.9303 | LR: 1.35e-04 | 1307.0ms/step | 15.3 samples/s +Step 28970/44000 | Loss: 2.9524 | LR: 1.35e-04 | 1307.0ms/step | 15.3 samples/s +Step 28980/44000 | Loss: 2.9365 | LR: 1.35e-04 | 1309.2ms/step | 15.3 samples/s +Step 28990/44000 | Loss: 2.9266 | LR: 1.34e-04 | 1309.0ms/step | 15.3 samples/s +Step 29000/44000 | Loss: 2.9250 | LR: 1.34e-04 | 1304.8ms/step | 15.3 samples/s +Validation at step 29000: Loss = 2.9455, Perplexity = 19.02 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-29000 +Step 29010/44000 | Loss: 2.9188 | LR: 1.34e-04 | 3789.0ms/step | 5.3 samples/s +Step 29020/44000 | Loss: 2.9315 | LR: 1.34e-04 | 1303.9ms/step | 15.3 samples/s +Step 29030/44000 | Loss: 2.9177 | LR: 1.34e-04 | 1305.0ms/step | 15.3 samples/s +Step 29040/44000 | Loss: 2.9051 | LR: 1.34e-04 | 1303.7ms/step | 15.3 samples/s +Step 29050/44000 | Loss: 2.9117 | LR: 1.33e-04 | 1305.2ms/step | 15.3 samples/s +Step 29060/44000 | Loss: 2.9409 | LR: 1.33e-04 | 1303.4ms/step | 15.3 samples/s +Step 29070/44000 | Loss: 2.9351 | LR: 1.33e-04 | 1303.7ms/step | 15.3 samples/s +Step 29080/44000 | Loss: 2.9037 | LR: 1.33e-04 | 1304.2ms/step | 15.3 samples/s +Step 29090/44000 | Loss: 2.9377 | LR: 1.33e-04 | 1303.1ms/step | 15.3 samples/s +Step 29100/44000 | Loss: 2.9487 | LR: 1.33e-04 | 1303.0ms/step | 15.3 samples/s +Step 29110/44000 | Loss: 2.9468 | LR: 1.33e-04 | 1303.4ms/step | 15.3 samples/s +Step 29120/44000 | Loss: 2.9130 | LR: 1.32e-04 | 1300.8ms/step | 15.4 samples/s +Step 29130/44000 | Loss: 2.9400 | LR: 1.32e-04 | 1301.8ms/step | 15.4 samples/s +Step 29140/44000 | Loss: 2.9355 | LR: 1.32e-04 | 1302.4ms/step | 15.4 samples/s +Step 29150/44000 | Loss: 2.9508 | LR: 1.32e-04 | 1303.1ms/step | 15.3 samples/s +Step 29160/44000 | Loss: 2.9286 | LR: 1.32e-04 | 1303.0ms/step | 15.3 samples/s +Step 29170/44000 | Loss: 2.9058 | LR: 1.32e-04 | 1301.7ms/step | 15.4 samples/s +Step 29180/44000 | Loss: 2.9056 | LR: 1.31e-04 | 1301.2ms/step | 15.4 samples/s +Step 29190/44000 | Loss: 2.9226 | LR: 1.31e-04 | 1302.1ms/step | 15.4 samples/s +Step 29200/44000 | Loss: 2.9281 | LR: 1.31e-04 | 1301.2ms/step | 15.4 samples/s +Step 29210/44000 | Loss: 2.8829 | LR: 1.31e-04 | 1303.6ms/step | 15.3 samples/s +Step 29220/44000 | Loss: 2.9240 | LR: 1.31e-04 | 1305.5ms/step | 15.3 samples/s +Step 29230/44000 | Loss: 2.9146 | LR: 1.31e-04 | 1305.9ms/step | 15.3 samples/s +Step 29240/44000 | Loss: 2.9408 | LR: 1.30e-04 | 1304.6ms/step | 15.3 samples/s +Step 29250/44000 | Loss: 2.9232 | LR: 1.30e-04 | 1303.3ms/step | 15.3 samples/s +Validation at step 29250: Loss = 2.9445, Perplexity = 19.00 +Step 29260/44000 | Loss: 2.9105 | LR: 1.30e-04 | 3484.8ms/step | 5.7 samples/s +Step 29270/44000 | Loss: 2.9288 | LR: 1.30e-04 | 1300.9ms/step | 15.4 samples/s +Step 29280/44000 | Loss: 2.9185 | LR: 1.30e-04 | 1302.1ms/step | 15.4 samples/s +Step 29290/44000 | Loss: 2.9352 | LR: 1.30e-04 | 1300.0ms/step | 15.4 samples/s +Step 29300/44000 | Loss: 2.9389 | LR: 1.29e-04 | 1302.8ms/step | 15.4 samples/s +Step 29310/44000 | Loss: 2.9435 | LR: 1.29e-04 | 1304.3ms/step | 15.3 samples/s +Step 29320/44000 | Loss: 2.9385 | LR: 1.29e-04 | 1301.9ms/step | 15.4 samples/s +Step 29330/44000 | Loss: 2.9441 | LR: 1.29e-04 | 1301.1ms/step | 15.4 samples/s +Step 29340/44000 | Loss: 2.9022 | LR: 1.29e-04 | 1302.6ms/step | 15.4 samples/s +Step 29350/44000 | Loss: 2.9439 | LR: 1.29e-04 | 1302.6ms/step | 15.4 samples/s +Step 29360/44000 | Loss: 2.9479 | LR: 1.29e-04 | 1305.4ms/step | 15.3 samples/s +Step 29370/44000 | Loss: 2.9191 | LR: 1.28e-04 | 1304.8ms/step | 15.3 samples/s +Step 29380/44000 | Loss: 2.9279 | LR: 1.28e-04 | 1304.5ms/step | 15.3 samples/s +Step 29390/44000 | Loss: 2.9449 | LR: 1.28e-04 | 1302.7ms/step | 15.4 samples/s +Step 29400/44000 | Loss: 2.9311 | LR: 1.28e-04 | 1302.3ms/step | 15.4 samples/s +Step 29410/44000 | Loss: 2.9180 | LR: 1.28e-04 | 1301.8ms/step | 15.4 samples/s +Step 29420/44000 | Loss: 2.9605 | LR: 1.28e-04 | 1303.8ms/step | 15.3 samples/s +Step 29430/44000 | Loss: 2.9335 | LR: 1.27e-04 | 1302.2ms/step | 15.4 samples/s +Step 29440/44000 | Loss: 2.9339 | LR: 1.27e-04 | 1304.3ms/step | 15.3 samples/s +Step 29450/44000 | Loss: 2.9520 | LR: 1.27e-04 | 1302.6ms/step | 15.4 samples/s +Step 29460/44000 | Loss: 2.9394 | LR: 1.27e-04 | 1305.3ms/step | 15.3 samples/s +Step 29470/44000 | Loss: 2.9331 | LR: 1.27e-04 | 1306.9ms/step | 15.3 samples/s +Step 29480/44000 | Loss: 2.9320 | LR: 1.27e-04 | 1304.3ms/step | 15.3 samples/s +Step 29490/44000 | Loss: 2.9200 | LR: 1.26e-04 | 1304.4ms/step | 15.3 samples/s +Step 29500/44000 | Loss: 2.9165 | LR: 1.26e-04 | 1303.2ms/step | 15.3 samples/s +Validation at step 29500: Loss = 2.9437, Perplexity = 18.99 +Step 29510/44000 | Loss: 2.9219 | LR: 1.26e-04 | 3487.0ms/step | 5.7 samples/s +Step 29520/44000 | Loss: 2.9358 | LR: 1.26e-04 | 1303.7ms/step | 15.3 samples/s +Step 29530/44000 | Loss: 2.9144 | LR: 1.26e-04 | 1306.6ms/step | 15.3 samples/s +Step 29540/44000 | Loss: 2.9125 | LR: 1.26e-04 | 1302.4ms/step | 15.4 samples/s +Step 29550/44000 | Loss: 2.9188 | LR: 1.26e-04 | 1303.0ms/step | 15.3 samples/s +Step 29560/44000 | Loss: 2.9176 | LR: 1.25e-04 | 1306.7ms/step | 15.3 samples/s +Step 29570/44000 | Loss: 2.9257 | LR: 1.25e-04 | 1309.7ms/step | 15.3 samples/s +Step 29580/44000 | Loss: 2.9171 | LR: 1.25e-04 | 1307.6ms/step | 15.3 samples/s +Step 29590/44000 | Loss: 2.9458 | LR: 1.25e-04 | 1305.0ms/step | 15.3 samples/s +Step 29600/44000 | Loss: 2.9373 | LR: 1.25e-04 | 1303.2ms/step | 15.3 samples/s +Step 29610/44000 | Loss: 2.9280 | LR: 1.25e-04 | 1303.5ms/step | 15.3 samples/s +Step 29620/44000 | Loss: 2.9105 | LR: 1.24e-04 | 1303.9ms/step | 15.3 samples/s +Step 29630/44000 | Loss: 2.9512 | LR: 1.24e-04 | 1302.8ms/step | 15.4 samples/s +Step 29640/44000 | Loss: 2.9224 | LR: 1.24e-04 | 1300.6ms/step | 15.4 samples/s +Step 29650/44000 | Loss: 2.9150 | LR: 1.24e-04 | 1299.7ms/step | 15.4 samples/s +Step 29660/44000 | Loss: 2.9690 | LR: 1.24e-04 | 1301.2ms/step | 15.4 samples/s +Step 29670/44000 | Loss: 2.9135 | LR: 1.24e-04 | 1299.1ms/step | 15.4 samples/s +Step 29680/44000 | Loss: 2.9253 | LR: 1.23e-04 | 1299.9ms/step | 15.4 samples/s +Step 29690/44000 | Loss: 2.9342 | LR: 1.23e-04 | 1300.2ms/step | 15.4 samples/s +Step 29700/44000 | Loss: 2.9361 | LR: 1.23e-04 | 1299.9ms/step | 15.4 samples/s +Step 29710/44000 | Loss: 2.9463 | LR: 1.23e-04 | 1302.7ms/step | 15.4 samples/s +Step 29720/44000 | Loss: 2.8861 | LR: 1.23e-04 | 1302.2ms/step | 15.4 samples/s +Step 29730/44000 | Loss: 2.9374 | LR: 1.23e-04 | 1301.0ms/step | 15.4 samples/s +Step 29740/44000 | Loss: 2.9019 | LR: 1.23e-04 | 1304.2ms/step | 15.3 samples/s +Step 29750/44000 | Loss: 2.9198 | LR: 1.22e-04 | 1304.9ms/step | 15.3 samples/s +Validation at step 29750: Loss = 2.9426, Perplexity = 18.97 +Step 29760/44000 | Loss: 2.9476 | LR: 1.22e-04 | 3484.0ms/step | 5.7 samples/s +Step 29770/44000 | Loss: 2.9195 | LR: 1.22e-04 | 1301.6ms/step | 15.4 samples/s +Step 29780/44000 | Loss: 2.9283 | LR: 1.22e-04 | 1302.7ms/step | 15.4 samples/s +Step 29790/44000 | Loss: 2.8965 | LR: 1.22e-04 | 1305.8ms/step | 15.3 samples/s +Step 29800/44000 | Loss: 2.9060 | LR: 1.22e-04 | 1302.7ms/step | 15.4 samples/s +Step 29810/44000 | Loss: 2.9119 | LR: 1.21e-04 | 1301.9ms/step | 15.4 samples/s +Step 29820/44000 | Loss: 2.9566 | LR: 1.21e-04 | 1301.6ms/step | 15.4 samples/s +Step 29830/44000 | Loss: 2.9442 | LR: 1.21e-04 | 1304.2ms/step | 15.3 samples/s +Step 29840/44000 | Loss: 2.8941 | LR: 1.21e-04 | 1302.8ms/step | 15.4 samples/s +Step 29850/44000 | Loss: 2.9178 | LR: 1.21e-04 | 1300.1ms/step | 15.4 samples/s +Step 29860/44000 | Loss: 2.9322 | LR: 1.21e-04 | 1300.1ms/step | 15.4 samples/s +Step 29870/44000 | Loss: 2.9015 | LR: 1.21e-04 | 1301.7ms/step | 15.4 samples/s +Step 29880/44000 | Loss: 2.9204 | LR: 1.20e-04 | 1306.2ms/step | 15.3 samples/s +Step 29890/44000 | Loss: 2.9238 | LR: 1.20e-04 | 1305.1ms/step | 15.3 samples/s +Step 29900/44000 | Loss: 2.9642 | LR: 1.20e-04 | 1304.2ms/step | 15.3 samples/s +Step 29910/44000 | Loss: 2.9218 | LR: 1.20e-04 | 1308.3ms/step | 15.3 samples/s +Step 29920/44000 | Loss: 2.9111 | LR: 1.20e-04 | 1308.8ms/step | 15.3 samples/s +Step 29930/44000 | Loss: 2.9183 | LR: 1.20e-04 | 1304.2ms/step | 15.3 samples/s +Step 29940/44000 | Loss: 2.9135 | LR: 1.19e-04 | 1301.2ms/step | 15.4 samples/s +Step 29950/44000 | Loss: 2.9237 | LR: 1.19e-04 | 1305.2ms/step | 15.3 samples/s +Step 29960/44000 | Loss: 2.9054 | LR: 1.19e-04 | 1303.1ms/step | 15.3 samples/s +Step 29970/44000 | Loss: 2.9187 | LR: 1.19e-04 | 1302.1ms/step | 15.4 samples/s +Step 29980/44000 | Loss: 2.9152 | LR: 1.19e-04 | 1301.2ms/step | 15.4 samples/s +Step 29990/44000 | Loss: 2.9306 | LR: 1.19e-04 | 1301.8ms/step | 15.4 samples/s +Step 30000/44000 | Loss: 2.9079 | LR: 1.19e-04 | 1300.0ms/step | 15.4 samples/s +Validation at step 30000: Loss = 2.9417, Perplexity = 18.95 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-30000 +Step 30010/44000 | Loss: 2.9365 | LR: 1.18e-04 | 3799.9ms/step | 5.3 samples/s +Step 30020/44000 | Loss: 2.9473 | LR: 1.18e-04 | 1302.4ms/step | 15.4 samples/s +Step 30030/44000 | Loss: 2.9166 | LR: 1.18e-04 | 1302.5ms/step | 15.4 samples/s +Step 30040/44000 | Loss: 2.9339 | LR: 1.18e-04 | 1302.0ms/step | 15.4 samples/s +Step 30050/44000 | Loss: 2.9085 | LR: 1.18e-04 | 1302.8ms/step | 15.4 samples/s +Step 30060/44000 | Loss: 2.9320 | LR: 1.18e-04 | 1300.0ms/step | 15.4 samples/s +Step 30070/44000 | Loss: 2.8869 | LR: 1.17e-04 | 1300.1ms/step | 15.4 samples/s +Step 30080/44000 | Loss: 2.9584 | LR: 1.17e-04 | 1299.9ms/step | 15.4 samples/s +Step 30090/44000 | Loss: 2.9366 | LR: 1.17e-04 | 1299.8ms/step | 15.4 samples/s +Step 30100/44000 | Loss: 2.9355 | LR: 1.17e-04 | 1300.1ms/step | 15.4 samples/s +Step 30110/44000 | Loss: 2.9209 | LR: 1.17e-04 | 1300.3ms/step | 15.4 samples/s +Step 30120/44000 | Loss: 2.9107 | LR: 1.17e-04 | 1301.6ms/step | 15.4 samples/s +Step 30130/44000 | Loss: 2.9390 | LR: 1.17e-04 | 1309.3ms/step | 15.3 samples/s +Step 30140/44000 | Loss: 2.9292 | LR: 1.16e-04 | 1309.8ms/step | 15.3 samples/s +Step 30150/44000 | Loss: 2.9126 | LR: 1.16e-04 | 1305.3ms/step | 15.3 samples/s +Step 30160/44000 | Loss: 2.8976 | LR: 1.16e-04 | 1302.7ms/step | 15.4 samples/s +Step 30170/44000 | Loss: 2.9001 | LR: 1.16e-04 | 1305.3ms/step | 15.3 samples/s +Step 30180/44000 | Loss: 2.9367 | LR: 1.16e-04 | 1304.1ms/step | 15.3 samples/s +Step 30190/44000 | Loss: 2.9133 | LR: 1.16e-04 | 1304.4ms/step | 15.3 samples/s +Step 30200/44000 | Loss: 2.9220 | LR: 1.15e-04 | 1301.8ms/step | 15.4 samples/s +Step 30210/44000 | Loss: 2.9221 | LR: 1.15e-04 | 1303.7ms/step | 15.3 samples/s +Step 30220/44000 | Loss: 2.8987 | LR: 1.15e-04 | 1304.3ms/step | 15.3 samples/s +Step 30230/44000 | Loss: 2.9441 | LR: 1.15e-04 | 1307.4ms/step | 15.3 samples/s +Step 30240/44000 | Loss: 2.9246 | LR: 1.15e-04 | 1306.1ms/step | 15.3 samples/s +Step 30250/44000 | Loss: 2.9129 | LR: 1.15e-04 | 1305.1ms/step | 15.3 samples/s +Validation at step 30250: Loss = 2.9406, Perplexity = 18.93 +Step 30260/44000 | Loss: 2.9165 | LR: 1.15e-04 | 3481.9ms/step | 5.7 samples/s +Step 30270/44000 | Loss: 2.9063 | LR: 1.14e-04 | 1301.9ms/step | 15.4 samples/s +Step 30280/44000 | Loss: 2.9499 | LR: 1.14e-04 | 1299.9ms/step | 15.4 samples/s +Step 30290/44000 | Loss: 2.9069 | LR: 1.14e-04 | 1301.1ms/step | 15.4 samples/s +Step 30300/44000 | Loss: 2.8911 | LR: 1.14e-04 | 1303.0ms/step | 15.3 samples/s +Step 30310/44000 | Loss: 2.8995 | LR: 1.14e-04 | 1303.5ms/step | 15.3 samples/s +Step 30320/44000 | Loss: 2.9009 | LR: 1.14e-04 | 1303.7ms/step | 15.3 samples/s +Step 30330/44000 | Loss: 2.9172 | LR: 1.13e-04 | 1303.7ms/step | 15.3 samples/s +Step 30340/44000 | Loss: 2.9238 | LR: 1.13e-04 | 1304.5ms/step | 15.3 samples/s +Step 30350/44000 | Loss: 2.8888 | LR: 1.13e-04 | 1306.9ms/step | 15.3 samples/s +Step 30360/44000 | Loss: 2.9247 | LR: 1.13e-04 | 1309.0ms/step | 15.3 samples/s +Step 30370/44000 | Loss: 2.9363 | LR: 1.13e-04 | 1315.3ms/step | 15.2 samples/s +Step 30380/44000 | Loss: 2.9454 | LR: 1.13e-04 | 1312.5ms/step | 15.2 samples/s +Step 30390/44000 | Loss: 2.9177 | LR: 1.13e-04 | 1310.6ms/step | 15.3 samples/s +Step 30400/44000 | Loss: 2.9185 | LR: 1.12e-04 | 1312.4ms/step | 15.2 samples/s +Step 30410/44000 | Loss: 2.9262 | LR: 1.12e-04 | 1312.8ms/step | 15.2 samples/s +Step 30420/44000 | Loss: 2.9211 | LR: 1.12e-04 | 1313.5ms/step | 15.2 samples/s +Step 30430/44000 | Loss: 2.9222 | LR: 1.12e-04 | 1313.3ms/step | 15.2 samples/s +Step 30440/44000 | Loss: 2.9250 | LR: 1.12e-04 | 1316.4ms/step | 15.2 samples/s +Step 30450/44000 | Loss: 2.8956 | LR: 1.12e-04 | 1315.0ms/step | 15.2 samples/s +Step 30460/44000 | Loss: 2.9256 | LR: 1.11e-04 | 1309.8ms/step | 15.3 samples/s +Step 30470/44000 | Loss: 2.9370 | LR: 1.11e-04 | 1311.2ms/step | 15.3 samples/s +Step 30480/44000 | Loss: 2.9263 | LR: 1.11e-04 | 1308.4ms/step | 15.3 samples/s +Step 30490/44000 | Loss: 2.9188 | LR: 1.11e-04 | 1308.0ms/step | 15.3 samples/s +Step 30500/44000 | Loss: 2.9144 | LR: 1.11e-04 | 1307.3ms/step | 15.3 samples/s +Validation at step 30500: Loss = 2.9399, Perplexity = 18.91 +Step 30510/44000 | Loss: 2.9127 | LR: 1.11e-04 | 3493.7ms/step | 5.7 samples/s +Step 30520/44000 | Loss: 2.9187 | LR: 1.11e-04 | 1309.7ms/step | 15.3 samples/s +Step 30530/44000 | Loss: 2.9590 | LR: 1.10e-04 | 1308.4ms/step | 15.3 samples/s +Step 30540/44000 | Loss: 2.9565 | LR: 1.10e-04 | 1308.0ms/step | 15.3 samples/s +Step 30550/44000 | Loss: 2.9263 | LR: 1.10e-04 | 1308.6ms/step | 15.3 samples/s +Step 30560/44000 | Loss: 2.9276 | LR: 1.10e-04 | 1308.0ms/step | 15.3 samples/s +Step 30570/44000 | Loss: 2.9395 | LR: 1.10e-04 | 1308.4ms/step | 15.3 samples/s +Step 30580/44000 | Loss: 2.9352 | LR: 1.10e-04 | 1308.9ms/step | 15.3 samples/s +Step 30590/44000 | Loss: 2.9236 | LR: 1.10e-04 | 1308.1ms/step | 15.3 samples/s +Step 30600/44000 | Loss: 2.9188 | LR: 1.09e-04 | 1309.4ms/step | 15.3 samples/s +Step 30610/44000 | Loss: 2.9227 | LR: 1.09e-04 | 1309.6ms/step | 15.3 samples/s +Step 30620/44000 | Loss: 2.9318 | LR: 1.09e-04 | 1308.6ms/step | 15.3 samples/s +Step 30630/44000 | Loss: 2.9078 | LR: 1.09e-04 | 1308.4ms/step | 15.3 samples/s +Step 30640/44000 | Loss: 2.9344 | LR: 1.09e-04 | 1309.0ms/step | 15.3 samples/s +Step 30650/44000 | Loss: 2.9436 | LR: 1.09e-04 | 1309.4ms/step | 15.3 samples/s +Step 30660/44000 | Loss: 2.9593 | LR: 1.08e-04 | 1310.4ms/step | 15.3 samples/s +Step 30670/44000 | Loss: 2.9470 | LR: 1.08e-04 | 1310.3ms/step | 15.3 samples/s +Step 30680/44000 | Loss: 2.9301 | LR: 1.08e-04 | 1309.5ms/step | 15.3 samples/s +Step 30690/44000 | Loss: 2.9147 | LR: 1.08e-04 | 1308.4ms/step | 15.3 samples/s +Step 30700/44000 | Loss: 2.9370 | LR: 1.08e-04 | 1313.6ms/step | 15.2 samples/s +Step 30710/44000 | Loss: 2.9186 | LR: 1.08e-04 | 1309.8ms/step | 15.3 samples/s +Step 30720/44000 | Loss: 2.9352 | LR: 1.08e-04 | 1311.3ms/step | 15.3 samples/s +Step 30730/44000 | Loss: 2.9185 | LR: 1.07e-04 | 1306.6ms/step | 15.3 samples/s +Step 30740/44000 | Loss: 2.9370 | LR: 1.07e-04 | 1306.6ms/step | 15.3 samples/s +Step 30750/44000 | Loss: 2.9210 | LR: 1.07e-04 | 1306.8ms/step | 15.3 samples/s +Validation at step 30750: Loss = 2.9391, Perplexity = 18.90 +Step 30760/44000 | Loss: 2.9254 | LR: 1.07e-04 | 3483.7ms/step | 5.7 samples/s +Step 30770/44000 | Loss: 2.9663 | LR: 1.07e-04 | 1306.4ms/step | 15.3 samples/s +Step 30780/44000 | Loss: 2.9165 | LR: 1.07e-04 | 1308.7ms/step | 15.3 samples/s +Step 30790/44000 | Loss: 2.9217 | LR: 1.07e-04 | 1308.4ms/step | 15.3 samples/s +Step 30800/44000 | Loss: 2.9308 | LR: 1.06e-04 | 1309.9ms/step | 15.3 samples/s +Step 30810/44000 | Loss: 2.9002 | LR: 1.06e-04 | 1312.7ms/step | 15.2 samples/s +Step 30820/44000 | Loss: 2.9294 | LR: 1.06e-04 | 1309.9ms/step | 15.3 samples/s +Step 30830/44000 | Loss: 2.9686 | LR: 1.06e-04 | 1308.0ms/step | 15.3 samples/s +Step 30840/44000 | Loss: 2.9385 | LR: 1.06e-04 | 1308.0ms/step | 15.3 samples/s +Step 30850/44000 | Loss: 2.9118 | LR: 1.06e-04 | 1309.5ms/step | 15.3 samples/s +Step 30860/44000 | Loss: 2.9411 | LR: 1.05e-04 | 1309.4ms/step | 15.3 samples/s +Step 30870/44000 | Loss: 2.9001 | LR: 1.05e-04 | 1308.6ms/step | 15.3 samples/s +Step 30880/44000 | Loss: 2.9172 | LR: 1.05e-04 | 1307.7ms/step | 15.3 samples/s +Step 30890/44000 | Loss: 2.8711 | LR: 1.05e-04 | 1307.6ms/step | 15.3 samples/s +Step 30900/44000 | Loss: 2.8998 | LR: 1.05e-04 | 1308.4ms/step | 15.3 samples/s +Step 30910/44000 | Loss: 2.9128 | LR: 1.05e-04 | 1310.8ms/step | 15.3 samples/s +Step 30920/44000 | Loss: 2.9288 | LR: 1.05e-04 | 1311.1ms/step | 15.3 samples/s +Step 30930/44000 | Loss: 2.9143 | LR: 1.04e-04 | 1310.2ms/step | 15.3 samples/s +Step 30940/44000 | Loss: 2.9013 | LR: 1.04e-04 | 1308.4ms/step | 15.3 samples/s +Step 30950/44000 | Loss: 2.9239 | LR: 1.04e-04 | 1309.7ms/step | 15.3 samples/s +Step 30960/44000 | Loss: 2.9174 | LR: 1.04e-04 | 1311.4ms/step | 15.3 samples/s +Step 30970/44000 | Loss: 2.9580 | LR: 1.04e-04 | 1311.4ms/step | 15.3 samples/s +Step 30980/44000 | Loss: 2.9043 | LR: 1.04e-04 | 1309.9ms/step | 15.3 samples/s +Step 30990/44000 | Loss: 2.9087 | LR: 1.04e-04 | 1310.3ms/step | 15.3 samples/s +Step 31000/44000 | Loss: 2.8965 | LR: 1.03e-04 | 1313.2ms/step | 15.2 samples/s +Validation at step 31000: Loss = 2.9383, Perplexity = 18.88 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-31000 +Step 31010/44000 | Loss: 2.9060 | LR: 1.03e-04 | 3820.5ms/step | 5.2 samples/s +Step 31020/44000 | Loss: 2.9362 | LR: 1.03e-04 | 1309.0ms/step | 15.3 samples/s +Step 31030/44000 | Loss: 2.8880 | LR: 1.03e-04 | 1309.8ms/step | 15.3 samples/s +Step 31040/44000 | Loss: 2.9180 | LR: 1.03e-04 | 1308.2ms/step | 15.3 samples/s +Step 31050/44000 | Loss: 2.9305 | LR: 1.03e-04 | 1309.6ms/step | 15.3 samples/s +Step 31060/44000 | Loss: 2.9364 | LR: 1.03e-04 | 1310.3ms/step | 15.3 samples/s +Step 31070/44000 | Loss: 2.9250 | LR: 1.02e-04 | 1309.9ms/step | 15.3 samples/s +Step 31080/44000 | Loss: 2.9160 | LR: 1.02e-04 | 1308.4ms/step | 15.3 samples/s +Step 31090/44000 | Loss: 2.9135 | LR: 1.02e-04 | 1308.0ms/step | 15.3 samples/s +Step 31100/44000 | Loss: 2.9053 | LR: 1.02e-04 | 1307.2ms/step | 15.3 samples/s +Step 31110/44000 | Loss: 2.9081 | LR: 1.02e-04 | 1305.7ms/step | 15.3 samples/s +Step 31120/44000 | Loss: 2.9255 | LR: 1.02e-04 | 1306.9ms/step | 15.3 samples/s +Step 31130/44000 | Loss: 2.9563 | LR: 1.02e-04 | 1307.3ms/step | 15.3 samples/s +Step 31140/44000 | Loss: 2.9086 | LR: 1.01e-04 | 1306.9ms/step | 15.3 samples/s +Step 31150/44000 | Loss: 2.9544 | LR: 1.01e-04 | 1309.6ms/step | 15.3 samples/s +Step 31160/44000 | Loss: 2.9260 | LR: 1.01e-04 | 1311.2ms/step | 15.3 samples/s +Step 31170/44000 | Loss: 2.9199 | LR: 1.01e-04 | 1309.6ms/step | 15.3 samples/s +Step 31180/44000 | Loss: 2.9277 | LR: 1.01e-04 | 1309.4ms/step | 15.3 samples/s +Step 31190/44000 | Loss: 2.8989 | LR: 1.01e-04 | 1309.9ms/step | 15.3 samples/s +Step 31200/44000 | Loss: 2.9128 | LR: 1.00e-04 | 1309.6ms/step | 15.3 samples/s +Step 31210/44000 | Loss: 2.9315 | LR: 1.00e-04 | 1310.2ms/step | 15.3 samples/s +Step 31220/44000 | Loss: 2.9179 | LR: 1.00e-04 | 1310.0ms/step | 15.3 samples/s +Step 31230/44000 | Loss: 2.9532 | LR: 1.00e-04 | 1309.2ms/step | 15.3 samples/s +Step 31240/44000 | Loss: 2.9195 | LR: 9.99e-05 | 1307.4ms/step | 15.3 samples/s +Step 31250/44000 | Loss: 2.9036 | LR: 9.98e-05 | 1303.2ms/step | 15.3 samples/s +Validation at step 31250: Loss = 2.9379, Perplexity = 18.88 +Step 31260/44000 | Loss: 2.9343 | LR: 9.96e-05 | 3491.5ms/step | 5.7 samples/s +Step 31270/44000 | Loss: 2.9487 | LR: 9.95e-05 | 1308.3ms/step | 15.3 samples/s +Step 31280/44000 | Loss: 2.9092 | LR: 9.93e-05 | 1309.3ms/step | 15.3 samples/s +Step 31290/44000 | Loss: 2.9364 | LR: 9.92e-05 | 1308.8ms/step | 15.3 samples/s +Step 31300/44000 | Loss: 2.9341 | LR: 9.90e-05 | 1308.5ms/step | 15.3 samples/s +Step 31310/44000 | Loss: 2.9226 | LR: 9.89e-05 | 1312.7ms/step | 15.2 samples/s +Step 31320/44000 | Loss: 2.9175 | LR: 9.88e-05 | 1312.7ms/step | 15.2 samples/s +Step 31330/44000 | Loss: 2.9465 | LR: 9.86e-05 | 1309.6ms/step | 15.3 samples/s +Step 31340/44000 | Loss: 2.9131 | LR: 9.85e-05 | 1309.2ms/step | 15.3 samples/s +Step 31350/44000 | Loss: 2.8929 | LR: 9.83e-05 | 1311.2ms/step | 15.3 samples/s +Step 31360/44000 | Loss: 2.9018 | LR: 9.82e-05 | 1310.2ms/step | 15.3 samples/s +Step 31370/44000 | Loss: 2.9352 | LR: 9.80e-05 | 1311.1ms/step | 15.3 samples/s +Step 31380/44000 | Loss: 2.9481 | LR: 9.79e-05 | 1308.1ms/step | 15.3 samples/s +Step 31390/44000 | Loss: 2.8869 | LR: 9.77e-05 | 1309.2ms/step | 15.3 samples/s +Step 31400/44000 | Loss: 2.9203 | LR: 9.76e-05 | 1308.1ms/step | 15.3 samples/s +Step 31410/44000 | Loss: 2.8923 | LR: 9.75e-05 | 1310.7ms/step | 15.3 samples/s +Step 31420/44000 | Loss: 2.9120 | LR: 9.73e-05 | 1317.3ms/step | 15.2 samples/s +Step 31430/44000 | Loss: 2.9328 | LR: 9.72e-05 | 1318.2ms/step | 15.2 samples/s +Step 31440/44000 | Loss: 2.9173 | LR: 9.70e-05 | 1316.0ms/step | 15.2 samples/s +Step 31450/44000 | Loss: 2.9295 | LR: 9.69e-05 | 1317.0ms/step | 15.2 samples/s +Step 31460/44000 | Loss: 2.9078 | LR: 9.67e-05 | 1311.7ms/step | 15.2 samples/s +Step 31470/44000 | Loss: 2.9348 | LR: 9.66e-05 | 1307.8ms/step | 15.3 samples/s +Step 31480/44000 | Loss: 2.9006 | LR: 9.65e-05 | 1307.2ms/step | 15.3 samples/s +Step 31490/44000 | Loss: 2.9087 | LR: 9.63e-05 | 1309.2ms/step | 15.3 samples/s +Step 31500/44000 | Loss: 2.9213 | LR: 9.62e-05 | 1310.5ms/step | 15.3 samples/s +Validation at step 31500: Loss = 2.9370, Perplexity = 18.86 +Step 31510/44000 | Loss: 2.9027 | LR: 9.60e-05 | 3492.3ms/step | 5.7 samples/s +Step 31520/44000 | Loss: 2.9142 | LR: 9.59e-05 | 1309.6ms/step | 15.3 samples/s +Step 31530/44000 | Loss: 2.9268 | LR: 9.57e-05 | 1309.7ms/step | 15.3 samples/s +Step 31540/44000 | Loss: 2.9080 | LR: 9.56e-05 | 1308.6ms/step | 15.3 samples/s +Step 31550/44000 | Loss: 2.9341 | LR: 9.54e-05 | 1308.3ms/step | 15.3 samples/s +Step 31560/44000 | Loss: 2.9187 | LR: 9.53e-05 | 1309.9ms/step | 15.3 samples/s +Step 31570/44000 | Loss: 2.9092 | LR: 9.52e-05 | 1313.1ms/step | 15.2 samples/s +Step 31580/44000 | Loss: 2.9333 | LR: 9.50e-05 | 1310.1ms/step | 15.3 samples/s +Step 31590/44000 | Loss: 2.9344 | LR: 9.49e-05 | 1311.5ms/step | 15.3 samples/s +Step 31600/44000 | Loss: 2.9168 | LR: 9.47e-05 | 1311.4ms/step | 15.3 samples/s +Step 31610/44000 | Loss: 2.9061 | LR: 9.46e-05 | 1312.7ms/step | 15.2 samples/s +Step 31620/44000 | Loss: 2.9294 | LR: 9.45e-05 | 1312.1ms/step | 15.2 samples/s +Step 31630/44000 | Loss: 2.9130 | LR: 9.43e-05 | 1310.0ms/step | 15.3 samples/s +Step 31640/44000 | Loss: 2.8869 | LR: 9.42e-05 | 1310.9ms/step | 15.3 samples/s +Step 31650/44000 | Loss: 2.8918 | LR: 9.40e-05 | 1311.5ms/step | 15.3 samples/s +Step 31660/44000 | Loss: 2.9078 | LR: 9.39e-05 | 1311.2ms/step | 15.3 samples/s +Step 31670/44000 | Loss: 2.9013 | LR: 9.37e-05 | 1315.4ms/step | 15.2 samples/s +Step 31680/44000 | Loss: 2.9144 | LR: 9.36e-05 | 1311.9ms/step | 15.2 samples/s +Step 31690/44000 | Loss: 2.9230 | LR: 9.35e-05 | 1311.3ms/step | 15.3 samples/s +Step 31700/44000 | Loss: 2.9386 | LR: 9.33e-05 | 1310.1ms/step | 15.3 samples/s +Step 31710/44000 | Loss: 2.9143 | LR: 9.32e-05 | 1309.7ms/step | 15.3 samples/s +Step 31720/44000 | Loss: 2.9151 | LR: 9.30e-05 | 1311.5ms/step | 15.2 samples/s +Step 31730/44000 | Loss: 2.8859 | LR: 9.29e-05 | 1313.5ms/step | 15.2 samples/s +Step 31740/44000 | Loss: 2.9212 | LR: 9.28e-05 | 1311.4ms/step | 15.3 samples/s +Step 31750/44000 | Loss: 2.9290 | LR: 9.26e-05 | 1310.6ms/step | 15.3 samples/s +Validation at step 31750: Loss = 2.9364, Perplexity = 18.85 +Step 31760/44000 | Loss: 2.9048 | LR: 9.25e-05 | 3495.7ms/step | 5.7 samples/s +Step 31770/44000 | Loss: 2.9288 | LR: 9.23e-05 | 1310.3ms/step | 15.3 samples/s +Step 31780/44000 | Loss: 2.9195 | LR: 9.22e-05 | 1312.1ms/step | 15.2 samples/s +Step 31790/44000 | Loss: 2.9231 | LR: 9.20e-05 | 1309.4ms/step | 15.3 samples/s +Step 31800/44000 | Loss: 2.8934 | LR: 9.19e-05 | 1306.1ms/step | 15.3 samples/s +Step 31810/44000 | Loss: 2.8924 | LR: 9.18e-05 | 1305.3ms/step | 15.3 samples/s +Step 31820/44000 | Loss: 2.9106 | LR: 9.16e-05 | 1307.7ms/step | 15.3 samples/s +Step 31830/44000 | Loss: 2.9160 | LR: 9.15e-05 | 1306.2ms/step | 15.3 samples/s +Step 31840/44000 | Loss: 2.9285 | LR: 9.13e-05 | 1309.7ms/step | 15.3 samples/s +Step 31850/44000 | Loss: 2.9320 | LR: 9.12e-05 | 1306.8ms/step | 15.3 samples/s +Step 31860/44000 | Loss: 2.9377 | LR: 9.11e-05 | 1307.2ms/step | 15.3 samples/s +Step 31870/44000 | Loss: 2.9147 | LR: 9.09e-05 | 1305.9ms/step | 15.3 samples/s +Step 31880/44000 | Loss: 2.9500 | LR: 9.08e-05 | 1304.0ms/step | 15.3 samples/s +Step 31890/44000 | Loss: 2.8894 | LR: 9.06e-05 | 1307.7ms/step | 15.3 samples/s +Step 31900/44000 | Loss: 2.9098 | LR: 9.05e-05 | 1310.2ms/step | 15.3 samples/s +Step 31910/44000 | Loss: 2.9413 | LR: 9.04e-05 | 1307.9ms/step | 15.3 samples/s +Step 31920/44000 | Loss: 2.8673 | LR: 9.02e-05 | 1307.1ms/step | 15.3 samples/s +Step 31930/44000 | Loss: 2.9251 | LR: 9.01e-05 | 1309.6ms/step | 15.3 samples/s +Step 31940/44000 | Loss: 2.9328 | LR: 8.99e-05 | 1311.7ms/step | 15.2 samples/s +Step 31950/44000 | Loss: 2.9219 | LR: 8.98e-05 | 1305.6ms/step | 15.3 samples/s +Step 31960/44000 | Loss: 2.9367 | LR: 8.97e-05 | 1305.0ms/step | 15.3 samples/s +Step 31970/44000 | Loss: 2.9054 | LR: 8.95e-05 | 1306.7ms/step | 15.3 samples/s +Step 31980/44000 | Loss: 2.9167 | LR: 8.94e-05 | 1309.5ms/step | 15.3 samples/s +Step 31990/44000 | Loss: 2.8835 | LR: 8.92e-05 | 1309.5ms/step | 15.3 samples/s +Step 32000/44000 | Loss: 2.9067 | LR: 8.91e-05 | 1309.5ms/step | 15.3 samples/s +Validation at step 32000: Loss = 2.9358, Perplexity = 18.84 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-32000 +Step 32010/44000 | Loss: 2.9288 | LR: 8.90e-05 | 3812.5ms/step | 5.2 samples/s +Step 32020/44000 | Loss: 2.9169 | LR: 8.88e-05 | 1307.6ms/step | 15.3 samples/s +Step 32030/44000 | Loss: 2.9248 | LR: 8.87e-05 | 1307.0ms/step | 15.3 samples/s +Step 32040/44000 | Loss: 2.9278 | LR: 8.86e-05 | 1305.9ms/step | 15.3 samples/s +Step 32050/44000 | Loss: 2.9023 | LR: 8.84e-05 | 1309.9ms/step | 15.3 samples/s +Step 32060/44000 | Loss: 2.8883 | LR: 8.83e-05 | 1309.9ms/step | 15.3 samples/s +Step 32070/44000 | Loss: 2.9124 | LR: 8.81e-05 | 1309.0ms/step | 15.3 samples/s +Step 32080/44000 | Loss: 2.8881 | LR: 8.80e-05 | 1308.9ms/step | 15.3 samples/s +Step 32090/44000 | Loss: 2.9222 | LR: 8.79e-05 | 1308.3ms/step | 15.3 samples/s +Step 32100/44000 | Loss: 2.9222 | LR: 8.77e-05 | 1307.9ms/step | 15.3 samples/s +Step 32110/44000 | Loss: 2.9060 | LR: 8.76e-05 | 1307.9ms/step | 15.3 samples/s +Step 32120/44000 | Loss: 2.9094 | LR: 8.74e-05 | 1307.4ms/step | 15.3 samples/s +Step 32130/44000 | Loss: 2.9047 | LR: 8.73e-05 | 1307.9ms/step | 15.3 samples/s +Step 32140/44000 | Loss: 2.9026 | LR: 8.72e-05 | 1308.7ms/step | 15.3 samples/s +Step 32150/44000 | Loss: 2.9196 | LR: 8.70e-05 | 1307.4ms/step | 15.3 samples/s +Step 32160/44000 | Loss: 2.8893 | LR: 8.69e-05 | 1309.7ms/step | 15.3 samples/s +Step 32170/44000 | Loss: 2.9153 | LR: 8.68e-05 | 1305.6ms/step | 15.3 samples/s +Step 32180/44000 | Loss: 2.9459 | LR: 8.66e-05 | 1307.2ms/step | 15.3 samples/s +Step 32190/44000 | Loss: 2.9185 | LR: 8.65e-05 | 1309.1ms/step | 15.3 samples/s +Step 32200/44000 | Loss: 2.9325 | LR: 8.63e-05 | 1308.0ms/step | 15.3 samples/s +Step 32210/44000 | Loss: 2.9374 | LR: 8.62e-05 | 1309.2ms/step | 15.3 samples/s +Step 32220/44000 | Loss: 2.8930 | LR: 8.61e-05 | 1308.7ms/step | 15.3 samples/s +Step 32230/44000 | Loss: 2.9217 | LR: 8.59e-05 | 1308.7ms/step | 15.3 samples/s +Step 32240/44000 | Loss: 2.9098 | LR: 8.58e-05 | 1308.0ms/step | 15.3 samples/s +Step 32250/44000 | Loss: 2.9298 | LR: 8.57e-05 | 1308.9ms/step | 15.3 samples/s +Validation at step 32250: Loss = 2.9353, Perplexity = 18.83 +Step 32260/44000 | Loss: 2.9428 | LR: 8.55e-05 | 3489.6ms/step | 5.7 samples/s +Step 32270/44000 | Loss: 2.9171 | LR: 8.54e-05 | 1310.6ms/step | 15.3 samples/s +Step 32280/44000 | Loss: 2.9387 | LR: 8.53e-05 | 1309.9ms/step | 15.3 samples/s +Step 32290/44000 | Loss: 2.9061 | LR: 8.51e-05 | 1306.9ms/step | 15.3 samples/s +Step 32300/44000 | Loss: 2.9032 | LR: 8.50e-05 | 1309.9ms/step | 15.3 samples/s +Step 32310/44000 | Loss: 2.9255 | LR: 8.48e-05 | 1308.6ms/step | 15.3 samples/s +Step 32320/44000 | Loss: 2.9445 | LR: 8.47e-05 | 1308.8ms/step | 15.3 samples/s +Step 32330/44000 | Loss: 2.9130 | LR: 8.46e-05 | 1306.5ms/step | 15.3 samples/s +Step 32340/44000 | Loss: 2.9108 | LR: 8.44e-05 | 1308.1ms/step | 15.3 samples/s +Step 32350/44000 | Loss: 2.9330 | LR: 8.43e-05 | 1307.6ms/step | 15.3 samples/s +Step 32360/44000 | Loss: 2.9140 | LR: 8.42e-05 | 1309.1ms/step | 15.3 samples/s +Step 32370/44000 | Loss: 2.9117 | LR: 8.40e-05 | 1311.0ms/step | 15.3 samples/s +Step 32380/44000 | Loss: 2.9117 | LR: 8.39e-05 | 1308.7ms/step | 15.3 samples/s +Step 32390/44000 | Loss: 2.9132 | LR: 8.38e-05 | 1307.8ms/step | 15.3 samples/s +Step 32400/44000 | Loss: 2.9207 | LR: 8.36e-05 | 1304.5ms/step | 15.3 samples/s +Step 32410/44000 | Loss: 2.9141 | LR: 8.35e-05 | 1304.7ms/step | 15.3 samples/s +Step 32420/44000 | Loss: 2.9129 | LR: 8.33e-05 | 1303.7ms/step | 15.3 samples/s +Step 32430/44000 | Loss: 2.9608 | LR: 8.32e-05 | 1303.1ms/step | 15.3 samples/s +Step 32440/44000 | Loss: 2.9263 | LR: 8.31e-05 | 1308.2ms/step | 15.3 samples/s +Step 32450/44000 | Loss: 2.9199 | LR: 8.29e-05 | 1310.2ms/step | 15.3 samples/s +Step 32460/44000 | Loss: 2.9402 | LR: 8.28e-05 | 1311.9ms/step | 15.2 samples/s +Step 32470/44000 | Loss: 2.8961 | LR: 8.27e-05 | 1309.9ms/step | 15.3 samples/s +Step 32480/44000 | Loss: 2.9289 | LR: 8.25e-05 | 1311.2ms/step | 15.3 samples/s +Step 32490/44000 | Loss: 2.9063 | LR: 8.24e-05 | 1313.4ms/step | 15.2 samples/s +Step 32500/44000 | Loss: 2.9246 | LR: 8.23e-05 | 1313.5ms/step | 15.2 samples/s +Validation at step 32500: Loss = 2.9348, Perplexity = 18.82 +Step 32510/44000 | Loss: 2.8924 | LR: 8.21e-05 | 3492.1ms/step | 5.7 samples/s +Step 32520/44000 | Loss: 2.9171 | LR: 8.20e-05 | 1309.8ms/step | 15.3 samples/s +Step 32530/44000 | Loss: 2.9468 | LR: 8.19e-05 | 1308.8ms/step | 15.3 samples/s +Step 32540/44000 | Loss: 2.9031 | LR: 8.17e-05 | 1310.8ms/step | 15.3 samples/s +Step 32550/44000 | Loss: 2.8718 | LR: 8.16e-05 | 1312.5ms/step | 15.2 samples/s +Step 32560/44000 | Loss: 2.9376 | LR: 8.15e-05 | 1309.9ms/step | 15.3 samples/s +Step 32570/44000 | Loss: 2.9199 | LR: 8.13e-05 | 1307.4ms/step | 15.3 samples/s +Step 32580/44000 | Loss: 2.9249 | LR: 8.12e-05 | 1309.1ms/step | 15.3 samples/s +Step 32590/44000 | Loss: 2.9509 | LR: 8.11e-05 | 1307.0ms/step | 15.3 samples/s +Step 32600/44000 | Loss: 2.9236 | LR: 8.09e-05 | 1309.6ms/step | 15.3 samples/s +Step 32610/44000 | Loss: 2.9274 | LR: 8.08e-05 | 1309.0ms/step | 15.3 samples/s +Step 32620/44000 | Loss: 2.9355 | LR: 8.07e-05 | 1310.1ms/step | 15.3 samples/s +Step 32630/44000 | Loss: 2.8951 | LR: 8.05e-05 | 1307.9ms/step | 15.3 samples/s +Step 32640/44000 | Loss: 2.9557 | LR: 8.04e-05 | 1308.5ms/step | 15.3 samples/s +Step 32650/44000 | Loss: 2.9335 | LR: 8.03e-05 | 1308.9ms/step | 15.3 samples/s +Step 32660/44000 | Loss: 2.9204 | LR: 8.01e-05 | 1309.5ms/step | 15.3 samples/s +Step 32670/44000 | Loss: 2.9574 | LR: 8.00e-05 | 1310.2ms/step | 15.3 samples/s +Step 32680/44000 | Loss: 2.9143 | LR: 7.99e-05 | 1310.3ms/step | 15.3 samples/s +Step 32690/44000 | Loss: 2.9260 | LR: 7.97e-05 | 1309.7ms/step | 15.3 samples/s +Step 32700/44000 | Loss: 2.9065 | LR: 7.96e-05 | 1310.0ms/step | 15.3 samples/s +Step 32710/44000 | Loss: 2.9341 | LR: 7.95e-05 | 1308.8ms/step | 15.3 samples/s +Step 32720/44000 | Loss: 2.9329 | LR: 7.93e-05 | 1310.0ms/step | 15.3 samples/s +Step 32730/44000 | Loss: 2.9110 | LR: 7.92e-05 | 1309.0ms/step | 15.3 samples/s +Step 32740/44000 | Loss: 2.9006 | LR: 7.91e-05 | 1310.0ms/step | 15.3 samples/s +Step 32750/44000 | Loss: 2.8929 | LR: 7.89e-05 | 1311.9ms/step | 15.2 samples/s +Validation at step 32750: Loss = 2.9343, Perplexity = 18.81 +Step 32760/44000 | Loss: 2.9275 | LR: 7.88e-05 | 3495.7ms/step | 5.7 samples/s +Step 32770/44000 | Loss: 2.9219 | LR: 7.87e-05 | 1314.2ms/step | 15.2 samples/s +Step 32780/44000 | Loss: 2.9480 | LR: 7.85e-05 | 1310.5ms/step | 15.3 samples/s +Step 32790/44000 | Loss: 2.9548 | LR: 7.84e-05 | 1310.9ms/step | 15.3 samples/s +Step 32800/44000 | Loss: 2.9085 | LR: 7.83e-05 | 1309.2ms/step | 15.3 samples/s +Step 32810/44000 | Loss: 2.9192 | LR: 7.81e-05 | 1310.3ms/step | 15.3 samples/s +Step 32820/44000 | Loss: 2.9374 | LR: 7.80e-05 | 1310.1ms/step | 15.3 samples/s +Step 32830/44000 | Loss: 2.9333 | LR: 7.79e-05 | 1309.8ms/step | 15.3 samples/s +Step 32840/44000 | Loss: 2.8855 | LR: 7.77e-05 | 1311.6ms/step | 15.2 samples/s +Step 32850/44000 | Loss: 2.9146 | LR: 7.76e-05 | 1311.7ms/step | 15.2 samples/s +Step 32860/44000 | Loss: 2.9139 | LR: 7.75e-05 | 1310.1ms/step | 15.3 samples/s +Step 32870/44000 | Loss: 2.9317 | LR: 7.73e-05 | 1310.3ms/step | 15.3 samples/s +Step 32880/44000 | Loss: 2.8906 | LR: 7.72e-05 | 1311.5ms/step | 15.2 samples/s +Step 32890/44000 | Loss: 2.9277 | LR: 7.71e-05 | 1312.9ms/step | 15.2 samples/s +Step 32900/44000 | Loss: 2.9242 | LR: 7.70e-05 | 1311.1ms/step | 15.3 samples/s +Step 32910/44000 | Loss: 2.9139 | LR: 7.68e-05 | 1311.3ms/step | 15.3 samples/s +Step 32920/44000 | Loss: 2.9387 | LR: 7.67e-05 | 1308.0ms/step | 15.3 samples/s +Step 32930/44000 | Loss: 2.9107 | LR: 7.66e-05 | 1311.0ms/step | 15.3 samples/s +Step 32940/44000 | Loss: 2.8962 | LR: 7.64e-05 | 1310.8ms/step | 15.3 samples/s +Step 32950/44000 | Loss: 2.9054 | LR: 7.63e-05 | 1313.3ms/step | 15.2 samples/s +Step 32960/44000 | Loss: 2.9114 | LR: 7.62e-05 | 1310.1ms/step | 15.3 samples/s +Step 32970/44000 | Loss: 2.9160 | LR: 7.60e-05 | 1309.1ms/step | 15.3 samples/s +Step 32980/44000 | Loss: 2.9199 | LR: 7.59e-05 | 1308.9ms/step | 15.3 samples/s +Step 32990/44000 | Loss: 2.9225 | LR: 7.58e-05 | 1307.9ms/step | 15.3 samples/s +Step 33000/44000 | Loss: 2.9436 | LR: 7.56e-05 | 1308.5ms/step | 15.3 samples/s +Validation at step 33000: Loss = 2.9339, Perplexity = 18.80 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-33000 +Step 33010/44000 | Loss: 2.9305 | LR: 7.55e-05 | 3815.3ms/step | 5.2 samples/s +Step 33020/44000 | Loss: 2.8946 | LR: 7.54e-05 | 1309.4ms/step | 15.3 samples/s +Step 33030/44000 | Loss: 2.9372 | LR: 7.53e-05 | 1303.9ms/step | 15.3 samples/s +Step 33040/44000 | Loss: 2.9224 | LR: 7.51e-05 | 1303.2ms/step | 15.3 samples/s +Step 33050/44000 | Loss: 2.9325 | LR: 7.50e-05 | 1308.7ms/step | 15.3 samples/s +Step 33060/44000 | Loss: 2.9012 | LR: 7.49e-05 | 1309.1ms/step | 15.3 samples/s +Step 33070/44000 | Loss: 2.9331 | LR: 7.47e-05 | 1309.1ms/step | 15.3 samples/s +Step 33080/44000 | Loss: 2.9329 | LR: 7.46e-05 | 1306.3ms/step | 15.3 samples/s +Step 33090/44000 | Loss: 2.9224 | LR: 7.45e-05 | 1307.2ms/step | 15.3 samples/s +Step 33100/44000 | Loss: 2.8946 | LR: 7.44e-05 | 1309.3ms/step | 15.3 samples/s +Step 33110/44000 | Loss: 2.8716 | LR: 7.42e-05 | 1309.3ms/step | 15.3 samples/s +Step 33120/44000 | Loss: 2.9045 | LR: 7.41e-05 | 1309.0ms/step | 15.3 samples/s +Step 33130/44000 | Loss: 2.9213 | LR: 7.40e-05 | 1307.7ms/step | 15.3 samples/s +Step 33140/44000 | Loss: 2.9378 | LR: 7.38e-05 | 1307.9ms/step | 15.3 samples/s +Step 33150/44000 | Loss: 2.9315 | LR: 7.37e-05 | 1306.8ms/step | 15.3 samples/s +Step 33160/44000 | Loss: 2.9078 | LR: 7.36e-05 | 1305.1ms/step | 15.3 samples/s +Step 33170/44000 | Loss: 2.9132 | LR: 7.34e-05 | 1305.9ms/step | 15.3 samples/s +Step 33180/44000 | Loss: 2.9366 | LR: 7.33e-05 | 1307.6ms/step | 15.3 samples/s +Step 33190/44000 | Loss: 2.9360 | LR: 7.32e-05 | 1305.6ms/step | 15.3 samples/s +Step 33200/44000 | Loss: 2.9256 | LR: 7.31e-05 | 1306.0ms/step | 15.3 samples/s +Step 33210/44000 | Loss: 2.9136 | LR: 7.29e-05 | 1305.2ms/step | 15.3 samples/s +Step 33220/44000 | Loss: 2.9316 | LR: 7.28e-05 | 1305.7ms/step | 15.3 samples/s +Step 33230/44000 | Loss: 2.9143 | LR: 7.27e-05 | 1305.5ms/step | 15.3 samples/s +Step 33240/44000 | Loss: 2.9095 | LR: 7.26e-05 | 1307.5ms/step | 15.3 samples/s +Step 33250/44000 | Loss: 2.9173 | LR: 7.24e-05 | 1307.2ms/step | 15.3 samples/s +Validation at step 33250: Loss = 2.9335, Perplexity = 18.79 +Step 33260/44000 | Loss: 2.9300 | LR: 7.23e-05 | 3491.2ms/step | 5.7 samples/s +Step 33270/44000 | Loss: 2.9116 | LR: 7.22e-05 | 1310.2ms/step | 15.3 samples/s +Step 33280/44000 | Loss: 2.9291 | LR: 7.20e-05 | 1307.7ms/step | 15.3 samples/s +Step 33290/44000 | Loss: 2.8779 | LR: 7.19e-05 | 1307.4ms/step | 15.3 samples/s +Step 33300/44000 | Loss: 2.9195 | LR: 7.18e-05 | 1307.2ms/step | 15.3 samples/s +Step 33310/44000 | Loss: 2.9350 | LR: 7.17e-05 | 1310.0ms/step | 15.3 samples/s +Step 33320/44000 | Loss: 2.9169 | LR: 7.15e-05 | 1308.1ms/step | 15.3 samples/s +Step 33330/44000 | Loss: 2.9081 | LR: 7.14e-05 | 1310.9ms/step | 15.3 samples/s +Step 33340/44000 | Loss: 2.9087 | LR: 7.13e-05 | 1313.7ms/step | 15.2 samples/s +Step 33350/44000 | Loss: 2.9193 | LR: 7.11e-05 | 1312.9ms/step | 15.2 samples/s +Step 33360/44000 | Loss: 2.9316 | LR: 7.10e-05 | 1309.2ms/step | 15.3 samples/s +Step 33370/44000 | Loss: 2.8908 | LR: 7.09e-05 | 1309.6ms/step | 15.3 samples/s +Step 33380/44000 | Loss: 2.9083 | LR: 7.08e-05 | 1306.8ms/step | 15.3 samples/s +Step 33390/44000 | Loss: 2.9378 | LR: 7.06e-05 | 1304.0ms/step | 15.3 samples/s +Step 33400/44000 | Loss: 2.8845 | LR: 7.05e-05 | 1307.1ms/step | 15.3 samples/s +Step 33410/44000 | Loss: 2.9323 | LR: 7.04e-05 | 1309.0ms/step | 15.3 samples/s +Step 33420/44000 | Loss: 2.9111 | LR: 7.03e-05 | 1306.2ms/step | 15.3 samples/s +Step 33430/44000 | Loss: 2.9073 | LR: 7.01e-05 | 1307.8ms/step | 15.3 samples/s +Step 33440/44000 | Loss: 2.9354 | LR: 7.00e-05 | 1310.5ms/step | 15.3 samples/s +Step 33450/44000 | Loss: 2.9299 | LR: 6.99e-05 | 1309.5ms/step | 15.3 samples/s +Step 33460/44000 | Loss: 2.9234 | LR: 6.98e-05 | 1309.3ms/step | 15.3 samples/s +Step 33470/44000 | Loss: 2.9151 | LR: 6.96e-05 | 1307.7ms/step | 15.3 samples/s +Step 33480/44000 | Loss: 2.9009 | LR: 6.95e-05 | 1308.0ms/step | 15.3 samples/s +Step 33490/44000 | Loss: 2.9314 | LR: 6.94e-05 | 1310.4ms/step | 15.3 samples/s +Step 33500/44000 | Loss: 2.8906 | LR: 6.93e-05 | 1314.3ms/step | 15.2 samples/s +Validation at step 33500: Loss = 2.9331, Perplexity = 18.79 +Step 33510/44000 | Loss: 2.8966 | LR: 6.91e-05 | 3606.7ms/step | 5.5 samples/s +Step 33520/44000 | Loss: 2.9353 | LR: 6.90e-05 | 1306.1ms/step | 15.3 samples/s +Step 33530/44000 | Loss: 2.8977 | LR: 6.89e-05 | 1306.7ms/step | 15.3 samples/s +Step 33540/44000 | Loss: 2.9055 | LR: 6.88e-05 | 1304.8ms/step | 15.3 samples/s +Step 33550/44000 | Loss: 2.9137 | LR: 6.86e-05 | 1302.1ms/step | 15.4 samples/s +Step 33560/44000 | Loss: 2.8941 | LR: 6.85e-05 | 1307.6ms/step | 15.3 samples/s +Step 33570/44000 | Loss: 2.8899 | LR: 6.84e-05 | 1308.1ms/step | 15.3 samples/s +Step 33580/44000 | Loss: 2.9342 | LR: 6.83e-05 | 1308.9ms/step | 15.3 samples/s +Step 33590/44000 | Loss: 2.9319 | LR: 6.81e-05 | 1307.7ms/step | 15.3 samples/s +Step 33600/44000 | Loss: 2.9394 | LR: 6.80e-05 | 1306.1ms/step | 15.3 samples/s +Step 33610/44000 | Loss: 2.8919 | LR: 6.79e-05 | 1308.3ms/step | 15.3 samples/s +Step 33620/44000 | Loss: 2.9079 | LR: 6.78e-05 | 1309.4ms/step | 15.3 samples/s +Step 33630/44000 | Loss: 2.8968 | LR: 6.76e-05 | 1309.2ms/step | 15.3 samples/s +Step 33640/44000 | Loss: 2.9117 | LR: 6.75e-05 | 1311.1ms/step | 15.3 samples/s +Step 33650/44000 | Loss: 2.9175 | LR: 6.74e-05 | 1307.2ms/step | 15.3 samples/s +Step 33660/44000 | Loss: 2.9225 | LR: 6.73e-05 | 1308.1ms/step | 15.3 samples/s +Step 33670/44000 | Loss: 2.9319 | LR: 6.71e-05 | 1307.6ms/step | 15.3 samples/s +Step 33680/44000 | Loss: 2.9171 | LR: 6.70e-05 | 1308.3ms/step | 15.3 samples/s +Step 33690/44000 | Loss: 2.9130 | LR: 6.69e-05 | 1305.9ms/step | 15.3 samples/s +Step 33700/44000 | Loss: 2.9287 | LR: 6.68e-05 | 1307.0ms/step | 15.3 samples/s +Step 33710/44000 | Loss: 2.9445 | LR: 6.66e-05 | 1305.7ms/step | 15.3 samples/s +Step 33720/44000 | Loss: 2.9232 | LR: 6.65e-05 | 1307.6ms/step | 15.3 samples/s +Step 33730/44000 | Loss: 2.9050 | LR: 6.64e-05 | 1305.6ms/step | 15.3 samples/s +Step 33740/44000 | Loss: 2.9199 | LR: 6.63e-05 | 1306.7ms/step | 15.3 samples/s +Step 33750/44000 | Loss: 2.9261 | LR: 6.61e-05 | 1305.9ms/step | 15.3 samples/s +Validation at step 33750: Loss = 2.9327, Perplexity = 18.78 +Step 33760/44000 | Loss: 2.8892 | LR: 6.60e-05 | 3486.2ms/step | 5.7 samples/s +Step 33770/44000 | Loss: 2.9406 | LR: 6.59e-05 | 1307.7ms/step | 15.3 samples/s +Step 33780/44000 | Loss: 2.9401 | LR: 6.58e-05 | 1307.6ms/step | 15.3 samples/s +Step 33790/44000 | Loss: 2.8946 | LR: 6.57e-05 | 1305.2ms/step | 15.3 samples/s +Step 33800/44000 | Loss: 2.9283 | LR: 6.55e-05 | 1307.0ms/step | 15.3 samples/s +Step 33810/44000 | Loss: 2.9443 | LR: 6.54e-05 | 1308.1ms/step | 15.3 samples/s +Step 33820/44000 | Loss: 2.9177 | LR: 6.53e-05 | 1304.9ms/step | 15.3 samples/s +Step 33830/44000 | Loss: 2.9377 | LR: 6.52e-05 | 1305.6ms/step | 15.3 samples/s +Step 33840/44000 | Loss: 2.9198 | LR: 6.50e-05 | 1307.1ms/step | 15.3 samples/s +Step 33850/44000 | Loss: 2.9288 | LR: 6.49e-05 | 1306.4ms/step | 15.3 samples/s +Step 33860/44000 | Loss: 2.9128 | LR: 6.48e-05 | 1307.3ms/step | 15.3 samples/s +Step 33870/44000 | Loss: 2.9217 | LR: 6.47e-05 | 1307.4ms/step | 15.3 samples/s +Step 33880/44000 | Loss: 2.9528 | LR: 6.46e-05 | 1306.3ms/step | 15.3 samples/s +Step 33890/44000 | Loss: 2.9097 | LR: 6.44e-05 | 1307.4ms/step | 15.3 samples/s +Step 33900/44000 | Loss: 2.9354 | LR: 6.43e-05 | 1305.9ms/step | 15.3 samples/s +Step 33910/44000 | Loss: 2.9242 | LR: 6.42e-05 | 1305.7ms/step | 15.3 samples/s +Step 33920/44000 | Loss: 2.9164 | LR: 6.41e-05 | 1308.5ms/step | 15.3 samples/s +Step 33930/44000 | Loss: 2.8765 | LR: 6.40e-05 | 1313.8ms/step | 15.2 samples/s +Step 33940/44000 | Loss: 2.9128 | LR: 6.38e-05 | 1313.1ms/step | 15.2 samples/s +Step 33950/44000 | Loss: 2.9091 | LR: 6.37e-05 | 1311.4ms/step | 15.3 samples/s +Step 33960/44000 | Loss: 2.8983 | LR: 6.36e-05 | 1307.8ms/step | 15.3 samples/s +Step 33970/44000 | Loss: 2.9079 | LR: 6.35e-05 | 1307.2ms/step | 15.3 samples/s +Step 33980/44000 | Loss: 2.9395 | LR: 6.33e-05 | 1308.1ms/step | 15.3 samples/s +Step 33990/44000 | Loss: 2.9330 | LR: 6.32e-05 | 1303.6ms/step | 15.3 samples/s +Step 34000/44000 | Loss: 2.9366 | LR: 6.31e-05 | 1304.3ms/step | 15.3 samples/s +Validation at step 34000: Loss = 2.9324, Perplexity = 18.77 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-34000 +Step 34010/44000 | Loss: 2.9146 | LR: 6.30e-05 | 3811.8ms/step | 5.2 samples/s +Step 34020/44000 | Loss: 2.9097 | LR: 6.29e-05 | 1308.1ms/step | 15.3 samples/s +Step 34030/44000 | Loss: 2.9573 | LR: 6.27e-05 | 1307.8ms/step | 15.3 samples/s +Step 34040/44000 | Loss: 2.9095 | LR: 6.26e-05 | 1308.1ms/step | 15.3 samples/s +Step 34050/44000 | Loss: 2.9105 | LR: 6.25e-05 | 1308.2ms/step | 15.3 samples/s +Step 34060/44000 | Loss: 2.9170 | LR: 6.24e-05 | 1309.3ms/step | 15.3 samples/s +Step 34070/44000 | Loss: 2.9388 | LR: 6.23e-05 | 1309.3ms/step | 15.3 samples/s +Step 34080/44000 | Loss: 2.9219 | LR: 6.21e-05 | 1311.5ms/step | 15.2 samples/s +Step 34090/44000 | Loss: 2.9035 | LR: 6.20e-05 | 1311.5ms/step | 15.2 samples/s +Step 34100/44000 | Loss: 2.9198 | LR: 6.19e-05 | 1308.1ms/step | 15.3 samples/s +Step 34110/44000 | Loss: 2.8889 | LR: 6.18e-05 | 1307.6ms/step | 15.3 samples/s +Step 34120/44000 | Loss: 2.9132 | LR: 6.17e-05 | 1306.5ms/step | 15.3 samples/s +Step 34130/44000 | Loss: 2.9161 | LR: 6.15e-05 | 1304.4ms/step | 15.3 samples/s +Step 34140/44000 | Loss: 2.9262 | LR: 6.14e-05 | 1306.0ms/step | 15.3 samples/s +Step 34150/44000 | Loss: 2.9201 | LR: 6.13e-05 | 1307.0ms/step | 15.3 samples/s +Step 34160/44000 | Loss: 2.9494 | LR: 6.12e-05 | 1308.6ms/step | 15.3 samples/s +Step 34170/44000 | Loss: 2.9260 | LR: 6.11e-05 | 1309.9ms/step | 15.3 samples/s +Step 34180/44000 | Loss: 2.9034 | LR: 6.09e-05 | 1308.7ms/step | 15.3 samples/s +Step 34190/44000 | Loss: 2.9248 | LR: 6.08e-05 | 1309.4ms/step | 15.3 samples/s +Step 34200/44000 | Loss: 2.9436 | LR: 6.07e-05 | 1309.8ms/step | 15.3 samples/s +Step 34210/44000 | Loss: 2.9251 | LR: 6.06e-05 | 1310.2ms/step | 15.3 samples/s +Step 34220/44000 | Loss: 2.9158 | LR: 6.05e-05 | 1308.8ms/step | 15.3 samples/s +Step 34230/44000 | Loss: 2.9327 | LR: 6.04e-05 | 1308.8ms/step | 15.3 samples/s +Step 34240/44000 | Loss: 2.9508 | LR: 6.02e-05 | 1310.0ms/step | 15.3 samples/s +Step 34250/44000 | Loss: 2.9284 | LR: 6.01e-05 | 1310.7ms/step | 15.3 samples/s +Validation at step 34250: Loss = 2.9321, Perplexity = 18.77 +Step 34260/44000 | Loss: 2.9246 | LR: 6.00e-05 | 3495.7ms/step | 5.7 samples/s +Step 34270/44000 | Loss: 2.8996 | LR: 5.99e-05 | 1310.9ms/step | 15.3 samples/s +Step 34280/44000 | Loss: 2.9426 | LR: 5.98e-05 | 1309.8ms/step | 15.3 samples/s +Step 34290/44000 | Loss: 2.9016 | LR: 5.96e-05 | 1307.7ms/step | 15.3 samples/s +Step 34300/44000 | Loss: 2.9007 | LR: 5.95e-05 | 1308.0ms/step | 15.3 samples/s +Step 34310/44000 | Loss: 2.9170 | LR: 5.94e-05 | 1309.2ms/step | 15.3 samples/s +Step 34320/44000 | Loss: 2.9646 | LR: 5.93e-05 | 1308.3ms/step | 15.3 samples/s +Step 34330/44000 | Loss: 2.8868 | LR: 5.92e-05 | 1307.0ms/step | 15.3 samples/s +Step 34340/44000 | Loss: 2.8899 | LR: 5.91e-05 | 1309.5ms/step | 15.3 samples/s +Step 34350/44000 | Loss: 2.9106 | LR: 5.89e-05 | 1306.9ms/step | 15.3 samples/s +Step 34360/44000 | Loss: 2.9229 | LR: 5.88e-05 | 1306.3ms/step | 15.3 samples/s +Step 34370/44000 | Loss: 2.9101 | LR: 5.87e-05 | 1305.5ms/step | 15.3 samples/s +Step 34380/44000 | Loss: 2.9090 | LR: 5.86e-05 | 1307.5ms/step | 15.3 samples/s +Step 34390/44000 | Loss: 2.9228 | LR: 5.85e-05 | 1306.1ms/step | 15.3 samples/s +Step 34400/44000 | Loss: 2.9205 | LR: 5.84e-05 | 1306.4ms/step | 15.3 samples/s +Step 34410/44000 | Loss: 2.9380 | LR: 5.82e-05 | 1309.2ms/step | 15.3 samples/s +Step 34420/44000 | Loss: 2.9179 | LR: 5.81e-05 | 1309.1ms/step | 15.3 samples/s +Step 34430/44000 | Loss: 2.9136 | LR: 5.80e-05 | 1307.7ms/step | 15.3 samples/s +Step 34440/44000 | Loss: 2.9259 | LR: 5.79e-05 | 1305.3ms/step | 15.3 samples/s +Step 34450/44000 | Loss: 2.9064 | LR: 5.78e-05 | 1306.7ms/step | 15.3 samples/s +Step 34460/44000 | Loss: 2.9349 | LR: 5.77e-05 | 1308.8ms/step | 15.3 samples/s +Step 34470/44000 | Loss: 2.9168 | LR: 5.75e-05 | 1307.1ms/step | 15.3 samples/s +Step 34480/44000 | Loss: 2.9228 | LR: 5.74e-05 | 1306.9ms/step | 15.3 samples/s +Step 34490/44000 | Loss: 2.8869 | LR: 5.73e-05 | 1309.3ms/step | 15.3 samples/s +Step 34500/44000 | Loss: 2.9339 | LR: 5.72e-05 | 1310.0ms/step | 15.3 samples/s +Validation at step 34500: Loss = 2.9317, Perplexity = 18.76 +Step 34510/44000 | Loss: 2.9164 | LR: 5.71e-05 | 3494.6ms/step | 5.7 samples/s +Step 34520/44000 | Loss: 2.9089 | LR: 5.70e-05 | 1309.3ms/step | 15.3 samples/s +Step 34530/44000 | Loss: 2.9010 | LR: 5.69e-05 | 1307.9ms/step | 15.3 samples/s +Step 34540/44000 | Loss: 2.9201 | LR: 5.67e-05 | 1318.6ms/step | 15.2 samples/s +Step 34550/44000 | Loss: 2.9382 | LR: 5.66e-05 | 1312.1ms/step | 15.2 samples/s +Step 34560/44000 | Loss: 2.8874 | LR: 5.65e-05 | 1343.8ms/step | 14.9 samples/s +Step 34570/44000 | Loss: 2.9035 | LR: 5.64e-05 | 1323.3ms/step | 15.1 samples/s +Step 34580/44000 | Loss: 2.8972 | LR: 5.63e-05 | 1310.3ms/step | 15.3 samples/s +Step 34590/44000 | Loss: 2.9086 | LR: 5.62e-05 | 1310.3ms/step | 15.3 samples/s +Step 34600/44000 | Loss: 2.9217 | LR: 5.60e-05 | 1310.2ms/step | 15.3 samples/s +Step 34610/44000 | Loss: 2.9225 | LR: 5.59e-05 | 1311.9ms/step | 15.2 samples/s +Step 34620/44000 | Loss: 2.9178 | LR: 5.58e-05 | 1310.0ms/step | 15.3 samples/s +Step 34630/44000 | Loss: 2.9051 | LR: 5.57e-05 | 1308.8ms/step | 15.3 samples/s +Step 34640/44000 | Loss: 2.9136 | LR: 5.56e-05 | 1309.9ms/step | 15.3 samples/s +Step 34650/44000 | Loss: 2.9272 | LR: 5.55e-05 | 1310.4ms/step | 15.3 samples/s +Step 34660/44000 | Loss: 2.9340 | LR: 5.54e-05 | 1309.6ms/step | 15.3 samples/s +Step 34670/44000 | Loss: 2.8860 | LR: 5.52e-05 | 1310.0ms/step | 15.3 samples/s +Step 34680/44000 | Loss: 2.9173 | LR: 5.51e-05 | 1309.9ms/step | 15.3 samples/s +Step 34690/44000 | Loss: 2.9006 | LR: 5.50e-05 | 1314.1ms/step | 15.2 samples/s +Step 34700/44000 | Loss: 2.8925 | LR: 5.49e-05 | 1312.3ms/step | 15.2 samples/s +Step 34710/44000 | Loss: 2.9303 | LR: 5.48e-05 | 1310.4ms/step | 15.3 samples/s +Step 34720/44000 | Loss: 2.9040 | LR: 5.47e-05 | 1308.8ms/step | 15.3 samples/s +Step 34730/44000 | Loss: 2.9294 | LR: 5.46e-05 | 1315.0ms/step | 15.2 samples/s +Step 34740/44000 | Loss: 2.9044 | LR: 5.45e-05 | 1316.3ms/step | 15.2 samples/s +Step 34750/44000 | Loss: 2.9121 | LR: 5.43e-05 | 1318.2ms/step | 15.2 samples/s +Validation at step 34750: Loss = 2.9314, Perplexity = 18.75 +Step 34760/44000 | Loss: 2.8991 | LR: 5.42e-05 | 3490.3ms/step | 5.7 samples/s +Step 34770/44000 | Loss: 2.9045 | LR: 5.41e-05 | 1307.3ms/step | 15.3 samples/s +Step 34780/44000 | Loss: 2.9452 | LR: 5.40e-05 | 1309.5ms/step | 15.3 samples/s +Step 34790/44000 | Loss: 2.9405 | LR: 5.39e-05 | 1310.1ms/step | 15.3 samples/s +Step 34800/44000 | Loss: 2.9187 | LR: 5.38e-05 | 1309.2ms/step | 15.3 samples/s +Step 34810/44000 | Loss: 2.9364 | LR: 5.37e-05 | 1308.3ms/step | 15.3 samples/s +Step 34820/44000 | Loss: 2.9162 | LR: 5.36e-05 | 1309.6ms/step | 15.3 samples/s +Step 34830/44000 | Loss: 2.9156 | LR: 5.34e-05 | 1309.3ms/step | 15.3 samples/s +Step 34840/44000 | Loss: 2.9249 | LR: 5.33e-05 | 1309.1ms/step | 15.3 samples/s +Step 34850/44000 | Loss: 2.9348 | LR: 5.32e-05 | 1308.7ms/step | 15.3 samples/s +Step 34860/44000 | Loss: 2.9246 | LR: 5.31e-05 | 1309.9ms/step | 15.3 samples/s +Step 34870/44000 | Loss: 2.9047 | LR: 5.30e-05 | 1310.6ms/step | 15.3 samples/s +Step 34880/44000 | Loss: 2.9130 | LR: 5.29e-05 | 1309.8ms/step | 15.3 samples/s +Step 34890/44000 | Loss: 2.9086 | LR: 5.28e-05 | 1309.6ms/step | 15.3 samples/s +Step 34900/44000 | Loss: 2.9253 | LR: 5.27e-05 | 1308.7ms/step | 15.3 samples/s +Step 34910/44000 | Loss: 2.9230 | LR: 5.25e-05 | 1312.4ms/step | 15.2 samples/s +Step 34920/44000 | Loss: 2.9078 | LR: 5.24e-05 | 1309.7ms/step | 15.3 samples/s +Step 34930/44000 | Loss: 2.8973 | LR: 5.23e-05 | 1310.8ms/step | 15.3 samples/s +Step 34940/44000 | Loss: 2.8728 | LR: 5.22e-05 | 1311.0ms/step | 15.3 samples/s +Step 34950/44000 | Loss: 2.9286 | LR: 5.21e-05 | 1312.1ms/step | 15.2 samples/s +Step 34960/44000 | Loss: 2.9202 | LR: 5.20e-05 | 1309.6ms/step | 15.3 samples/s +Step 34970/44000 | Loss: 2.8998 | LR: 5.19e-05 | 1309.7ms/step | 15.3 samples/s +Step 34980/44000 | Loss: 2.9240 | LR: 5.18e-05 | 1309.7ms/step | 15.3 samples/s +Step 34990/44000 | Loss: 2.9254 | LR: 5.17e-05 | 1310.1ms/step | 15.3 samples/s +Step 35000/44000 | Loss: 2.8946 | LR: 5.15e-05 | 1310.4ms/step | 15.3 samples/s +Validation at step 35000: Loss = 2.9311, Perplexity = 18.75 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-35000 +Step 35010/44000 | Loss: 2.9184 | LR: 5.14e-05 | 3803.6ms/step | 5.3 samples/s +Step 35020/44000 | Loss: 2.8871 | LR: 5.13e-05 | 1304.9ms/step | 15.3 samples/s +Step 35030/44000 | Loss: 2.8960 | LR: 5.12e-05 | 1305.7ms/step | 15.3 samples/s +Step 35040/44000 | Loss: 2.9067 | LR: 5.11e-05 | 1307.2ms/step | 15.3 samples/s +Step 35050/44000 | Loss: 2.8988 | LR: 5.10e-05 | 1306.4ms/step | 15.3 samples/s +Step 35060/44000 | Loss: 2.9075 | LR: 5.09e-05 | 1309.3ms/step | 15.3 samples/s +Step 35070/44000 | Loss: 2.8756 | LR: 5.08e-05 | 1308.0ms/step | 15.3 samples/s +Step 35080/44000 | Loss: 2.9126 | LR: 5.07e-05 | 1309.6ms/step | 15.3 samples/s +Step 35090/44000 | Loss: 2.8990 | LR: 5.06e-05 | 1307.1ms/step | 15.3 samples/s +Step 35100/44000 | Loss: 2.9421 | LR: 5.04e-05 | 1306.7ms/step | 15.3 samples/s +Step 35110/44000 | Loss: 2.9051 | LR: 5.03e-05 | 1307.4ms/step | 15.3 samples/s +Step 35120/44000 | Loss: 2.9193 | LR: 5.02e-05 | 1306.9ms/step | 15.3 samples/s +Step 35130/44000 | Loss: 2.9192 | LR: 5.01e-05 | 1309.9ms/step | 15.3 samples/s +Step 35140/44000 | Loss: 2.8861 | LR: 5.00e-05 | 1311.1ms/step | 15.3 samples/s +Step 35150/44000 | Loss: 2.9269 | LR: 4.99e-05 | 1311.6ms/step | 15.2 samples/s +Step 35160/44000 | Loss: 2.9485 | LR: 4.98e-05 | 1308.5ms/step | 15.3 samples/s +Step 35170/44000 | Loss: 2.9247 | LR: 4.97e-05 | 1308.5ms/step | 15.3 samples/s +Step 35180/44000 | Loss: 2.9325 | LR: 4.96e-05 | 1311.7ms/step | 15.2 samples/s +Step 35190/44000 | Loss: 2.9012 | LR: 4.95e-05 | 1306.6ms/step | 15.3 samples/s +Step 35200/44000 | Loss: 2.9313 | LR: 4.94e-05 | 1308.7ms/step | 15.3 samples/s +Step 35210/44000 | Loss: 2.9274 | LR: 4.93e-05 | 1309.0ms/step | 15.3 samples/s +Step 35220/44000 | Loss: 2.9054 | LR: 4.91e-05 | 1309.2ms/step | 15.3 samples/s +Step 35230/44000 | Loss: 2.9138 | LR: 4.90e-05 | 1307.8ms/step | 15.3 samples/s +Step 35240/44000 | Loss: 2.9029 | LR: 4.89e-05 | 1306.5ms/step | 15.3 samples/s +Step 35250/44000 | Loss: 2.9482 | LR: 4.88e-05 | 1305.8ms/step | 15.3 samples/s +Validation at step 35250: Loss = 2.9310, Perplexity = 18.75 +Step 35260/44000 | Loss: 2.9049 | LR: 4.87e-05 | 3485.9ms/step | 5.7 samples/s +Step 35270/44000 | Loss: 2.9372 | LR: 4.86e-05 | 1308.4ms/step | 15.3 samples/s +Step 35280/44000 | Loss: 2.8925 | LR: 4.85e-05 | 1306.1ms/step | 15.3 samples/s +Step 35290/44000 | Loss: 2.9017 | LR: 4.84e-05 | 1308.1ms/step | 15.3 samples/s +Step 35300/44000 | Loss: 2.9042 | LR: 4.83e-05 | 1309.6ms/step | 15.3 samples/s +Step 35310/44000 | Loss: 2.9234 | LR: 4.82e-05 | 1309.9ms/step | 15.3 samples/s +Step 35320/44000 | Loss: 2.8866 | LR: 4.81e-05 | 1307.8ms/step | 15.3 samples/s +Step 35330/44000 | Loss: 2.9208 | LR: 4.80e-05 | 1308.1ms/step | 15.3 samples/s +Step 35340/44000 | Loss: 2.9166 | LR: 4.79e-05 | 1308.7ms/step | 15.3 samples/s +Step 35350/44000 | Loss: 2.9424 | LR: 4.77e-05 | 1307.9ms/step | 15.3 samples/s +Step 35360/44000 | Loss: 2.8981 | LR: 4.76e-05 | 1308.5ms/step | 15.3 samples/s +Step 35370/44000 | Loss: 2.9109 | LR: 4.75e-05 | 1306.6ms/step | 15.3 samples/s +Step 35380/44000 | Loss: 2.8988 | LR: 4.74e-05 | 1307.3ms/step | 15.3 samples/s +Step 35390/44000 | Loss: 2.9034 | LR: 4.73e-05 | 1310.8ms/step | 15.3 samples/s +Step 35400/44000 | Loss: 2.8939 | LR: 4.72e-05 | 1308.5ms/step | 15.3 samples/s +Step 35410/44000 | Loss: 2.9261 | LR: 4.71e-05 | 1306.3ms/step | 15.3 samples/s +Step 35420/44000 | Loss: 2.8990 | LR: 4.70e-05 | 1308.3ms/step | 15.3 samples/s +Step 35430/44000 | Loss: 2.9559 | LR: 4.69e-05 | 1309.1ms/step | 15.3 samples/s +Step 35440/44000 | Loss: 2.9351 | LR: 4.68e-05 | 1308.6ms/step | 15.3 samples/s +Step 35450/44000 | Loss: 2.9183 | LR: 4.67e-05 | 1305.5ms/step | 15.3 samples/s +Step 35460/44000 | Loss: 2.9389 | LR: 4.66e-05 | 1304.5ms/step | 15.3 samples/s +Step 35470/44000 | Loss: 2.9093 | LR: 4.65e-05 | 1307.7ms/step | 15.3 samples/s +Step 35480/44000 | Loss: 2.9191 | LR: 4.64e-05 | 1309.5ms/step | 15.3 samples/s +Step 35490/44000 | Loss: 2.9246 | LR: 4.63e-05 | 1306.1ms/step | 15.3 samples/s +Step 35500/44000 | Loss: 2.8974 | LR: 4.62e-05 | 1306.8ms/step | 15.3 samples/s +Validation at step 35500: Loss = 2.9307, Perplexity = 18.74 +Step 35510/44000 | Loss: 2.9096 | LR: 4.61e-05 | 3492.6ms/step | 5.7 samples/s +Step 35520/44000 | Loss: 2.9178 | LR: 4.59e-05 | 1312.6ms/step | 15.2 samples/s +Step 35530/44000 | Loss: 2.9169 | LR: 4.58e-05 | 1308.2ms/step | 15.3 samples/s +Step 35540/44000 | Loss: 2.9352 | LR: 4.57e-05 | 1310.6ms/step | 15.3 samples/s +Step 35550/44000 | Loss: 2.9373 | LR: 4.56e-05 | 1315.8ms/step | 15.2 samples/s +Step 35560/44000 | Loss: 2.9283 | LR: 4.55e-05 | 1314.6ms/step | 15.2 samples/s +Step 35570/44000 | Loss: 2.9363 | LR: 4.54e-05 | 1309.8ms/step | 15.3 samples/s +Step 35580/44000 | Loss: 2.9199 | LR: 4.53e-05 | 1313.1ms/step | 15.2 samples/s +Step 35590/44000 | Loss: 2.9289 | LR: 4.52e-05 | 1312.1ms/step | 15.2 samples/s +Step 35600/44000 | Loss: 2.8944 | LR: 4.51e-05 | 1309.5ms/step | 15.3 samples/s +Step 35610/44000 | Loss: 2.9318 | LR: 4.50e-05 | 1308.7ms/step | 15.3 samples/s +Step 35620/44000 | Loss: 2.9104 | LR: 4.49e-05 | 1311.4ms/step | 15.3 samples/s +Step 35630/44000 | Loss: 2.9206 | LR: 4.48e-05 | 1310.1ms/step | 15.3 samples/s +Step 35640/44000 | Loss: 2.8985 | LR: 4.47e-05 | 1313.9ms/step | 15.2 samples/s +Step 35650/44000 | Loss: 2.9052 | LR: 4.46e-05 | 1315.7ms/step | 15.2 samples/s +Step 35660/44000 | Loss: 2.9204 | LR: 4.45e-05 | 1310.7ms/step | 15.3 samples/s +Step 35670/44000 | Loss: 2.9093 | LR: 4.44e-05 | 1312.7ms/step | 15.2 samples/s +Step 35680/44000 | Loss: 2.9159 | LR: 4.43e-05 | 1310.9ms/step | 15.3 samples/s +Step 35690/44000 | Loss: 2.9267 | LR: 4.42e-05 | 1311.0ms/step | 15.3 samples/s +Step 35700/44000 | Loss: 2.9030 | LR: 4.41e-05 | 1314.9ms/step | 15.2 samples/s +Step 35710/44000 | Loss: 2.9166 | LR: 4.40e-05 | 1313.7ms/step | 15.2 samples/s +Step 35720/44000 | Loss: 2.8996 | LR: 4.39e-05 | 1312.7ms/step | 15.2 samples/s +Step 35730/44000 | Loss: 2.8901 | LR: 4.38e-05 | 1313.2ms/step | 15.2 samples/s +Step 35740/44000 | Loss: 2.9231 | LR: 4.37e-05 | 1310.5ms/step | 15.3 samples/s +Step 35750/44000 | Loss: 2.9022 | LR: 4.36e-05 | 1310.0ms/step | 15.3 samples/s +Validation at step 35750: Loss = 2.9305, Perplexity = 18.74 +Step 35760/44000 | Loss: 2.9329 | LR: 4.35e-05 | 3494.2ms/step | 5.7 samples/s +Step 35770/44000 | Loss: 2.9077 | LR: 4.34e-05 | 1308.0ms/step | 15.3 samples/s +Step 35780/44000 | Loss: 2.8976 | LR: 4.33e-05 | 1308.5ms/step | 15.3 samples/s +Step 35790/44000 | Loss: 2.9208 | LR: 4.32e-05 | 1309.1ms/step | 15.3 samples/s +Step 35800/44000 | Loss: 2.9319 | LR: 4.31e-05 | 1308.9ms/step | 15.3 samples/s +Step 35810/44000 | Loss: 2.9280 | LR: 4.29e-05 | 1310.3ms/step | 15.3 samples/s +Step 35820/44000 | Loss: 2.9294 | LR: 4.28e-05 | 1310.0ms/step | 15.3 samples/s +Step 35830/44000 | Loss: 2.9479 | LR: 4.27e-05 | 1309.0ms/step | 15.3 samples/s +Step 35840/44000 | Loss: 2.9075 | LR: 4.26e-05 | 1308.8ms/step | 15.3 samples/s +Step 35850/44000 | Loss: 2.9176 | LR: 4.25e-05 | 1310.3ms/step | 15.3 samples/s +Step 35860/44000 | Loss: 2.9415 | LR: 4.24e-05 | 1308.3ms/step | 15.3 samples/s +Step 35870/44000 | Loss: 2.9184 | LR: 4.23e-05 | 1307.0ms/step | 15.3 samples/s +Step 35880/44000 | Loss: 2.9325 | LR: 4.22e-05 | 1304.7ms/step | 15.3 samples/s +Step 35890/44000 | Loss: 2.8994 | LR: 4.21e-05 | 1308.6ms/step | 15.3 samples/s +Step 35900/44000 | Loss: 2.9201 | LR: 4.20e-05 | 1307.5ms/step | 15.3 samples/s +Step 35910/44000 | Loss: 2.9048 | LR: 4.19e-05 | 1312.9ms/step | 15.2 samples/s +Step 35920/44000 | Loss: 2.9171 | LR: 4.18e-05 | 1307.6ms/step | 15.3 samples/s +Step 35930/44000 | Loss: 2.9053 | LR: 4.17e-05 | 1305.9ms/step | 15.3 samples/s +Step 35940/44000 | Loss: 2.9058 | LR: 4.16e-05 | 1308.3ms/step | 15.3 samples/s +Step 35950/44000 | Loss: 2.8921 | LR: 4.15e-05 | 1310.2ms/step | 15.3 samples/s +Step 35960/44000 | Loss: 2.8967 | LR: 4.14e-05 | 1312.1ms/step | 15.2 samples/s +Step 35970/44000 | Loss: 2.8888 | LR: 4.13e-05 | 1310.4ms/step | 15.3 samples/s +Step 35980/44000 | Loss: 2.9412 | LR: 4.12e-05 | 1313.2ms/step | 15.2 samples/s +Step 35990/44000 | Loss: 2.9135 | LR: 4.11e-05 | 1310.3ms/step | 15.3 samples/s +Step 36000/44000 | Loss: 2.9129 | LR: 4.10e-05 | 1311.6ms/step | 15.2 samples/s +Validation at step 36000: Loss = 2.9304, Perplexity = 18.73 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-36000 +Step 36010/44000 | Loss: 2.9295 | LR: 4.09e-05 | 3791.8ms/step | 5.3 samples/s +Step 36020/44000 | Loss: 2.9064 | LR: 4.08e-05 | 1308.2ms/step | 15.3 samples/s +Step 36030/44000 | Loss: 2.8952 | LR: 4.07e-05 | 1306.7ms/step | 15.3 samples/s +Step 36040/44000 | Loss: 2.9014 | LR: 4.06e-05 | 1306.3ms/step | 15.3 samples/s +Step 36050/44000 | Loss: 2.8976 | LR: 4.05e-05 | 1306.5ms/step | 15.3 samples/s +Step 36060/44000 | Loss: 2.9273 | LR: 4.04e-05 | 1305.5ms/step | 15.3 samples/s +Step 36070/44000 | Loss: 2.9182 | LR: 4.03e-05 | 1305.6ms/step | 15.3 samples/s +Step 36080/44000 | Loss: 2.9333 | LR: 4.02e-05 | 1306.1ms/step | 15.3 samples/s +Step 36090/44000 | Loss: 2.9390 | LR: 4.01e-05 | 1305.9ms/step | 15.3 samples/s +Step 36100/44000 | Loss: 2.9178 | LR: 4.00e-05 | 1306.3ms/step | 15.3 samples/s +Step 36110/44000 | Loss: 2.9342 | LR: 3.99e-05 | 1309.4ms/step | 15.3 samples/s +Step 36120/44000 | Loss: 2.9192 | LR: 3.98e-05 | 1309.4ms/step | 15.3 samples/s +Step 36130/44000 | Loss: 2.9221 | LR: 3.97e-05 | 1308.0ms/step | 15.3 samples/s +Step 36140/44000 | Loss: 2.9141 | LR: 3.97e-05 | 1305.4ms/step | 15.3 samples/s +Step 36150/44000 | Loss: 2.9234 | LR: 3.96e-05 | 1309.7ms/step | 15.3 samples/s +Step 36160/44000 | Loss: 2.9170 | LR: 3.95e-05 | 1308.1ms/step | 15.3 samples/s +Step 36170/44000 | Loss: 2.8757 | LR: 3.94e-05 | 1310.3ms/step | 15.3 samples/s +Step 36180/44000 | Loss: 2.9158 | LR: 3.93e-05 | 1309.4ms/step | 15.3 samples/s +Step 36190/44000 | Loss: 2.9117 | LR: 3.92e-05 | 1306.5ms/step | 15.3 samples/s +Step 36200/44000 | Loss: 2.9048 | LR: 3.91e-05 | 1304.8ms/step | 15.3 samples/s +Step 36210/44000 | Loss: 2.9149 | LR: 3.90e-05 | 1304.7ms/step | 15.3 samples/s +Step 36220/44000 | Loss: 2.9099 | LR: 3.89e-05 | 1304.1ms/step | 15.3 samples/s +Step 36230/44000 | Loss: 2.9109 | LR: 3.88e-05 | 1303.0ms/step | 15.3 samples/s +Step 36240/44000 | Loss: 2.9199 | LR: 3.87e-05 | 1307.8ms/step | 15.3 samples/s +Step 36250/44000 | Loss: 2.9349 | LR: 3.86e-05 | 1311.2ms/step | 15.3 samples/s +Validation at step 36250: Loss = 2.9302, Perplexity = 18.73 +Step 36260/44000 | Loss: 2.9264 | LR: 3.85e-05 | 3485.8ms/step | 5.7 samples/s +Step 36270/44000 | Loss: 2.9373 | LR: 3.84e-05 | 1305.7ms/step | 15.3 samples/s +Step 36280/44000 | Loss: 2.9086 | LR: 3.83e-05 | 1305.6ms/step | 15.3 samples/s +Step 36290/44000 | Loss: 2.9240 | LR: 3.82e-05 | 1307.5ms/step | 15.3 samples/s +Step 36300/44000 | Loss: 2.9074 | LR: 3.81e-05 | 1309.2ms/step | 15.3 samples/s +Step 36310/44000 | Loss: 2.9099 | LR: 3.80e-05 | 1311.3ms/step | 15.3 samples/s +Step 36320/44000 | Loss: 2.8852 | LR: 3.79e-05 | 1309.5ms/step | 15.3 samples/s +Step 36330/44000 | Loss: 2.9035 | LR: 3.78e-05 | 1307.3ms/step | 15.3 samples/s +Step 36340/44000 | Loss: 2.9211 | LR: 3.77e-05 | 1308.2ms/step | 15.3 samples/s +Step 36350/44000 | Loss: 2.8918 | LR: 3.76e-05 | 1308.9ms/step | 15.3 samples/s +Step 36360/44000 | Loss: 2.8988 | LR: 3.75e-05 | 1308.3ms/step | 15.3 samples/s +Step 36370/44000 | Loss: 2.9080 | LR: 3.74e-05 | 1309.7ms/step | 15.3 samples/s +Step 36380/44000 | Loss: 2.9087 | LR: 3.73e-05 | 1310.8ms/step | 15.3 samples/s +Step 36390/44000 | Loss: 2.9305 | LR: 3.72e-05 | 1311.0ms/step | 15.3 samples/s +Step 36400/44000 | Loss: 2.9086 | LR: 3.71e-05 | 1308.8ms/step | 15.3 samples/s +Step 36410/44000 | Loss: 2.9189 | LR: 3.70e-05 | 1307.2ms/step | 15.3 samples/s +Step 36420/44000 | Loss: 2.8862 | LR: 3.69e-05 | 1307.2ms/step | 15.3 samples/s +Step 36430/44000 | Loss: 2.8930 | LR: 3.69e-05 | 1306.6ms/step | 15.3 samples/s +Step 36440/44000 | Loss: 2.9037 | LR: 3.68e-05 | 1309.1ms/step | 15.3 samples/s +Step 36450/44000 | Loss: 2.9447 | LR: 3.67e-05 | 1307.9ms/step | 15.3 samples/s +Step 36460/44000 | Loss: 2.9190 | LR: 3.66e-05 | 1309.1ms/step | 15.3 samples/s +Step 36470/44000 | Loss: 2.8935 | LR: 3.65e-05 | 1310.5ms/step | 15.3 samples/s +Step 36480/44000 | Loss: 2.9179 | LR: 3.64e-05 | 1312.6ms/step | 15.2 samples/s +Step 36490/44000 | Loss: 2.9399 | LR: 3.63e-05 | 1312.8ms/step | 15.2 samples/s +Step 36500/44000 | Loss: 2.8882 | LR: 3.62e-05 | 1311.8ms/step | 15.2 samples/s +Validation at step 36500: Loss = 2.9301, Perplexity = 18.73 +Step 36510/44000 | Loss: 2.9283 | LR: 3.61e-05 | 3488.4ms/step | 5.7 samples/s +Step 36520/44000 | Loss: 2.9021 | LR: 3.60e-05 | 1308.3ms/step | 15.3 samples/s +Step 36530/44000 | Loss: 2.9091 | LR: 3.59e-05 | 1311.0ms/step | 15.3 samples/s +Step 36540/44000 | Loss: 2.8973 | LR: 3.58e-05 | 1309.5ms/step | 15.3 samples/s +Step 36550/44000 | Loss: 2.9054 | LR: 3.57e-05 | 1310.5ms/step | 15.3 samples/s +Step 36560/44000 | Loss: 2.9272 | LR: 3.56e-05 | 1314.1ms/step | 15.2 samples/s +Step 36570/44000 | Loss: 2.8861 | LR: 3.55e-05 | 1312.0ms/step | 15.2 samples/s +Step 36580/44000 | Loss: 2.9047 | LR: 3.54e-05 | 1309.6ms/step | 15.3 samples/s +Step 36590/44000 | Loss: 2.9140 | LR: 3.53e-05 | 1311.1ms/step | 15.3 samples/s +Step 36600/44000 | Loss: 2.8866 | LR: 3.53e-05 | 1311.7ms/step | 15.2 samples/s +Step 36610/44000 | Loss: 2.9110 | LR: 3.52e-05 | 1308.6ms/step | 15.3 samples/s +Step 36620/44000 | Loss: 2.8996 | LR: 3.51e-05 | 1308.5ms/step | 15.3 samples/s +Step 36630/44000 | Loss: 2.9133 | LR: 3.50e-05 | 1307.5ms/step | 15.3 samples/s +Step 36640/44000 | Loss: 2.9131 | LR: 3.49e-05 | 1308.3ms/step | 15.3 samples/s +Step 36650/44000 | Loss: 2.9100 | LR: 3.48e-05 | 1308.7ms/step | 15.3 samples/s +Step 36660/44000 | Loss: 2.9023 | LR: 3.47e-05 | 1309.2ms/step | 15.3 samples/s +Step 36670/44000 | Loss: 2.9416 | LR: 3.46e-05 | 1309.7ms/step | 15.3 samples/s +Step 36680/44000 | Loss: 2.9274 | LR: 3.45e-05 | 1311.7ms/step | 15.2 samples/s +Step 36690/44000 | Loss: 2.9053 | LR: 3.44e-05 | 1309.9ms/step | 15.3 samples/s +Step 36700/44000 | Loss: 2.9068 | LR: 3.43e-05 | 1307.3ms/step | 15.3 samples/s +Step 36710/44000 | Loss: 2.8981 | LR: 3.42e-05 | 1308.7ms/step | 15.3 samples/s +Step 36720/44000 | Loss: 2.9128 | LR: 3.41e-05 | 1310.2ms/step | 15.3 samples/s +Step 36730/44000 | Loss: 2.9026 | LR: 3.41e-05 | 1308.7ms/step | 15.3 samples/s +Step 36740/44000 | Loss: 2.9265 | LR: 3.40e-05 | 1308.0ms/step | 15.3 samples/s +Step 36750/44000 | Loss: 2.8965 | LR: 3.39e-05 | 1308.0ms/step | 15.3 samples/s +Validation at step 36750: Loss = 2.9299, Perplexity = 18.73 +Step 36760/44000 | Loss: 2.9029 | LR: 3.38e-05 | 3493.4ms/step | 5.7 samples/s +Step 36770/44000 | Loss: 2.9146 | LR: 3.37e-05 | 1310.2ms/step | 15.3 samples/s +Step 36780/44000 | Loss: 2.9245 | LR: 3.36e-05 | 1311.8ms/step | 15.2 samples/s +Step 36790/44000 | Loss: 2.9219 | LR: 3.35e-05 | 1317.2ms/step | 15.2 samples/s +Step 36800/44000 | Loss: 2.9128 | LR: 3.34e-05 | 1316.5ms/step | 15.2 samples/s +Step 36810/44000 | Loss: 2.9085 | LR: 3.33e-05 | 1312.3ms/step | 15.2 samples/s +Step 36820/44000 | Loss: 2.9060 | LR: 3.32e-05 | 1309.7ms/step | 15.3 samples/s +Step 36830/44000 | Loss: 2.9082 | LR: 3.31e-05 | 1309.9ms/step | 15.3 samples/s +Step 36840/44000 | Loss: 2.9140 | LR: 3.31e-05 | 1310.4ms/step | 15.3 samples/s +Step 36850/44000 | Loss: 2.9146 | LR: 3.30e-05 | 1307.9ms/step | 15.3 samples/s +Step 36860/44000 | Loss: 2.8948 | LR: 3.29e-05 | 1308.7ms/step | 15.3 samples/s +Step 36870/44000 | Loss: 2.9156 | LR: 3.28e-05 | 1312.2ms/step | 15.2 samples/s +Step 36880/44000 | Loss: 2.8900 | LR: 3.27e-05 | 1311.8ms/step | 15.2 samples/s +Step 36890/44000 | Loss: 2.8860 | LR: 3.26e-05 | 1311.3ms/step | 15.3 samples/s +Step 36900/44000 | Loss: 2.8901 | LR: 3.25e-05 | 1309.1ms/step | 15.3 samples/s +Step 36910/44000 | Loss: 2.9065 | LR: 3.24e-05 | 1309.4ms/step | 15.3 samples/s +Step 36920/44000 | Loss: 2.9054 | LR: 3.23e-05 | 1311.0ms/step | 15.3 samples/s +Step 36930/44000 | Loss: 2.8849 | LR: 3.22e-05 | 1310.6ms/step | 15.3 samples/s +Step 36940/44000 | Loss: 2.9228 | LR: 3.22e-05 | 1308.2ms/step | 15.3 samples/s +Step 36950/44000 | Loss: 2.9191 | LR: 3.21e-05 | 1309.8ms/step | 15.3 samples/s +Step 36960/44000 | Loss: 2.9023 | LR: 3.20e-05 | 1310.7ms/step | 15.3 samples/s +Step 36970/44000 | Loss: 2.8830 | LR: 3.19e-05 | 1309.4ms/step | 15.3 samples/s +Step 36980/44000 | Loss: 2.9056 | LR: 3.18e-05 | 1307.4ms/step | 15.3 samples/s +Step 36990/44000 | Loss: 2.9180 | LR: 3.17e-05 | 1308.5ms/step | 15.3 samples/s +Step 37000/44000 | Loss: 2.9273 | LR: 3.16e-05 | 1308.1ms/step | 15.3 samples/s +Validation at step 37000: Loss = 2.9298, Perplexity = 18.72 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-37000 +Step 37010/44000 | Loss: 2.9235 | LR: 3.15e-05 | 3798.2ms/step | 5.3 samples/s +Step 37020/44000 | Loss: 2.9618 | LR: 3.15e-05 | 1309.3ms/step | 15.3 samples/s +Step 37030/44000 | Loss: 2.9281 | LR: 3.14e-05 | 1307.3ms/step | 15.3 samples/s +Step 37040/44000 | Loss: 2.9272 | LR: 3.13e-05 | 1309.4ms/step | 15.3 samples/s +Step 37050/44000 | Loss: 2.9193 | LR: 3.12e-05 | 1309.1ms/step | 15.3 samples/s +Step 37060/44000 | Loss: 2.8860 | LR: 3.11e-05 | 1309.7ms/step | 15.3 samples/s +Step 37070/44000 | Loss: 2.9163 | LR: 3.10e-05 | 1310.1ms/step | 15.3 samples/s +Step 37080/44000 | Loss: 2.9471 | LR: 3.09e-05 | 1311.0ms/step | 15.3 samples/s +Step 37090/44000 | Loss: 2.9252 | LR: 3.08e-05 | 1309.9ms/step | 15.3 samples/s +Step 37100/44000 | Loss: 2.9087 | LR: 3.07e-05 | 1307.4ms/step | 15.3 samples/s +Step 37110/44000 | Loss: 2.9035 | LR: 3.07e-05 | 1306.9ms/step | 15.3 samples/s +Step 37120/44000 | Loss: 2.9272 | LR: 3.06e-05 | 1308.9ms/step | 15.3 samples/s +Step 37130/44000 | Loss: 2.9164 | LR: 3.05e-05 | 1307.7ms/step | 15.3 samples/s +Step 37140/44000 | Loss: 2.9106 | LR: 3.04e-05 | 1309.1ms/step | 15.3 samples/s +Step 37150/44000 | Loss: 2.8723 | LR: 3.03e-05 | 1309.4ms/step | 15.3 samples/s +Step 37160/44000 | Loss: 2.9229 | LR: 3.02e-05 | 1311.9ms/step | 15.2 samples/s +Step 37170/44000 | Loss: 2.9539 | LR: 3.01e-05 | 1308.4ms/step | 15.3 samples/s +Step 37180/44000 | Loss: 2.9065 | LR: 3.01e-05 | 1311.7ms/step | 15.2 samples/s +Step 37190/44000 | Loss: 2.9097 | LR: 3.00e-05 | 1309.6ms/step | 15.3 samples/s +Step 37200/44000 | Loss: 2.9158 | LR: 2.99e-05 | 1308.8ms/step | 15.3 samples/s +Step 37210/44000 | Loss: 2.9300 | LR: 2.98e-05 | 1307.8ms/step | 15.3 samples/s +Step 37220/44000 | Loss: 2.9101 | LR: 2.97e-05 | 1308.6ms/step | 15.3 samples/s +Step 37230/44000 | Loss: 2.9383 | LR: 2.96e-05 | 1308.8ms/step | 15.3 samples/s +Step 37240/44000 | Loss: 2.9137 | LR: 2.95e-05 | 1308.8ms/step | 15.3 samples/s +Step 37250/44000 | Loss: 2.9064 | LR: 2.95e-05 | 1308.2ms/step | 15.3 samples/s +Validation at step 37250: Loss = 2.9297, Perplexity = 18.72 +Step 37260/44000 | Loss: 2.9207 | LR: 2.94e-05 | 3487.9ms/step | 5.7 samples/s +Step 37270/44000 | Loss: 2.9323 | LR: 2.93e-05 | 1309.4ms/step | 15.3 samples/s +Step 37280/44000 | Loss: 2.9108 | LR: 2.92e-05 | 1312.7ms/step | 15.2 samples/s +Step 37290/44000 | Loss: 2.9220 | LR: 2.91e-05 | 1309.6ms/step | 15.3 samples/s +Step 37300/44000 | Loss: 2.9075 | LR: 2.90e-05 | 1307.1ms/step | 15.3 samples/s +Step 37310/44000 | Loss: 2.9104 | LR: 2.89e-05 | 1310.5ms/step | 15.3 samples/s +Step 37320/44000 | Loss: 2.9147 | LR: 2.89e-05 | 1309.3ms/step | 15.3 samples/s +Step 37330/44000 | Loss: 2.9381 | LR: 2.88e-05 | 1309.3ms/step | 15.3 samples/s +Step 37340/44000 | Loss: 2.9106 | LR: 2.87e-05 | 1308.9ms/step | 15.3 samples/s +Step 37350/44000 | Loss: 2.9296 | LR: 2.86e-05 | 1307.9ms/step | 15.3 samples/s +Step 37360/44000 | Loss: 2.9156 | LR: 2.85e-05 | 1306.7ms/step | 15.3 samples/s +Step 37370/44000 | Loss: 2.9166 | LR: 2.84e-05 | 1307.6ms/step | 15.3 samples/s +Step 37380/44000 | Loss: 2.8999 | LR: 2.84e-05 | 1307.9ms/step | 15.3 samples/s +Step 37390/44000 | Loss: 2.8970 | LR: 2.83e-05 | 1307.7ms/step | 15.3 samples/s +Step 37400/44000 | Loss: 2.9024 | LR: 2.82e-05 | 1308.8ms/step | 15.3 samples/s +Step 37410/44000 | Loss: 2.8977 | LR: 2.81e-05 | 1308.1ms/step | 15.3 samples/s +Step 37420/44000 | Loss: 2.9258 | LR: 2.80e-05 | 1308.2ms/step | 15.3 samples/s +Step 37430/44000 | Loss: 2.8874 | LR: 2.79e-05 | 1308.6ms/step | 15.3 samples/s +Step 37440/44000 | Loss: 2.9013 | LR: 2.78e-05 | 1308.8ms/step | 15.3 samples/s +Step 37450/44000 | Loss: 2.9142 | LR: 2.78e-05 | 1309.6ms/step | 15.3 samples/s +Step 37460/44000 | Loss: 2.9291 | LR: 2.77e-05 | 1310.2ms/step | 15.3 samples/s +Step 37470/44000 | Loss: 2.9127 | LR: 2.76e-05 | 1313.1ms/step | 15.2 samples/s +Step 37480/44000 | Loss: 2.9248 | LR: 2.75e-05 | 1309.7ms/step | 15.3 samples/s +Step 37490/44000 | Loss: 2.9066 | LR: 2.74e-05 | 1309.9ms/step | 15.3 samples/s +Step 37500/44000 | Loss: 2.9136 | LR: 2.74e-05 | 1308.5ms/step | 15.3 samples/s +Validation at step 37500: Loss = 2.9297, Perplexity = 18.72 +Step 37510/44000 | Loss: 2.9324 | LR: 2.73e-05 | 3490.3ms/step | 5.7 samples/s +Step 37520/44000 | Loss: 2.8877 | LR: 2.72e-05 | 1308.0ms/step | 15.3 samples/s +Step 37530/44000 | Loss: 2.9531 | LR: 2.71e-05 | 1310.5ms/step | 15.3 samples/s +Step 37540/44000 | Loss: 2.9222 | LR: 2.70e-05 | 1309.4ms/step | 15.3 samples/s +Step 37550/44000 | Loss: 2.9133 | LR: 2.69e-05 | 1308.7ms/step | 15.3 samples/s +Step 37560/44000 | Loss: 2.9313 | LR: 2.69e-05 | 1309.3ms/step | 15.3 samples/s +Step 37570/44000 | Loss: 2.9112 | LR: 2.68e-05 | 1310.8ms/step | 15.3 samples/s +Step 37580/44000 | Loss: 2.9046 | LR: 2.67e-05 | 1311.9ms/step | 15.2 samples/s +Step 37590/44000 | Loss: 2.9059 | LR: 2.66e-05 | 1313.8ms/step | 15.2 samples/s +Step 37600/44000 | Loss: 2.9104 | LR: 2.65e-05 | 1309.4ms/step | 15.3 samples/s +Step 37610/44000 | Loss: 2.9014 | LR: 2.65e-05 | 1309.2ms/step | 15.3 samples/s +Step 37620/44000 | Loss: 2.9239 | LR: 2.64e-05 | 1308.1ms/step | 15.3 samples/s +Step 37630/44000 | Loss: 2.8796 | LR: 2.63e-05 | 1308.8ms/step | 15.3 samples/s +Step 37640/44000 | Loss: 2.9274 | LR: 2.62e-05 | 1310.3ms/step | 15.3 samples/s +Step 37650/44000 | Loss: 2.8984 | LR: 2.61e-05 | 1310.9ms/step | 15.3 samples/s +Step 37660/44000 | Loss: 2.9385 | LR: 2.60e-05 | 1309.8ms/step | 15.3 samples/s +Step 37670/44000 | Loss: 2.9191 | LR: 2.60e-05 | 1309.2ms/step | 15.3 samples/s +Step 37680/44000 | Loss: 2.9299 | LR: 2.59e-05 | 1307.7ms/step | 15.3 samples/s +Step 37690/44000 | Loss: 2.9068 | LR: 2.58e-05 | 1308.9ms/step | 15.3 samples/s +Step 37700/44000 | Loss: 2.9028 | LR: 2.57e-05 | 1307.5ms/step | 15.3 samples/s +Step 37710/44000 | Loss: 2.8954 | LR: 2.56e-05 | 1309.6ms/step | 15.3 samples/s +Step 37720/44000 | Loss: 2.9299 | LR: 2.56e-05 | 1306.9ms/step | 15.3 samples/s +Step 37730/44000 | Loss: 2.9007 | LR: 2.55e-05 | 1309.1ms/step | 15.3 samples/s +Step 37740/44000 | Loss: 2.9135 | LR: 2.54e-05 | 1310.4ms/step | 15.3 samples/s +Step 37750/44000 | Loss: 2.8970 | LR: 2.53e-05 | 1310.2ms/step | 15.3 samples/s +Validation at step 37750: Loss = 2.9296, Perplexity = 18.72 +Step 37760/44000 | Loss: 2.9182 | LR: 2.52e-05 | 3496.6ms/step | 5.7 samples/s +Step 37770/44000 | Loss: 2.8940 | LR: 2.52e-05 | 1310.0ms/step | 15.3 samples/s +Step 37780/44000 | Loss: 2.8982 | LR: 2.51e-05 | 1310.7ms/step | 15.3 samples/s +Step 37790/44000 | Loss: 2.9332 | LR: 2.50e-05 | 1309.0ms/step | 15.3 samples/s +Step 37800/44000 | Loss: 2.9026 | LR: 2.49e-05 | 1311.4ms/step | 15.3 samples/s +Step 37810/44000 | Loss: 2.8787 | LR: 2.48e-05 | 1310.5ms/step | 15.3 samples/s +Step 37820/44000 | Loss: 2.9375 | LR: 2.48e-05 | 1310.3ms/step | 15.3 samples/s +Step 37830/44000 | Loss: 2.9357 | LR: 2.47e-05 | 1309.5ms/step | 15.3 samples/s +Step 37840/44000 | Loss: 2.9192 | LR: 2.46e-05 | 1309.1ms/step | 15.3 samples/s +Step 37850/44000 | Loss: 2.9004 | LR: 2.45e-05 | 1311.4ms/step | 15.3 samples/s +Step 37860/44000 | Loss: 2.8789 | LR: 2.45e-05 | 1310.4ms/step | 15.3 samples/s +Step 37870/44000 | Loss: 2.9055 | LR: 2.44e-05 | 1311.2ms/step | 15.3 samples/s +Step 37880/44000 | Loss: 2.9001 | LR: 2.43e-05 | 1310.6ms/step | 15.3 samples/s +Step 37890/44000 | Loss: 2.9245 | LR: 2.42e-05 | 1311.2ms/step | 15.3 samples/s +Step 37900/44000 | Loss: 2.9291 | LR: 2.41e-05 | 1311.1ms/step | 15.3 samples/s +Step 37910/44000 | Loss: 2.9125 | LR: 2.41e-05 | 1310.3ms/step | 15.3 samples/s +Step 37920/44000 | Loss: 2.9314 | LR: 2.40e-05 | 1309.8ms/step | 15.3 samples/s +Step 37930/44000 | Loss: 2.9097 | LR: 2.39e-05 | 1309.8ms/step | 15.3 samples/s +Step 37940/44000 | Loss: 2.9194 | LR: 2.38e-05 | 1310.2ms/step | 15.3 samples/s +Step 37950/44000 | Loss: 2.9346 | LR: 2.38e-05 | 1309.8ms/step | 15.3 samples/s +Step 37960/44000 | Loss: 2.9518 | LR: 2.37e-05 | 1308.9ms/step | 15.3 samples/s +Step 37970/44000 | Loss: 2.9092 | LR: 2.36e-05 | 1311.3ms/step | 15.3 samples/s +Step 37980/44000 | Loss: 2.9409 | LR: 2.35e-05 | 1307.8ms/step | 15.3 samples/s +Step 37990/44000 | Loss: 2.9103 | LR: 2.34e-05 | 1308.0ms/step | 15.3 samples/s +Step 38000/44000 | Loss: 2.9138 | LR: 2.34e-05 | 1310.1ms/step | 15.3 samples/s +Validation at step 38000: Loss = 2.9295, Perplexity = 18.72 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-38000 +Step 38010/44000 | Loss: 2.8661 | LR: 2.33e-05 | 3798.6ms/step | 5.3 samples/s +Step 38020/44000 | Loss: 2.8987 | LR: 2.32e-05 | 1310.7ms/step | 15.3 samples/s +Step 38030/44000 | Loss: 2.8670 | LR: 2.31e-05 | 1309.0ms/step | 15.3 samples/s +Step 38040/44000 | Loss: 2.9368 | LR: 2.31e-05 | 1309.2ms/step | 15.3 samples/s +Step 38050/44000 | Loss: 2.9210 | LR: 2.30e-05 | 1309.2ms/step | 15.3 samples/s +Step 38060/44000 | Loss: 2.9262 | LR: 2.29e-05 | 1313.9ms/step | 15.2 samples/s +Step 38070/44000 | Loss: 2.8980 | LR: 2.28e-05 | 1308.9ms/step | 15.3 samples/s +Step 38080/44000 | Loss: 2.9114 | LR: 2.28e-05 | 1308.6ms/step | 15.3 samples/s +Step 38090/44000 | Loss: 2.9239 | LR: 2.27e-05 | 1306.7ms/step | 15.3 samples/s +Step 38100/44000 | Loss: 2.9063 | LR: 2.26e-05 | 1308.2ms/step | 15.3 samples/s +Step 38110/44000 | Loss: 2.9198 | LR: 2.25e-05 | 1309.9ms/step | 15.3 samples/s +Step 38120/44000 | Loss: 2.9302 | LR: 2.25e-05 | 1310.0ms/step | 15.3 samples/s +Step 38130/44000 | Loss: 2.9062 | LR: 2.24e-05 | 1309.4ms/step | 15.3 samples/s +Step 38140/44000 | Loss: 2.9310 | LR: 2.23e-05 | 1310.1ms/step | 15.3 samples/s +Step 38150/44000 | Loss: 2.9507 | LR: 2.22e-05 | 1310.7ms/step | 15.3 samples/s +Step 38160/44000 | Loss: 2.9551 | LR: 2.22e-05 | 1311.6ms/step | 15.2 samples/s +Step 38170/44000 | Loss: 2.9178 | LR: 2.21e-05 | 1313.0ms/step | 15.2 samples/s +Step 38180/44000 | Loss: 2.9456 | LR: 2.20e-05 | 1307.8ms/step | 15.3 samples/s +Step 38190/44000 | Loss: 2.8892 | LR: 2.19e-05 | 1308.0ms/step | 15.3 samples/s +Step 38200/44000 | Loss: 2.9172 | LR: 2.19e-05 | 1316.3ms/step | 15.2 samples/s +Step 38210/44000 | Loss: 2.9167 | LR: 2.18e-05 | 1316.0ms/step | 15.2 samples/s +Step 38220/44000 | Loss: 2.9349 | LR: 2.17e-05 | 1315.4ms/step | 15.2 samples/s +Step 38230/44000 | Loss: 2.9197 | LR: 2.16e-05 | 1310.7ms/step | 15.3 samples/s +Step 38240/44000 | Loss: 2.9220 | LR: 2.16e-05 | 1314.3ms/step | 15.2 samples/s +Step 38250/44000 | Loss: 2.9225 | LR: 2.15e-05 | 1309.0ms/step | 15.3 samples/s +Validation at step 38250: Loss = 2.9295, Perplexity = 18.72 +Step 38260/44000 | Loss: 2.8967 | LR: 2.14e-05 | 3509.9ms/step | 5.7 samples/s +Step 38270/44000 | Loss: 2.9259 | LR: 2.13e-05 | 1317.5ms/step | 15.2 samples/s +Step 38280/44000 | Loss: 2.8849 | LR: 2.13e-05 | 1318.7ms/step | 15.2 samples/s +Step 38290/44000 | Loss: 2.8917 | LR: 2.12e-05 | 1319.2ms/step | 15.2 samples/s +Step 38300/44000 | Loss: 2.9266 | LR: 2.11e-05 | 1320.3ms/step | 15.1 samples/s +Step 38310/44000 | Loss: 2.8963 | LR: 2.11e-05 | 1310.4ms/step | 15.3 samples/s +Step 38320/44000 | Loss: 2.9148 | LR: 2.10e-05 | 1309.5ms/step | 15.3 samples/s +Step 38330/44000 | Loss: 2.9327 | LR: 2.09e-05 | 1312.5ms/step | 15.2 samples/s +Step 38340/44000 | Loss: 2.8821 | LR: 2.08e-05 | 1309.9ms/step | 15.3 samples/s +Step 38350/44000 | Loss: 2.9122 | LR: 2.08e-05 | 1310.6ms/step | 15.3 samples/s +Step 38360/44000 | Loss: 2.9189 | LR: 2.07e-05 | 1310.1ms/step | 15.3 samples/s +Step 38370/44000 | Loss: 2.9253 | LR: 2.06e-05 | 1308.1ms/step | 15.3 samples/s +Step 38380/44000 | Loss: 2.9314 | LR: 2.05e-05 | 1307.6ms/step | 15.3 samples/s +Step 38390/44000 | Loss: 2.9094 | LR: 2.05e-05 | 1312.0ms/step | 15.2 samples/s +Step 38400/44000 | Loss: 2.9284 | LR: 2.04e-05 | 1312.5ms/step | 15.2 samples/s +Step 38410/44000 | Loss: 2.9122 | LR: 2.03e-05 | 1309.0ms/step | 15.3 samples/s +Step 38420/44000 | Loss: 2.9220 | LR: 2.03e-05 | 1309.1ms/step | 15.3 samples/s +Step 38430/44000 | Loss: 2.9272 | LR: 2.02e-05 | 1307.7ms/step | 15.3 samples/s +Step 38440/44000 | Loss: 2.8796 | LR: 2.01e-05 | 1312.8ms/step | 15.2 samples/s +Step 38450/44000 | Loss: 2.9155 | LR: 2.00e-05 | 1307.9ms/step | 15.3 samples/s +Step 38460/44000 | Loss: 2.9157 | LR: 2.00e-05 | 1310.1ms/step | 15.3 samples/s +Step 38470/44000 | Loss: 2.9110 | LR: 1.99e-05 | 1309.4ms/step | 15.3 samples/s +Step 38480/44000 | Loss: 2.9345 | LR: 1.98e-05 | 1306.3ms/step | 15.3 samples/s +Step 38490/44000 | Loss: 2.9217 | LR: 1.98e-05 | 1310.2ms/step | 15.3 samples/s +Step 38500/44000 | Loss: 2.9228 | LR: 1.97e-05 | 1311.6ms/step | 15.2 samples/s +Validation at step 38500: Loss = 2.9294, Perplexity = 18.72 +Step 38510/44000 | Loss: 2.9143 | LR: 1.96e-05 | 3487.7ms/step | 5.7 samples/s +Step 38520/44000 | Loss: 2.8918 | LR: 1.95e-05 | 1308.1ms/step | 15.3 samples/s +Step 38530/44000 | Loss: 2.9141 | LR: 1.95e-05 | 1308.9ms/step | 15.3 samples/s +Step 38540/44000 | Loss: 2.9244 | LR: 1.94e-05 | 1305.4ms/step | 15.3 samples/s +Step 38550/44000 | Loss: 2.9333 | LR: 1.93e-05 | 1308.8ms/step | 15.3 samples/s +Step 38560/44000 | Loss: 2.9175 | LR: 1.93e-05 | 1312.4ms/step | 15.2 samples/s +Step 38570/44000 | Loss: 2.9105 | LR: 1.92e-05 | 1311.5ms/step | 15.3 samples/s +Step 38580/44000 | Loss: 2.8920 | LR: 1.91e-05 | 1311.4ms/step | 15.3 samples/s +Step 38590/44000 | Loss: 2.9202 | LR: 1.91e-05 | 1310.8ms/step | 15.3 samples/s +Step 38600/44000 | Loss: 2.8977 | LR: 1.90e-05 | 1308.8ms/step | 15.3 samples/s +Step 38610/44000 | Loss: 2.9017 | LR: 1.89e-05 | 1311.2ms/step | 15.3 samples/s +Step 38620/44000 | Loss: 2.9220 | LR: 1.88e-05 | 1312.6ms/step | 15.2 samples/s +Step 38630/44000 | Loss: 2.8988 | LR: 1.88e-05 | 1312.2ms/step | 15.2 samples/s +Step 38640/44000 | Loss: 2.9384 | LR: 1.87e-05 | 1308.0ms/step | 15.3 samples/s +Step 38650/44000 | Loss: 2.8927 | LR: 1.86e-05 | 1310.4ms/step | 15.3 samples/s +Step 38660/44000 | Loss: 2.9018 | LR: 1.86e-05 | 1314.7ms/step | 15.2 samples/s +Step 38670/44000 | Loss: 2.9191 | LR: 1.85e-05 | 1310.1ms/step | 15.3 samples/s +Step 38680/44000 | Loss: 2.9414 | LR: 1.84e-05 | 1307.8ms/step | 15.3 samples/s +Step 38690/44000 | Loss: 2.9162 | LR: 1.84e-05 | 1309.7ms/step | 15.3 samples/s +Step 38700/44000 | Loss: 2.9337 | LR: 1.83e-05 | 1310.3ms/step | 15.3 samples/s +Step 38710/44000 | Loss: 2.9193 | LR: 1.82e-05 | 1309.9ms/step | 15.3 samples/s +Step 38720/44000 | Loss: 2.8924 | LR: 1.82e-05 | 1308.8ms/step | 15.3 samples/s +Step 38730/44000 | Loss: 2.9067 | LR: 1.81e-05 | 1307.2ms/step | 15.3 samples/s +Step 38740/44000 | Loss: 2.9292 | LR: 1.80e-05 | 1307.9ms/step | 15.3 samples/s +Step 38750/44000 | Loss: 2.9109 | LR: 1.80e-05 | 1307.4ms/step | 15.3 samples/s +Validation at step 38750: Loss = 2.9293, Perplexity = 18.72 +Step 38760/44000 | Loss: 2.9217 | LR: 1.79e-05 | 3489.3ms/step | 5.7 samples/s +Step 38770/44000 | Loss: 2.9101 | LR: 1.78e-05 | 1308.3ms/step | 15.3 samples/s +Step 38780/44000 | Loss: 2.9000 | LR: 1.78e-05 | 1310.4ms/step | 15.3 samples/s +Step 38790/44000 | Loss: 2.9333 | LR: 1.77e-05 | 1308.5ms/step | 15.3 samples/s +Step 38800/44000 | Loss: 2.8991 | LR: 1.76e-05 | 1309.2ms/step | 15.3 samples/s +Step 38810/44000 | Loss: 2.8831 | LR: 1.76e-05 | 1308.6ms/step | 15.3 samples/s +Step 38820/44000 | Loss: 2.9187 | LR: 1.75e-05 | 1307.5ms/step | 15.3 samples/s +Step 38830/44000 | Loss: 2.9206 | LR: 1.74e-05 | 1308.7ms/step | 15.3 samples/s +Step 38840/44000 | Loss: 2.8838 | LR: 1.74e-05 | 1307.2ms/step | 15.3 samples/s +Step 38850/44000 | Loss: 2.9218 | LR: 1.73e-05 | 1308.9ms/step | 15.3 samples/s +Step 38860/44000 | Loss: 2.9089 | LR: 1.72e-05 | 1308.7ms/step | 15.3 samples/s +Step 38870/44000 | Loss: 2.9263 | LR: 1.72e-05 | 1309.6ms/step | 15.3 samples/s +Step 38880/44000 | Loss: 2.9277 | LR: 1.71e-05 | 1309.7ms/step | 15.3 samples/s +Step 38890/44000 | Loss: 2.9133 | LR: 1.70e-05 | 1310.9ms/step | 15.3 samples/s +Step 38900/44000 | Loss: 2.9119 | LR: 1.70e-05 | 1310.1ms/step | 15.3 samples/s +Step 38910/44000 | Loss: 2.9329 | LR: 1.69e-05 | 1315.5ms/step | 15.2 samples/s +Step 38920/44000 | Loss: 2.9152 | LR: 1.68e-05 | 1312.4ms/step | 15.2 samples/s +Step 38930/44000 | Loss: 2.8948 | LR: 1.68e-05 | 1309.9ms/step | 15.3 samples/s +Step 38940/44000 | Loss: 2.9013 | LR: 1.67e-05 | 1310.2ms/step | 15.3 samples/s +Step 38950/44000 | Loss: 2.8895 | LR: 1.66e-05 | 1308.9ms/step | 15.3 samples/s +Step 38960/44000 | Loss: 2.9034 | LR: 1.66e-05 | 1309.0ms/step | 15.3 samples/s +Step 38970/44000 | Loss: 2.9202 | LR: 1.65e-05 | 1311.4ms/step | 15.3 samples/s +Step 38980/44000 | Loss: 2.8952 | LR: 1.64e-05 | 1314.3ms/step | 15.2 samples/s +Step 38990/44000 | Loss: 2.9255 | LR: 1.64e-05 | 1314.2ms/step | 15.2 samples/s +Step 39000/44000 | Loss: 2.9121 | LR: 1.63e-05 | 1309.2ms/step | 15.3 samples/s +Validation at step 39000: Loss = 2.9293, Perplexity = 18.72 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-39000 +Step 39010/44000 | Loss: 2.9500 | LR: 1.62e-05 | 3788.1ms/step | 5.3 samples/s +Step 39020/44000 | Loss: 2.9023 | LR: 1.62e-05 | 1310.3ms/step | 15.3 samples/s +Step 39030/44000 | Loss: 2.9399 | LR: 1.61e-05 | 1305.5ms/step | 15.3 samples/s +Step 39040/44000 | Loss: 2.8951 | LR: 1.61e-05 | 1305.2ms/step | 15.3 samples/s +Step 39050/44000 | Loss: 2.9018 | LR: 1.60e-05 | 1306.9ms/step | 15.3 samples/s +Step 39060/44000 | Loss: 2.9144 | LR: 1.59e-05 | 1310.6ms/step | 15.3 samples/s +Step 39070/44000 | Loss: 2.8923 | LR: 1.59e-05 | 1303.4ms/step | 15.3 samples/s +Step 39080/44000 | Loss: 2.9215 | LR: 1.58e-05 | 1303.2ms/step | 15.3 samples/s +Step 39090/44000 | Loss: 2.8829 | LR: 1.57e-05 | 1307.9ms/step | 15.3 samples/s +Step 39100/44000 | Loss: 2.8875 | LR: 1.57e-05 | 1306.0ms/step | 15.3 samples/s +Step 39110/44000 | Loss: 2.9270 | LR: 1.56e-05 | 1303.4ms/step | 15.3 samples/s +Step 39120/44000 | Loss: 2.9174 | LR: 1.55e-05 | 1302.6ms/step | 15.4 samples/s +Step 39130/44000 | Loss: 2.8883 | LR: 1.55e-05 | 1305.8ms/step | 15.3 samples/s +Step 39140/44000 | Loss: 2.9062 | LR: 1.54e-05 | 1304.1ms/step | 15.3 samples/s +Step 39150/44000 | Loss: 2.9197 | LR: 1.54e-05 | 1304.9ms/step | 15.3 samples/s +Step 39160/44000 | Loss: 2.9458 | LR: 1.53e-05 | 1304.0ms/step | 15.3 samples/s +Step 39170/44000 | Loss: 2.9236 | LR: 1.52e-05 | 1303.9ms/step | 15.3 samples/s +Step 39180/44000 | Loss: 2.9254 | LR: 1.52e-05 | 1305.7ms/step | 15.3 samples/s +Step 39190/44000 | Loss: 2.8683 | LR: 1.51e-05 | 1307.8ms/step | 15.3 samples/s +Step 39200/44000 | Loss: 2.8921 | LR: 1.50e-05 | 1304.7ms/step | 15.3 samples/s +Step 39210/44000 | Loss: 2.8798 | LR: 1.50e-05 | 1305.9ms/step | 15.3 samples/s +Step 39220/44000 | Loss: 2.9182 | LR: 1.49e-05 | 1309.1ms/step | 15.3 samples/s +Step 39230/44000 | Loss: 2.9040 | LR: 1.49e-05 | 1307.9ms/step | 15.3 samples/s +Step 39240/44000 | Loss: 2.9066 | LR: 1.48e-05 | 1307.7ms/step | 15.3 samples/s +Step 39250/44000 | Loss: 2.9062 | LR: 1.47e-05 | 1306.1ms/step | 15.3 samples/s +Validation at step 39250: Loss = 2.9293, Perplexity = 18.71 +Step 39260/44000 | Loss: 2.9036 | LR: 1.47e-05 | 3485.0ms/step | 5.7 samples/s +Step 39270/44000 | Loss: 2.8953 | LR: 1.46e-05 | 1305.0ms/step | 15.3 samples/s +Step 39280/44000 | Loss: 2.9090 | LR: 1.46e-05 | 1304.4ms/step | 15.3 samples/s +Step 39290/44000 | Loss: 2.9073 | LR: 1.45e-05 | 1303.4ms/step | 15.3 samples/s +Step 39300/44000 | Loss: 2.9066 | LR: 1.44e-05 | 1305.5ms/step | 15.3 samples/s +Step 39310/44000 | Loss: 2.8990 | LR: 1.44e-05 | 1305.8ms/step | 15.3 samples/s +Step 39320/44000 | Loss: 2.8758 | LR: 1.43e-05 | 1301.9ms/step | 15.4 samples/s +Step 39330/44000 | Loss: 2.9190 | LR: 1.42e-05 | 1301.8ms/step | 15.4 samples/s +Step 39340/44000 | Loss: 2.9164 | LR: 1.42e-05 | 1300.9ms/step | 15.4 samples/s +Step 39350/44000 | Loss: 2.9084 | LR: 1.41e-05 | 1301.2ms/step | 15.4 samples/s +Step 39360/44000 | Loss: 2.9466 | LR: 1.41e-05 | 1301.9ms/step | 15.4 samples/s +Step 39370/44000 | Loss: 2.8907 | LR: 1.40e-05 | 1305.1ms/step | 15.3 samples/s +Step 39380/44000 | Loss: 2.9311 | LR: 1.39e-05 | 1302.3ms/step | 15.4 samples/s +Step 39390/44000 | Loss: 2.9150 | LR: 1.39e-05 | 1302.6ms/step | 15.4 samples/s +Step 39400/44000 | Loss: 2.9033 | LR: 1.38e-05 | 1301.9ms/step | 15.4 samples/s +Step 39410/44000 | Loss: 2.9126 | LR: 1.38e-05 | 1300.8ms/step | 15.4 samples/s +Step 39420/44000 | Loss: 2.9350 | LR: 1.37e-05 | 1297.2ms/step | 15.4 samples/s +Step 39430/44000 | Loss: 2.9319 | LR: 1.36e-05 | 1297.2ms/step | 15.4 samples/s +Step 39440/44000 | Loss: 2.8995 | LR: 1.36e-05 | 1298.9ms/step | 15.4 samples/s +Step 39450/44000 | Loss: 2.9324 | LR: 1.35e-05 | 1302.8ms/step | 15.4 samples/s +Step 39460/44000 | Loss: 2.8957 | LR: 1.35e-05 | 1301.5ms/step | 15.4 samples/s +Step 39470/44000 | Loss: 2.9010 | LR: 1.34e-05 | 1302.3ms/step | 15.4 samples/s +Step 39480/44000 | Loss: 2.9226 | LR: 1.34e-05 | 1301.3ms/step | 15.4 samples/s +Step 39490/44000 | Loss: 2.9244 | LR: 1.33e-05 | 1301.0ms/step | 15.4 samples/s +Step 39500/44000 | Loss: 2.9065 | LR: 1.32e-05 | 1302.9ms/step | 15.4 samples/s +Validation at step 39500: Loss = 2.9293, Perplexity = 18.71 +Step 39510/44000 | Loss: 2.8912 | LR: 1.32e-05 | 3487.7ms/step | 5.7 samples/s +Step 39520/44000 | Loss: 2.8911 | LR: 1.31e-05 | 1302.9ms/step | 15.4 samples/s +Step 39530/44000 | Loss: 2.9112 | LR: 1.31e-05 | 1300.0ms/step | 15.4 samples/s +Step 39540/44000 | Loss: 2.9138 | LR: 1.30e-05 | 1297.2ms/step | 15.4 samples/s +Step 39550/44000 | Loss: 2.9079 | LR: 1.29e-05 | 1301.3ms/step | 15.4 samples/s +Step 39560/44000 | Loss: 2.9214 | LR: 1.29e-05 | 1306.7ms/step | 15.3 samples/s +Step 39570/44000 | Loss: 2.8664 | LR: 1.28e-05 | 1305.9ms/step | 15.3 samples/s +Step 39580/44000 | Loss: 2.9085 | LR: 1.28e-05 | 1304.0ms/step | 15.3 samples/s +Step 39590/44000 | Loss: 2.8959 | LR: 1.27e-05 | 1303.1ms/step | 15.3 samples/s +Step 39600/44000 | Loss: 2.9052 | LR: 1.27e-05 | 1304.1ms/step | 15.3 samples/s +Step 39610/44000 | Loss: 2.9080 | LR: 1.26e-05 | 1304.8ms/step | 15.3 samples/s +Step 39620/44000 | Loss: 2.9153 | LR: 1.25e-05 | 1302.0ms/step | 15.4 samples/s +Step 39630/44000 | Loss: 2.9156 | LR: 1.25e-05 | 1301.2ms/step | 15.4 samples/s +Step 39640/44000 | Loss: 2.9173 | LR: 1.24e-05 | 1303.9ms/step | 15.3 samples/s +Step 39650/44000 | Loss: 2.9157 | LR: 1.24e-05 | 1300.7ms/step | 15.4 samples/s +Step 39660/44000 | Loss: 2.9038 | LR: 1.23e-05 | 1303.8ms/step | 15.3 samples/s +Step 39670/44000 | Loss: 2.8941 | LR: 1.23e-05 | 1304.1ms/step | 15.3 samples/s +Step 39680/44000 | Loss: 2.9279 | LR: 1.22e-05 | 1305.1ms/step | 15.3 samples/s +Step 39690/44000 | Loss: 2.9267 | LR: 1.22e-05 | 1307.4ms/step | 15.3 samples/s +Step 39700/44000 | Loss: 2.9174 | LR: 1.21e-05 | 1307.7ms/step | 15.3 samples/s +Step 39710/44000 | Loss: 2.9544 | LR: 1.20e-05 | 1308.8ms/step | 15.3 samples/s +Step 39720/44000 | Loss: 2.9235 | LR: 1.20e-05 | 1311.1ms/step | 15.3 samples/s +Step 39730/44000 | Loss: 2.9194 | LR: 1.19e-05 | 1308.9ms/step | 15.3 samples/s +Step 39740/44000 | Loss: 2.9252 | LR: 1.19e-05 | 1304.3ms/step | 15.3 samples/s +Step 39750/44000 | Loss: 2.9397 | LR: 1.18e-05 | 1306.2ms/step | 15.3 samples/s +Validation at step 39750: Loss = 2.9292, Perplexity = 18.71 +Step 39760/44000 | Loss: 2.9436 | LR: 1.18e-05 | 3487.6ms/step | 5.7 samples/s +Step 39770/44000 | Loss: 2.9074 | LR: 1.17e-05 | 1310.1ms/step | 15.3 samples/s +Step 39780/44000 | Loss: 2.9096 | LR: 1.17e-05 | 1303.6ms/step | 15.3 samples/s +Step 39790/44000 | Loss: 2.8964 | LR: 1.16e-05 | 1303.4ms/step | 15.3 samples/s +Step 39800/44000 | Loss: 2.9128 | LR: 1.15e-05 | 1303.8ms/step | 15.3 samples/s +Step 39810/44000 | Loss: 2.8976 | LR: 1.15e-05 | 1299.6ms/step | 15.4 samples/s +Step 39820/44000 | Loss: 2.9078 | LR: 1.14e-05 | 1300.1ms/step | 15.4 samples/s +Step 39830/44000 | Loss: 2.9179 | LR: 1.14e-05 | 1300.1ms/step | 15.4 samples/s +Step 39840/44000 | Loss: 2.9332 | LR: 1.13e-05 | 1300.8ms/step | 15.4 samples/s +Step 39850/44000 | Loss: 2.9249 | LR: 1.13e-05 | 1302.1ms/step | 15.4 samples/s +Step 39860/44000 | Loss: 2.9165 | LR: 1.12e-05 | 1300.8ms/step | 15.4 samples/s +Step 39870/44000 | Loss: 2.9078 | LR: 1.12e-05 | 1301.2ms/step | 15.4 samples/s +Step 39880/44000 | Loss: 2.8851 | LR: 1.11e-05 | 1301.8ms/step | 15.4 samples/s +Step 39890/44000 | Loss: 2.9014 | LR: 1.11e-05 | 1302.7ms/step | 15.4 samples/s +Step 39900/44000 | Loss: 2.9161 | LR: 1.10e-05 | 1303.7ms/step | 15.3 samples/s +Step 39910/44000 | Loss: 2.8839 | LR: 1.10e-05 | 1300.9ms/step | 15.4 samples/s +Step 39920/44000 | Loss: 2.9401 | LR: 1.09e-05 | 1304.0ms/step | 15.3 samples/s +Step 39930/44000 | Loss: 2.9137 | LR: 1.08e-05 | 1307.0ms/step | 15.3 samples/s +Step 39940/44000 | Loss: 2.9353 | LR: 1.08e-05 | 1304.6ms/step | 15.3 samples/s +Step 39950/44000 | Loss: 2.8971 | LR: 1.07e-05 | 1303.1ms/step | 15.3 samples/s +Step 39960/44000 | Loss: 2.9169 | LR: 1.07e-05 | 1303.4ms/step | 15.3 samples/s +Step 39970/44000 | Loss: 2.9126 | LR: 1.06e-05 | 1304.0ms/step | 15.3 samples/s +Step 39980/44000 | Loss: 2.9022 | LR: 1.06e-05 | 1303.8ms/step | 15.3 samples/s +Step 39990/44000 | Loss: 2.9263 | LR: 1.05e-05 | 1306.2ms/step | 15.3 samples/s +Step 40000/44000 | Loss: 2.8964 | LR: 1.05e-05 | 1303.8ms/step | 15.3 samples/s +Validation at step 40000: Loss = 2.9292, Perplexity = 18.71 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-40000 +Step 40010/44000 | Loss: 2.9150 | LR: 1.04e-05 | 3799.7ms/step | 5.3 samples/s +Step 40020/44000 | Loss: 2.9159 | LR: 1.04e-05 | 1299.1ms/step | 15.4 samples/s +Step 40030/44000 | Loss: 2.9264 | LR: 1.03e-05 | 1299.0ms/step | 15.4 samples/s +Step 40040/44000 | Loss: 2.9072 | LR: 1.03e-05 | 1300.2ms/step | 15.4 samples/s +Step 40050/44000 | Loss: 2.8890 | LR: 1.02e-05 | 1302.1ms/step | 15.4 samples/s +Step 40060/44000 | Loss: 2.8985 | LR: 1.02e-05 | 1304.5ms/step | 15.3 samples/s +Step 40070/44000 | Loss: 2.9199 | LR: 1.01e-05 | 1302.2ms/step | 15.4 samples/s +Step 40080/44000 | Loss: 2.9239 | LR: 1.01e-05 | 1298.8ms/step | 15.4 samples/s +Step 40090/44000 | Loss: 2.9043 | LR: 1.00e-05 | 1300.3ms/step | 15.4 samples/s +Step 40100/44000 | Loss: 2.9119 | LR: 9.96e-06 | 1300.2ms/step | 15.4 samples/s +Step 40110/44000 | Loss: 2.9129 | LR: 9.91e-06 | 1300.7ms/step | 15.4 samples/s +Step 40120/44000 | Loss: 2.9262 | LR: 9.86e-06 | 1299.1ms/step | 15.4 samples/s +Step 40130/44000 | Loss: 2.9199 | LR: 9.81e-06 | 1299.9ms/step | 15.4 samples/s +Step 40140/44000 | Loss: 2.9253 | LR: 9.76e-06 | 1299.7ms/step | 15.4 samples/s +Step 40150/44000 | Loss: 2.8854 | LR: 9.71e-06 | 1295.5ms/step | 15.4 samples/s +Step 40160/44000 | Loss: 2.8929 | LR: 9.66e-06 | 1299.1ms/step | 15.4 samples/s +Step 40170/44000 | Loss: 2.8977 | LR: 9.61e-06 | 1301.8ms/step | 15.4 samples/s +Step 40180/44000 | Loss: 2.9369 | LR: 9.56e-06 | 1299.4ms/step | 15.4 samples/s +Step 40190/44000 | Loss: 2.9128 | LR: 9.51e-06 | 1298.0ms/step | 15.4 samples/s +Step 40200/44000 | Loss: 2.9455 | LR: 9.46e-06 | 1300.7ms/step | 15.4 samples/s +Step 40210/44000 | Loss: 2.9100 | LR: 9.41e-06 | 1300.8ms/step | 15.4 samples/s +Step 40220/44000 | Loss: 2.9288 | LR: 9.36e-06 | 1296.2ms/step | 15.4 samples/s +Step 40230/44000 | Loss: 2.9027 | LR: 9.32e-06 | 1298.7ms/step | 15.4 samples/s +Step 40240/44000 | Loss: 2.9124 | LR: 9.27e-06 | 1300.0ms/step | 15.4 samples/s +Step 40250/44000 | Loss: 2.8746 | LR: 9.22e-06 | 1297.4ms/step | 15.4 samples/s +Validation at step 40250: Loss = 2.9292, Perplexity = 18.71 +Step 40260/44000 | Loss: 2.9033 | LR: 9.17e-06 | 3484.8ms/step | 5.7 samples/s +Step 40270/44000 | Loss: 2.9214 | LR: 9.12e-06 | 1305.8ms/step | 15.3 samples/s +Step 40280/44000 | Loss: 2.9172 | LR: 9.07e-06 | 1305.2ms/step | 15.3 samples/s +Step 40290/44000 | Loss: 2.8915 | LR: 9.02e-06 | 1304.4ms/step | 15.3 samples/s +Step 40300/44000 | Loss: 2.9190 | LR: 8.97e-06 | 1301.3ms/step | 15.4 samples/s +Step 40310/44000 | Loss: 2.9074 | LR: 8.93e-06 | 1301.1ms/step | 15.4 samples/s +Step 40320/44000 | Loss: 2.9346 | LR: 8.88e-06 | 1300.8ms/step | 15.4 samples/s +Step 40330/44000 | Loss: 2.9156 | LR: 8.83e-06 | 1300.9ms/step | 15.4 samples/s +Step 40340/44000 | Loss: 2.9131 | LR: 8.78e-06 | 1300.3ms/step | 15.4 samples/s +Step 40350/44000 | Loss: 2.9028 | LR: 8.74e-06 | 1298.7ms/step | 15.4 samples/s +Step 40360/44000 | Loss: 2.9174 | LR: 8.69e-06 | 1300.6ms/step | 15.4 samples/s +Step 40370/44000 | Loss: 2.8949 | LR: 8.64e-06 | 1299.3ms/step | 15.4 samples/s +Step 40380/44000 | Loss: 2.9140 | LR: 8.59e-06 | 1301.7ms/step | 15.4 samples/s +Step 40390/44000 | Loss: 2.9312 | LR: 8.55e-06 | 1302.7ms/step | 15.4 samples/s +Step 40400/44000 | Loss: 2.8986 | LR: 8.50e-06 | 1304.1ms/step | 15.3 samples/s +Step 40410/44000 | Loss: 2.8851 | LR: 8.45e-06 | 1304.9ms/step | 15.3 samples/s +Step 40420/44000 | Loss: 2.9080 | LR: 8.41e-06 | 1302.1ms/step | 15.4 samples/s +Step 40430/44000 | Loss: 2.9175 | LR: 8.36e-06 | 1301.6ms/step | 15.4 samples/s +Step 40440/44000 | Loss: 2.8960 | LR: 8.31e-06 | 1302.3ms/step | 15.4 samples/s +Step 40450/44000 | Loss: 2.9066 | LR: 8.27e-06 | 1302.3ms/step | 15.4 samples/s +Step 40460/44000 | Loss: 2.8752 | LR: 8.22e-06 | 1302.7ms/step | 15.4 samples/s +Step 40470/44000 | Loss: 2.9298 | LR: 8.17e-06 | 1302.9ms/step | 15.4 samples/s +Step 40480/44000 | Loss: 2.9172 | LR: 8.13e-06 | 1303.5ms/step | 15.3 samples/s +Step 40490/44000 | Loss: 2.9186 | LR: 8.08e-06 | 1305.4ms/step | 15.3 samples/s +Step 40500/44000 | Loss: 2.9125 | LR: 8.04e-06 | 1302.4ms/step | 15.4 samples/s +Validation at step 40500: Loss = 2.9292, Perplexity = 18.71 +Step 40510/44000 | Loss: 2.9004 | LR: 7.99e-06 | 3485.7ms/step | 5.7 samples/s +Step 40520/44000 | Loss: 2.9475 | LR: 7.94e-06 | 1304.0ms/step | 15.3 samples/s +Step 40530/44000 | Loss: 2.9354 | LR: 7.90e-06 | 1304.5ms/step | 15.3 samples/s +Step 40540/44000 | Loss: 2.9281 | LR: 7.85e-06 | 1304.1ms/step | 15.3 samples/s +Step 40550/44000 | Loss: 2.8863 | LR: 7.81e-06 | 1306.9ms/step | 15.3 samples/s +Step 40560/44000 | Loss: 2.8858 | LR: 7.76e-06 | 1304.3ms/step | 15.3 samples/s +Step 40570/44000 | Loss: 2.9196 | LR: 7.72e-06 | 1302.9ms/step | 15.3 samples/s +Step 40580/44000 | Loss: 2.9116 | LR: 7.67e-06 | 1304.1ms/step | 15.3 samples/s +Step 40590/44000 | Loss: 2.8889 | LR: 7.63e-06 | 1304.2ms/step | 15.3 samples/s +Step 40600/44000 | Loss: 2.9158 | LR: 7.59e-06 | 1308.9ms/step | 15.3 samples/s +Step 40610/44000 | Loss: 2.9472 | LR: 7.54e-06 | 1306.9ms/step | 15.3 samples/s +Step 40620/44000 | Loss: 2.9128 | LR: 7.50e-06 | 1301.0ms/step | 15.4 samples/s +Step 40630/44000 | Loss: 2.9268 | LR: 7.45e-06 | 1301.9ms/step | 15.4 samples/s +Step 40640/44000 | Loss: 2.9327 | LR: 7.41e-06 | 1305.0ms/step | 15.3 samples/s +Step 40650/44000 | Loss: 2.9306 | LR: 7.37e-06 | 1303.1ms/step | 15.3 samples/s +Step 40660/44000 | Loss: 2.9220 | LR: 7.32e-06 | 1309.9ms/step | 15.3 samples/s +Step 40670/44000 | Loss: 2.9297 | LR: 7.28e-06 | 1303.9ms/step | 15.3 samples/s +Step 40680/44000 | Loss: 2.9157 | LR: 7.23e-06 | 1304.3ms/step | 15.3 samples/s +Step 40690/44000 | Loss: 2.9251 | LR: 7.19e-06 | 1304.6ms/step | 15.3 samples/s +Step 40700/44000 | Loss: 2.9032 | LR: 7.15e-06 | 1302.8ms/step | 15.4 samples/s +Step 40710/44000 | Loss: 2.9189 | LR: 7.10e-06 | 1303.5ms/step | 15.3 samples/s +Step 40720/44000 | Loss: 2.9262 | LR: 7.06e-06 | 1303.0ms/step | 15.3 samples/s +Step 40730/44000 | Loss: 2.9342 | LR: 7.02e-06 | 1303.1ms/step | 15.3 samples/s +Step 40740/44000 | Loss: 2.9058 | LR: 6.98e-06 | 1304.9ms/step | 15.3 samples/s +Step 40750/44000 | Loss: 2.9026 | LR: 6.93e-06 | 1303.4ms/step | 15.3 samples/s +Validation at step 40750: Loss = 2.9292, Perplexity = 18.71 +Step 40760/44000 | Loss: 2.9301 | LR: 6.89e-06 | 3486.8ms/step | 5.7 samples/s +Step 40770/44000 | Loss: 2.9110 | LR: 6.85e-06 | 1304.5ms/step | 15.3 samples/s +Step 40780/44000 | Loss: 2.9301 | LR: 6.81e-06 | 1303.1ms/step | 15.3 samples/s +Step 40790/44000 | Loss: 2.9328 | LR: 6.77e-06 | 1304.2ms/step | 15.3 samples/s +Step 40800/44000 | Loss: 2.9364 | LR: 6.72e-06 | 1302.7ms/step | 15.4 samples/s +Step 40810/44000 | Loss: 2.9157 | LR: 6.68e-06 | 1302.2ms/step | 15.4 samples/s +Step 40820/44000 | Loss: 2.8941 | LR: 6.64e-06 | 1303.3ms/step | 15.3 samples/s +Step 40830/44000 | Loss: 2.8899 | LR: 6.60e-06 | 1303.6ms/step | 15.3 samples/s +Step 40840/44000 | Loss: 2.9338 | LR: 6.56e-06 | 1304.0ms/step | 15.3 samples/s +Step 40850/44000 | Loss: 2.9214 | LR: 6.52e-06 | 1304.7ms/step | 15.3 samples/s +Step 40860/44000 | Loss: 2.9329 | LR: 6.47e-06 | 1302.3ms/step | 15.4 samples/s +Step 40870/44000 | Loss: 2.9364 | LR: 6.43e-06 | 1304.2ms/step | 15.3 samples/s +Step 40880/44000 | Loss: 2.9079 | LR: 6.39e-06 | 1302.3ms/step | 15.4 samples/s +Step 40890/44000 | Loss: 2.9253 | LR: 6.35e-06 | 1302.4ms/step | 15.4 samples/s +Step 40900/44000 | Loss: 2.9010 | LR: 6.31e-06 | 1305.3ms/step | 15.3 samples/s +Step 40910/44000 | Loss: 2.9704 | LR: 6.27e-06 | 1305.1ms/step | 15.3 samples/s +Step 40920/44000 | Loss: 2.9188 | LR: 6.23e-06 | 1304.9ms/step | 15.3 samples/s +Step 40930/44000 | Loss: 2.9279 | LR: 6.19e-06 | 1304.2ms/step | 15.3 samples/s +Step 40940/44000 | Loss: 2.9301 | LR: 6.15e-06 | 1302.7ms/step | 15.4 samples/s +Step 40950/44000 | Loss: 2.8912 | LR: 6.11e-06 | 1302.9ms/step | 15.4 samples/s +Step 40960/44000 | Loss: 2.8781 | LR: 6.07e-06 | 1303.8ms/step | 15.3 samples/s +Step 40970/44000 | Loss: 2.9078 | LR: 6.03e-06 | 1304.0ms/step | 15.3 samples/s +Step 40980/44000 | Loss: 2.8970 | LR: 5.99e-06 | 1304.9ms/step | 15.3 samples/s +Step 40990/44000 | Loss: 2.9192 | LR: 5.95e-06 | 1303.2ms/step | 15.3 samples/s +Step 41000/44000 | Loss: 2.9227 | LR: 5.91e-06 | 1303.9ms/step | 15.3 samples/s +Validation at step 41000: Loss = 2.9292, Perplexity = 18.71 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-41000 +Step 41010/44000 | Loss: 2.9306 | LR: 5.87e-06 | 3783.9ms/step | 5.3 samples/s +Step 41020/44000 | Loss: 2.9370 | LR: 5.83e-06 | 1301.0ms/step | 15.4 samples/s +Step 41030/44000 | Loss: 2.9129 | LR: 5.80e-06 | 1304.0ms/step | 15.3 samples/s +Step 41040/44000 | Loss: 2.9130 | LR: 5.76e-06 | 1300.7ms/step | 15.4 samples/s +Step 41050/44000 | Loss: 2.9103 | LR: 5.72e-06 | 1300.4ms/step | 15.4 samples/s +Step 41060/44000 | Loss: 2.8805 | LR: 5.68e-06 | 1303.0ms/step | 15.3 samples/s +Step 41070/44000 | Loss: 2.9083 | LR: 5.64e-06 | 1301.5ms/step | 15.4 samples/s +Step 41080/44000 | Loss: 2.9410 | LR: 5.60e-06 | 1301.8ms/step | 15.4 samples/s +Step 41090/44000 | Loss: 2.9564 | LR: 5.56e-06 | 1304.5ms/step | 15.3 samples/s +Step 41100/44000 | Loss: 2.9356 | LR: 5.53e-06 | 1301.2ms/step | 15.4 samples/s +Step 41110/44000 | Loss: 2.9566 | LR: 5.49e-06 | 1302.5ms/step | 15.4 samples/s +Step 41120/44000 | Loss: 2.9459 | LR: 5.45e-06 | 1303.2ms/step | 15.3 samples/s +Step 41130/44000 | Loss: 2.9136 | LR: 5.41e-06 | 1303.2ms/step | 15.3 samples/s +Step 41140/44000 | Loss: 2.8921 | LR: 5.38e-06 | 1304.8ms/step | 15.3 samples/s +Step 41150/44000 | Loss: 2.9349 | LR: 5.34e-06 | 1303.9ms/step | 15.3 samples/s +Step 41160/44000 | Loss: 2.9074 | LR: 5.30e-06 | 1301.2ms/step | 15.4 samples/s +Step 41170/44000 | Loss: 2.9179 | LR: 5.26e-06 | 1299.8ms/step | 15.4 samples/s +Step 41180/44000 | Loss: 2.8952 | LR: 5.23e-06 | 1299.9ms/step | 15.4 samples/s +Step 41190/44000 | Loss: 2.8774 | LR: 5.19e-06 | 1299.9ms/step | 15.4 samples/s +Step 41200/44000 | Loss: 2.9175 | LR: 5.15e-06 | 1300.5ms/step | 15.4 samples/s +Step 41210/44000 | Loss: 2.9268 | LR: 5.12e-06 | 1303.0ms/step | 15.3 samples/s +Step 41220/44000 | Loss: 2.9341 | LR: 5.08e-06 | 1306.1ms/step | 15.3 samples/s +Step 41230/44000 | Loss: 2.9080 | LR: 5.04e-06 | 1307.8ms/step | 15.3 samples/s +Step 41240/44000 | Loss: 2.8962 | LR: 5.01e-06 | 1307.3ms/step | 15.3 samples/s +Step 41250/44000 | Loss: 2.9140 | LR: 4.97e-06 | 1301.2ms/step | 15.4 samples/s +Validation at step 41250: Loss = 2.9292, Perplexity = 18.71 +Step 41260/44000 | Loss: 2.9391 | LR: 4.94e-06 | 3492.4ms/step | 5.7 samples/s +Step 41270/44000 | Loss: 2.9191 | LR: 4.90e-06 | 1306.2ms/step | 15.3 samples/s +Step 41280/44000 | Loss: 2.9153 | LR: 4.86e-06 | 1303.8ms/step | 15.3 samples/s +Step 41290/44000 | Loss: 2.9059 | LR: 4.83e-06 | 1305.1ms/step | 15.3 samples/s +Step 41300/44000 | Loss: 2.9113 | LR: 4.79e-06 | 1303.3ms/step | 15.3 samples/s +Step 41310/44000 | Loss: 2.8962 | LR: 4.76e-06 | 1300.7ms/step | 15.4 samples/s +Step 41320/44000 | Loss: 2.9212 | LR: 4.72e-06 | 1303.9ms/step | 15.3 samples/s +Step 41330/44000 | Loss: 2.9074 | LR: 4.69e-06 | 1303.2ms/step | 15.3 samples/s +Step 41340/44000 | Loss: 2.9300 | LR: 4.65e-06 | 1306.2ms/step | 15.3 samples/s +Step 41350/44000 | Loss: 2.8937 | LR: 4.62e-06 | 1304.7ms/step | 15.3 samples/s +Step 41360/44000 | Loss: 2.9431 | LR: 4.58e-06 | 1302.6ms/step | 15.4 samples/s +Step 41370/44000 | Loss: 2.9244 | LR: 4.55e-06 | 1302.9ms/step | 15.4 samples/s +Step 41380/44000 | Loss: 2.9194 | LR: 4.51e-06 | 1302.9ms/step | 15.4 samples/s +Step 41390/44000 | Loss: 2.8978 | LR: 4.48e-06 | 1303.0ms/step | 15.3 samples/s +Step 41400/44000 | Loss: 2.8846 | LR: 4.45e-06 | 1306.8ms/step | 15.3 samples/s +Step 41410/44000 | Loss: 2.8913 | LR: 4.41e-06 | 1305.5ms/step | 15.3 samples/s +Step 41420/44000 | Loss: 2.8824 | LR: 4.38e-06 | 1303.1ms/step | 15.3 samples/s +Step 41430/44000 | Loss: 2.9088 | LR: 4.34e-06 | 1303.3ms/step | 15.3 samples/s +Step 41440/44000 | Loss: 2.9492 | LR: 4.31e-06 | 1300.6ms/step | 15.4 samples/s +Step 41450/44000 | Loss: 2.9148 | LR: 4.28e-06 | 1304.2ms/step | 15.3 samples/s +Step 41460/44000 | Loss: 2.9147 | LR: 4.24e-06 | 1308.9ms/step | 15.3 samples/s +Step 41470/44000 | Loss: 2.9010 | LR: 4.21e-06 | 1307.9ms/step | 15.3 samples/s +Step 41480/44000 | Loss: 2.9311 | LR: 4.18e-06 | 1301.0ms/step | 15.4 samples/s +Step 41490/44000 | Loss: 2.9004 | LR: 4.14e-06 | 1303.1ms/step | 15.3 samples/s +Step 41500/44000 | Loss: 2.9159 | LR: 4.11e-06 | 1306.1ms/step | 15.3 samples/s +Validation at step 41500: Loss = 2.9292, Perplexity = 18.71 +Step 41510/44000 | Loss: 2.9113 | LR: 4.08e-06 | 3484.9ms/step | 5.7 samples/s +Step 41520/44000 | Loss: 2.9127 | LR: 4.05e-06 | 1305.3ms/step | 15.3 samples/s +Step 41530/44000 | Loss: 2.9171 | LR: 4.01e-06 | 1308.0ms/step | 15.3 samples/s +Step 41540/44000 | Loss: 2.9395 | LR: 3.98e-06 | 1305.3ms/step | 15.3 samples/s +Step 41550/44000 | Loss: 2.9129 | LR: 3.95e-06 | 1306.4ms/step | 15.3 samples/s +Step 41560/44000 | Loss: 2.9255 | LR: 3.92e-06 | 1308.5ms/step | 15.3 samples/s +Step 41570/44000 | Loss: 2.9439 | LR: 3.88e-06 | 1307.7ms/step | 15.3 samples/s +Step 41580/44000 | Loss: 2.8995 | LR: 3.85e-06 | 1307.6ms/step | 15.3 samples/s +Step 41590/44000 | Loss: 2.9108 | LR: 3.82e-06 | 1305.7ms/step | 15.3 samples/s +Step 41600/44000 | Loss: 2.9259 | LR: 3.79e-06 | 1305.1ms/step | 15.3 samples/s +Step 41610/44000 | Loss: 2.9040 | LR: 3.76e-06 | 1304.8ms/step | 15.3 samples/s +Step 41620/44000 | Loss: 2.8788 | LR: 3.73e-06 | 1304.4ms/step | 15.3 samples/s +Step 41630/44000 | Loss: 2.9375 | LR: 3.70e-06 | 1301.8ms/step | 15.4 samples/s +Step 41640/44000 | Loss: 2.9362 | LR: 3.66e-06 | 1305.2ms/step | 15.3 samples/s +Step 41650/44000 | Loss: 2.9188 | LR: 3.63e-06 | 1310.2ms/step | 15.3 samples/s +Step 41660/44000 | Loss: 2.9394 | LR: 3.60e-06 | 1307.4ms/step | 15.3 samples/s +Step 41670/44000 | Loss: 2.9118 | LR: 3.57e-06 | 1305.4ms/step | 15.3 samples/s +Step 41680/44000 | Loss: 2.8842 | LR: 3.54e-06 | 1304.0ms/step | 15.3 samples/s +Step 41690/44000 | Loss: 2.8979 | LR: 3.51e-06 | 1305.0ms/step | 15.3 samples/s +Step 41700/44000 | Loss: 2.9330 | LR: 3.48e-06 | 1305.5ms/step | 15.3 samples/s +Step 41710/44000 | Loss: 2.9046 | LR: 3.45e-06 | 1306.4ms/step | 15.3 samples/s +Step 41720/44000 | Loss: 2.9090 | LR: 3.42e-06 | 1306.1ms/step | 15.3 samples/s +Step 41730/44000 | Loss: 2.9222 | LR: 3.39e-06 | 1306.4ms/step | 15.3 samples/s +Step 41740/44000 | Loss: 2.9329 | LR: 3.36e-06 | 1307.1ms/step | 15.3 samples/s +Step 41750/44000 | Loss: 2.9077 | LR: 3.33e-06 | 1304.8ms/step | 15.3 samples/s +Validation at step 41750: Loss = 2.9292, Perplexity = 18.71 +Step 41760/44000 | Loss: 2.9392 | LR: 3.30e-06 | 3481.1ms/step | 5.7 samples/s +Step 41770/44000 | Loss: 2.9132 | LR: 3.27e-06 | 1305.6ms/step | 15.3 samples/s +Step 41780/44000 | Loss: 2.9057 | LR: 3.24e-06 | 1305.9ms/step | 15.3 samples/s +Step 41790/44000 | Loss: 2.9489 | LR: 3.21e-06 | 1304.5ms/step | 15.3 samples/s +Step 41800/44000 | Loss: 2.9612 | LR: 3.19e-06 | 1305.1ms/step | 15.3 samples/s +Step 41810/44000 | Loss: 2.9252 | LR: 3.16e-06 | 1304.6ms/step | 15.3 samples/s +Step 41820/44000 | Loss: 2.8995 | LR: 3.13e-06 | 1304.9ms/step | 15.3 samples/s +Step 41830/44000 | Loss: 2.9021 | LR: 3.10e-06 | 1304.4ms/step | 15.3 samples/s +Step 41840/44000 | Loss: 2.8839 | LR: 3.07e-06 | 1305.4ms/step | 15.3 samples/s +Step 41850/44000 | Loss: 2.8897 | LR: 3.04e-06 | 1303.6ms/step | 15.3 samples/s +Step 41860/44000 | Loss: 2.9372 | LR: 3.01e-06 | 1305.9ms/step | 15.3 samples/s +Step 41870/44000 | Loss: 2.9470 | LR: 2.99e-06 | 1305.4ms/step | 15.3 samples/s +Step 41880/44000 | Loss: 2.9248 | LR: 2.96e-06 | 1304.9ms/step | 15.3 samples/s +Step 41890/44000 | Loss: 2.9086 | LR: 2.93e-06 | 1305.9ms/step | 15.3 samples/s +Step 41900/44000 | Loss: 2.9087 | LR: 2.90e-06 | 1305.7ms/step | 15.3 samples/s +Step 41910/44000 | Loss: 2.9036 | LR: 2.88e-06 | 1302.3ms/step | 15.4 samples/s +Step 41920/44000 | Loss: 2.9555 | LR: 2.85e-06 | 1301.2ms/step | 15.4 samples/s +Step 41930/44000 | Loss: 2.9061 | LR: 2.82e-06 | 1301.8ms/step | 15.4 samples/s +Step 41940/44000 | Loss: 2.9156 | LR: 2.79e-06 | 1305.0ms/step | 15.3 samples/s +Step 41950/44000 | Loss: 2.8766 | LR: 2.77e-06 | 1306.2ms/step | 15.3 samples/s +Step 41960/44000 | Loss: 2.9248 | LR: 2.74e-06 | 1304.7ms/step | 15.3 samples/s +Step 41970/44000 | Loss: 2.9183 | LR: 2.71e-06 | 1305.0ms/step | 15.3 samples/s +Step 41980/44000 | Loss: 2.9128 | LR: 2.69e-06 | 1307.0ms/step | 15.3 samples/s +Step 41990/44000 | Loss: 2.9164 | LR: 2.66e-06 | 1304.4ms/step | 15.3 samples/s +Step 42000/44000 | Loss: 2.9131 | LR: 2.63e-06 | 1301.6ms/step | 15.4 samples/s +Validation at step 42000: Loss = 2.9292, Perplexity = 18.71 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-42000 +Step 42010/44000 | Loss: 2.9239 | LR: 2.61e-06 | 3814.1ms/step | 5.2 samples/s +Step 42020/44000 | Loss: 2.9315 | LR: 2.58e-06 | 1304.8ms/step | 15.3 samples/s +Step 42030/44000 | Loss: 2.9385 | LR: 2.56e-06 | 1306.3ms/step | 15.3 samples/s +Step 42040/44000 | Loss: 2.9360 | LR: 2.53e-06 | 1305.5ms/step | 15.3 samples/s +Step 42050/44000 | Loss: 2.8930 | LR: 2.50e-06 | 1305.5ms/step | 15.3 samples/s +Step 42060/44000 | Loss: 2.9306 | LR: 2.48e-06 | 1307.7ms/step | 15.3 samples/s +Step 42070/44000 | Loss: 2.9313 | LR: 2.45e-06 | 1306.9ms/step | 15.3 samples/s +Step 42080/44000 | Loss: 2.9110 | LR: 2.43e-06 | 1306.1ms/step | 15.3 samples/s +Step 42090/44000 | Loss: 2.8969 | LR: 2.40e-06 | 1304.0ms/step | 15.3 samples/s +Step 42100/44000 | Loss: 2.9184 | LR: 2.38e-06 | 1303.3ms/step | 15.3 samples/s +Step 42110/44000 | Loss: 2.9312 | LR: 2.35e-06 | 1309.0ms/step | 15.3 samples/s +Step 42120/44000 | Loss: 2.9167 | LR: 2.33e-06 | 1309.7ms/step | 15.3 samples/s +Step 42130/44000 | Loss: 2.9298 | LR: 2.30e-06 | 1310.1ms/step | 15.3 samples/s +Step 42140/44000 | Loss: 2.9263 | LR: 2.28e-06 | 1307.3ms/step | 15.3 samples/s +Step 42150/44000 | Loss: 2.9458 | LR: 2.25e-06 | 1308.4ms/step | 15.3 samples/s +Step 42160/44000 | Loss: 2.9135 | LR: 2.23e-06 | 1308.1ms/step | 15.3 samples/s +Step 42170/44000 | Loss: 2.8996 | LR: 2.21e-06 | 1307.1ms/step | 15.3 samples/s +Step 42180/44000 | Loss: 2.9289 | LR: 2.18e-06 | 1305.4ms/step | 15.3 samples/s +Step 42190/44000 | Loss: 2.9116 | LR: 2.16e-06 | 1305.8ms/step | 15.3 samples/s +Step 42200/44000 | Loss: 2.8975 | LR: 2.13e-06 | 1305.3ms/step | 15.3 samples/s +Step 42210/44000 | Loss: 2.9434 | LR: 2.11e-06 | 1307.5ms/step | 15.3 samples/s +Step 42220/44000 | Loss: 2.8830 | LR: 2.09e-06 | 1308.1ms/step | 15.3 samples/s +Step 42230/44000 | Loss: 2.9372 | LR: 2.06e-06 | 1308.0ms/step | 15.3 samples/s +Step 42240/44000 | Loss: 2.9139 | LR: 2.04e-06 | 1311.3ms/step | 15.3 samples/s +Step 42250/44000 | Loss: 2.9292 | LR: 2.02e-06 | 1312.1ms/step | 15.2 samples/s +Validation at step 42250: Loss = 2.9292, Perplexity = 18.71 +Step 42260/44000 | Loss: 2.9199 | LR: 1.99e-06 | 3488.4ms/step | 5.7 samples/s +Step 42270/44000 | Loss: 2.9144 | LR: 1.97e-06 | 1305.6ms/step | 15.3 samples/s +Step 42280/44000 | Loss: 2.9173 | LR: 1.95e-06 | 1307.3ms/step | 15.3 samples/s +Step 42290/44000 | Loss: 2.8846 | LR: 1.93e-06 | 1303.1ms/step | 15.3 samples/s +Step 42300/44000 | Loss: 2.9130 | LR: 1.90e-06 | 1307.3ms/step | 15.3 samples/s +Step 42310/44000 | Loss: 2.8874 | LR: 1.88e-06 | 1303.7ms/step | 15.3 samples/s +Step 42320/44000 | Loss: 2.9329 | LR: 1.86e-06 | 1305.8ms/step | 15.3 samples/s +Step 42330/44000 | Loss: 2.8989 | LR: 1.84e-06 | 1305.4ms/step | 15.3 samples/s +Step 42340/44000 | Loss: 2.9427 | LR: 1.82e-06 | 1307.6ms/step | 15.3 samples/s +Step 42350/44000 | Loss: 2.8734 | LR: 1.79e-06 | 1306.2ms/step | 15.3 samples/s +Step 42360/44000 | Loss: 2.9162 | LR: 1.77e-06 | 1309.0ms/step | 15.3 samples/s +Step 42370/44000 | Loss: 2.9163 | LR: 1.75e-06 | 1305.3ms/step | 15.3 samples/s +Step 42380/44000 | Loss: 2.9502 | LR: 1.73e-06 | 1303.6ms/step | 15.3 samples/s +Step 42390/44000 | Loss: 2.8809 | LR: 1.71e-06 | 1303.0ms/step | 15.3 samples/s +Step 42400/44000 | Loss: 2.9081 | LR: 1.69e-06 | 1304.1ms/step | 15.3 samples/s +Step 42410/44000 | Loss: 2.9129 | LR: 1.67e-06 | 1302.8ms/step | 15.4 samples/s +Step 42420/44000 | Loss: 2.9409 | LR: 1.64e-06 | 1302.4ms/step | 15.4 samples/s +Step 42430/44000 | Loss: 2.9426 | LR: 1.62e-06 | 1303.1ms/step | 15.3 samples/s +Step 42440/44000 | Loss: 2.9337 | LR: 1.60e-06 | 1302.3ms/step | 15.4 samples/s +Step 42450/44000 | Loss: 2.9043 | LR: 1.58e-06 | 1302.7ms/step | 15.4 samples/s +Step 42460/44000 | Loss: 2.9131 | LR: 1.56e-06 | 1305.9ms/step | 15.3 samples/s +Step 42470/44000 | Loss: 2.9471 | LR: 1.54e-06 | 1305.7ms/step | 15.3 samples/s +Step 42480/44000 | Loss: 2.9161 | LR: 1.52e-06 | 1305.9ms/step | 15.3 samples/s +Step 42490/44000 | Loss: 2.9217 | LR: 1.50e-06 | 1306.9ms/step | 15.3 samples/s +Step 42500/44000 | Loss: 2.8909 | LR: 1.48e-06 | 1303.3ms/step | 15.3 samples/s +Validation at step 42500: Loss = 2.9292, Perplexity = 18.71 +Step 42510/44000 | Loss: 2.9330 | LR: 1.46e-06 | 3487.1ms/step | 5.7 samples/s +Step 42520/44000 | Loss: 2.8934 | LR: 1.44e-06 | 1306.7ms/step | 15.3 samples/s +Step 42530/44000 | Loss: 2.9211 | LR: 1.42e-06 | 1305.1ms/step | 15.3 samples/s +Step 42540/44000 | Loss: 2.9086 | LR: 1.40e-06 | 1306.0ms/step | 15.3 samples/s +Step 42550/44000 | Loss: 2.9246 | LR: 1.39e-06 | 1306.6ms/step | 15.3 samples/s +Step 42560/44000 | Loss: 2.8976 | LR: 1.37e-06 | 1304.9ms/step | 15.3 samples/s +Step 42570/44000 | Loss: 2.9162 | LR: 1.35e-06 | 1307.4ms/step | 15.3 samples/s +Step 42580/44000 | Loss: 2.9151 | LR: 1.33e-06 | 1305.9ms/step | 15.3 samples/s +Step 42590/44000 | Loss: 2.9006 | LR: 1.31e-06 | 1304.1ms/step | 15.3 samples/s +Step 42600/44000 | Loss: 2.8950 | LR: 1.29e-06 | 1301.3ms/step | 15.4 samples/s +Step 42610/44000 | Loss: 2.9229 | LR: 1.27e-06 | 1302.7ms/step | 15.4 samples/s +Step 42620/44000 | Loss: 2.9308 | LR: 1.25e-06 | 1300.8ms/step | 15.4 samples/s +Step 42630/44000 | Loss: 2.8996 | LR: 1.24e-06 | 1302.0ms/step | 15.4 samples/s +Step 42640/44000 | Loss: 2.9097 | LR: 1.22e-06 | 1303.2ms/step | 15.3 samples/s +Step 42650/44000 | Loss: 2.9307 | LR: 1.20e-06 | 1306.2ms/step | 15.3 samples/s +Step 42660/44000 | Loss: 2.9013 | LR: 1.18e-06 | 1307.7ms/step | 15.3 samples/s +Step 42670/44000 | Loss: 2.9004 | LR: 1.17e-06 | 1309.2ms/step | 15.3 samples/s +Step 42680/44000 | Loss: 2.8926 | LR: 1.15e-06 | 1310.5ms/step | 15.3 samples/s +Step 42690/44000 | Loss: 2.8861 | LR: 1.13e-06 | 1308.4ms/step | 15.3 samples/s +Step 42700/44000 | Loss: 2.8907 | LR: 1.11e-06 | 1306.8ms/step | 15.3 samples/s +Step 42710/44000 | Loss: 2.9266 | LR: 1.10e-06 | 1306.0ms/step | 15.3 samples/s +Step 42720/44000 | Loss: 2.9205 | LR: 1.08e-06 | 1307.5ms/step | 15.3 samples/s +Step 42730/44000 | Loss: 2.9136 | LR: 1.06e-06 | 1306.4ms/step | 15.3 samples/s +Step 42740/44000 | Loss: 2.8883 | LR: 1.05e-06 | 1306.1ms/step | 15.3 samples/s +Step 42750/44000 | Loss: 2.8969 | LR: 1.03e-06 | 1306.9ms/step | 15.3 samples/s +Validation at step 42750: Loss = 2.9292, Perplexity = 18.71 +Step 42760/44000 | Loss: 2.9140 | LR: 1.01e-06 | 3493.3ms/step | 5.7 samples/s +Step 42770/44000 | Loss: 2.9285 | LR: 9.97e-07 | 1313.5ms/step | 15.2 samples/s +Step 42780/44000 | Loss: 2.9351 | LR: 9.81e-07 | 1305.8ms/step | 15.3 samples/s +Step 42790/44000 | Loss: 2.9069 | LR: 9.65e-07 | 1306.6ms/step | 15.3 samples/s +Step 42800/44000 | Loss: 2.8993 | LR: 9.49e-07 | 1304.7ms/step | 15.3 samples/s +Step 42810/44000 | Loss: 2.8947 | LR: 9.33e-07 | 1303.0ms/step | 15.3 samples/s +Step 42820/44000 | Loss: 2.9513 | LR: 9.18e-07 | 1303.9ms/step | 15.3 samples/s +Step 42830/44000 | Loss: 2.9151 | LR: 9.02e-07 | 1303.3ms/step | 15.3 samples/s +Step 42840/44000 | Loss: 2.9243 | LR: 8.87e-07 | 1301.8ms/step | 15.4 samples/s +Step 42850/44000 | Loss: 2.9239 | LR: 8.72e-07 | 1304.0ms/step | 15.3 samples/s +Step 42860/44000 | Loss: 2.9324 | LR: 8.57e-07 | 1302.9ms/step | 15.3 samples/s +Step 42870/44000 | Loss: 2.9291 | LR: 8.42e-07 | 1303.9ms/step | 15.3 samples/s +Step 42880/44000 | Loss: 2.9165 | LR: 8.27e-07 | 1304.2ms/step | 15.3 samples/s +Step 42890/44000 | Loss: 2.8691 | LR: 8.12e-07 | 1303.9ms/step | 15.3 samples/s +Step 42900/44000 | Loss: 2.9270 | LR: 7.98e-07 | 1302.4ms/step | 15.4 samples/s +Step 42910/44000 | Loss: 2.9193 | LR: 7.83e-07 | 1303.7ms/step | 15.3 samples/s +Step 42920/44000 | Loss: 2.9003 | LR: 7.69e-07 | 1303.4ms/step | 15.3 samples/s +Step 42930/44000 | Loss: 2.8964 | LR: 7.55e-07 | 1302.3ms/step | 15.4 samples/s +Step 42940/44000 | Loss: 2.9070 | LR: 7.41e-07 | 1301.6ms/step | 15.4 samples/s +Step 42950/44000 | Loss: 2.9217 | LR: 7.27e-07 | 1299.8ms/step | 15.4 samples/s +Step 42960/44000 | Loss: 2.9131 | LR: 7.13e-07 | 1302.0ms/step | 15.4 samples/s +Step 42970/44000 | Loss: 2.9071 | LR: 6.99e-07 | 1305.9ms/step | 15.3 samples/s +Step 42980/44000 | Loss: 2.9194 | LR: 6.86e-07 | 1307.8ms/step | 15.3 samples/s +Step 42990/44000 | Loss: 2.9140 | LR: 6.72e-07 | 1304.2ms/step | 15.3 samples/s +Step 43000/44000 | Loss: 2.9059 | LR: 6.59e-07 | 1304.7ms/step | 15.3 samples/s +Validation at step 43000: Loss = 2.9292, Perplexity = 18.71 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-43000 +Step 43010/44000 | Loss: 2.9121 | LR: 6.46e-07 | 3810.1ms/step | 5.2 samples/s +Step 43020/44000 | Loss: 2.8987 | LR: 6.33e-07 | 1302.2ms/step | 15.4 samples/s +Step 43030/44000 | Loss: 2.9180 | LR: 6.20e-07 | 1301.5ms/step | 15.4 samples/s +Step 43040/44000 | Loss: 2.8828 | LR: 6.08e-07 | 1300.0ms/step | 15.4 samples/s +Step 43050/44000 | Loss: 2.9101 | LR: 5.95e-07 | 1300.8ms/step | 15.4 samples/s +Step 43060/44000 | Loss: 2.9186 | LR: 5.83e-07 | 1299.8ms/step | 15.4 samples/s +Step 43070/44000 | Loss: 2.9337 | LR: 5.70e-07 | 1300.9ms/step | 15.4 samples/s +Step 43080/44000 | Loss: 2.9078 | LR: 5.58e-07 | 1302.3ms/step | 15.4 samples/s +Step 43090/44000 | Loss: 2.8890 | LR: 5.46e-07 | 1299.4ms/step | 15.4 samples/s +Step 43100/44000 | Loss: 2.9041 | LR: 5.34e-07 | 1301.8ms/step | 15.4 samples/s +Step 43110/44000 | Loss: 2.9155 | LR: 5.22e-07 | 1306.2ms/step | 15.3 samples/s +Step 43120/44000 | Loss: 2.9284 | LR: 5.11e-07 | 1304.9ms/step | 15.3 samples/s +Step 43130/44000 | Loss: 2.9326 | LR: 4.99e-07 | 1303.7ms/step | 15.3 samples/s +Step 43140/44000 | Loss: 2.9174 | LR: 4.88e-07 | 1299.4ms/step | 15.4 samples/s +Step 43150/44000 | Loss: 2.9021 | LR: 4.76e-07 | 1298.3ms/step | 15.4 samples/s +Step 43160/44000 | Loss: 2.8997 | LR: 4.65e-07 | 1298.5ms/step | 15.4 samples/s +Step 43170/44000 | Loss: 2.8869 | LR: 4.54e-07 | 1299.2ms/step | 15.4 samples/s +Step 43180/44000 | Loss: 2.8985 | LR: 4.43e-07 | 1303.0ms/step | 15.3 samples/s +Step 43190/44000 | Loss: 2.8946 | LR: 4.33e-07 | 1297.5ms/step | 15.4 samples/s +Step 43200/44000 | Loss: 2.8838 | LR: 4.22e-07 | 1297.0ms/step | 15.4 samples/s +Step 43210/44000 | Loss: 2.9188 | LR: 4.12e-07 | 1296.5ms/step | 15.4 samples/s +Step 43220/44000 | Loss: 2.9059 | LR: 4.01e-07 | 1296.3ms/step | 15.4 samples/s +Step 43230/44000 | Loss: 2.9284 | LR: 3.91e-07 | 1300.6ms/step | 15.4 samples/s +Step 43240/44000 | Loss: 2.9248 | LR: 3.81e-07 | 1302.9ms/step | 15.4 samples/s +Step 43250/44000 | Loss: 2.9284 | LR: 3.71e-07 | 1301.1ms/step | 15.4 samples/s +Validation at step 43250: Loss = 2.9292, Perplexity = 18.71 +Step 43260/44000 | Loss: 2.9203 | LR: 3.61e-07 | 3478.1ms/step | 5.8 samples/s +Step 43270/44000 | Loss: 2.9085 | LR: 3.51e-07 | 1303.8ms/step | 15.3 samples/s +Step 43280/44000 | Loss: 2.9153 | LR: 3.42e-07 | 1303.5ms/step | 15.3 samples/s +Step 43290/44000 | Loss: 2.8999 | LR: 3.32e-07 | 1301.6ms/step | 15.4 samples/s +Step 43300/44000 | Loss: 2.9320 | LR: 3.23e-07 | 1303.1ms/step | 15.3 samples/s +Step 43310/44000 | Loss: 2.9352 | LR: 3.14e-07 | 1304.6ms/step | 15.3 samples/s +Step 43320/44000 | Loss: 2.9404 | LR: 3.05e-07 | 1306.3ms/step | 15.3 samples/s +Step 43330/44000 | Loss: 2.9018 | LR: 2.96e-07 | 1306.0ms/step | 15.3 samples/s +Step 43340/44000 | Loss: 2.9233 | LR: 2.87e-07 | 1306.6ms/step | 15.3 samples/s +Step 43350/44000 | Loss: 2.8992 | LR: 2.79e-07 | 1306.0ms/step | 15.3 samples/s +Step 43360/44000 | Loss: 2.9195 | LR: 2.70e-07 | 1304.4ms/step | 15.3 samples/s +Step 43370/44000 | Loss: 2.9241 | LR: 2.62e-07 | 1303.2ms/step | 15.3 samples/s +Step 43380/44000 | Loss: 2.9170 | LR: 2.53e-07 | 1303.8ms/step | 15.3 samples/s +Step 43390/44000 | Loss: 2.8931 | LR: 2.45e-07 | 1303.6ms/step | 15.3 samples/s +Step 43400/44000 | Loss: 2.9099 | LR: 2.37e-07 | 1300.1ms/step | 15.4 samples/s +Step 43410/44000 | Loss: 2.9070 | LR: 2.30e-07 | 1300.0ms/step | 15.4 samples/s +Step 43420/44000 | Loss: 2.8866 | LR: 2.22e-07 | 1303.3ms/step | 15.3 samples/s +Step 43430/44000 | Loss: 2.9018 | LR: 2.14e-07 | 1302.9ms/step | 15.4 samples/s +Step 43440/44000 | Loss: 2.9483 | LR: 2.07e-07 | 1302.2ms/step | 15.4 samples/s +Step 43450/44000 | Loss: 2.9289 | LR: 1.99e-07 | 1303.2ms/step | 15.3 samples/s +Step 43460/44000 | Loss: 2.9204 | LR: 1.92e-07 | 1302.9ms/step | 15.3 samples/s +Step 43470/44000 | Loss: 2.9220 | LR: 1.85e-07 | 1303.7ms/step | 15.3 samples/s +Step 43480/44000 | Loss: 2.8895 | LR: 1.78e-07 | 1305.2ms/step | 15.3 samples/s +Step 43490/44000 | Loss: 2.9064 | LR: 1.72e-07 | 1305.0ms/step | 15.3 samples/s +Step 43500/44000 | Loss: 2.9483 | LR: 1.65e-07 | 1305.7ms/step | 15.3 samples/s +Validation at step 43500: Loss = 2.9292, Perplexity = 18.71 +Step 43510/44000 | Loss: 2.9143 | LR: 1.58e-07 | 3484.0ms/step | 5.7 samples/s +Step 43520/44000 | Loss: 2.9356 | LR: 1.52e-07 | 1306.0ms/step | 15.3 samples/s +Step 43530/44000 | Loss: 2.8970 | LR: 1.46e-07 | 1303.7ms/step | 15.3 samples/s +Step 43540/44000 | Loss: 2.8847 | LR: 1.40e-07 | 1303.6ms/step | 15.3 samples/s +Step 43550/44000 | Loss: 2.9071 | LR: 1.34e-07 | 1304.7ms/step | 15.3 samples/s +Step 43560/44000 | Loss: 2.9089 | LR: 1.28e-07 | 1303.1ms/step | 15.3 samples/s +Step 43570/44000 | Loss: 2.9062 | LR: 1.22e-07 | 1300.6ms/step | 15.4 samples/s +Step 43580/44000 | Loss: 2.9321 | LR: 1.16e-07 | 1299.9ms/step | 15.4 samples/s +Step 43590/44000 | Loss: 2.9075 | LR: 1.11e-07 | 1300.1ms/step | 15.4 samples/s +Step 43600/44000 | Loss: 2.9202 | LR: 1.06e-07 | 1304.3ms/step | 15.3 samples/s +Step 43610/44000 | Loss: 2.8666 | LR: 1.00e-07 | 1304.8ms/step | 15.3 samples/s +Step 43620/44000 | Loss: 2.9047 | LR: 9.52e-08 | 1305.0ms/step | 15.3 samples/s +Step 43630/44000 | Loss: 2.8965 | LR: 9.03e-08 | 1306.0ms/step | 15.3 samples/s +Step 43640/44000 | Loss: 2.9139 | LR: 8.55e-08 | 1305.0ms/step | 15.3 samples/s +Step 43650/44000 | Loss: 2.9167 | LR: 8.08e-08 | 1305.1ms/step | 15.3 samples/s +Step 43660/44000 | Loss: 2.9175 | LR: 7.62e-08 | 1304.9ms/step | 15.3 samples/s +Step 43670/44000 | Loss: 2.9234 | LR: 7.18e-08 | 1304.8ms/step | 15.3 samples/s +Step 43680/44000 | Loss: 2.9309 | LR: 6.75e-08 | 1306.1ms/step | 15.3 samples/s +Step 43690/44000 | Loss: 2.8931 | LR: 6.34e-08 | 1305.8ms/step | 15.3 samples/s +Step 43700/44000 | Loss: 2.9133 | LR: 5.94e-08 | 1306.4ms/step | 15.3 samples/s +Step 43710/44000 | Loss: 2.9321 | LR: 5.55e-08 | 1309.0ms/step | 15.3 samples/s +Step 43720/44000 | Loss: 2.8999 | LR: 5.17e-08 | 1305.3ms/step | 15.3 samples/s +Step 43730/44000 | Loss: 2.9373 | LR: 4.81e-08 | 1303.8ms/step | 15.3 samples/s +Step 43740/44000 | Loss: 2.9449 | LR: 4.46e-08 | 1305.8ms/step | 15.3 samples/s +Step 43750/44000 | Loss: 2.9165 | LR: 4.12e-08 | 1305.9ms/step | 15.3 samples/s +Validation at step 43750: Loss = 2.9292, Perplexity = 18.71 +Step 43760/44000 | Loss: 2.9350 | LR: 3.80e-08 | 3490.0ms/step | 5.7 samples/s +Step 43770/44000 | Loss: 2.9329 | LR: 3.49e-08 | 1304.8ms/step | 15.3 samples/s +Step 43780/44000 | Loss: 2.9137 | LR: 3.19e-08 | 1304.3ms/step | 15.3 samples/s +Step 43790/44000 | Loss: 2.9022 | LR: 2.91e-08 | 1304.5ms/step | 15.3 samples/s +Step 43800/44000 | Loss: 2.9058 | LR: 2.64e-08 | 1306.3ms/step | 15.3 samples/s +Step 43810/44000 | Loss: 2.9128 | LR: 2.38e-08 | 1305.8ms/step | 15.3 samples/s +Step 43820/44000 | Loss: 2.9058 | LR: 2.14e-08 | 1300.1ms/step | 15.4 samples/s +Step 43830/44000 | Loss: 2.9290 | LR: 1.91e-08 | 1300.3ms/step | 15.4 samples/s +Step 43840/44000 | Loss: 2.9145 | LR: 1.69e-08 | 1300.6ms/step | 15.4 samples/s +Step 43850/44000 | Loss: 2.9056 | LR: 1.48e-08 | 1302.0ms/step | 15.4 samples/s +Step 43860/44000 | Loss: 2.9169 | LR: 1.29e-08 | 1303.0ms/step | 15.3 samples/s +Step 43870/44000 | Loss: 2.9328 | LR: 1.11e-08 | 1303.4ms/step | 15.3 samples/s +Step 43880/44000 | Loss: 2.9483 | LR: 9.50e-09 | 1304.7ms/step | 15.3 samples/s +Step 43890/44000 | Loss: 2.9044 | LR: 7.98e-09 | 1303.7ms/step | 15.3 samples/s +Step 43900/44000 | Loss: 2.9136 | LR: 6.60e-09 | 1300.9ms/step | 15.4 samples/s +Step 43910/44000 | Loss: 2.9176 | LR: 5.34e-09 | 1300.3ms/step | 15.4 samples/s +Step 43920/44000 | Loss: 2.9011 | LR: 4.22e-09 | 1303.1ms/step | 15.3 samples/s +Step 43930/44000 | Loss: 2.8947 | LR: 3.23e-09 | 1301.8ms/step | 15.4 samples/s +Step 43940/44000 | Loss: 2.9031 | LR: 2.37e-09 | 1300.2ms/step | 15.4 samples/s +Step 43950/44000 | Loss: 2.9163 | LR: 1.65e-09 | 1299.6ms/step | 15.4 samples/s +Step 43960/44000 | Loss: 2.8970 | LR: 1.06e-09 | 1300.2ms/step | 15.4 samples/s +Step 43970/44000 | Loss: 2.9250 | LR: 5.94e-10 | 1302.1ms/step | 15.4 samples/s +Step 43980/44000 | Loss: 2.9284 | LR: 2.64e-10 | 1303.3ms/step | 15.3 samples/s +Step 43990/44000 | Loss: 2.9200 | LR: 6.60e-11 | 1305.9ms/step | 15.3 samples/s +Step 44000/44000 | Loss: 2.9605 | LR: 0.00e+00 | 1304.7ms/step | 15.3 samples/s +Validation at step 44000: Loss = 2.9292, Perplexity = 18.71 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-44000 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed42/run_20260821_164416/checkpoint-44000 diff --git a/epfl_final/SparseAtt/wandb/run-20260822_042228-bsc91ke5/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260822_042228-bsc91ke5/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c3e38c4cce87cb53d52f45f6ac8cbf8688a7d92 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260822_042228-bsc91ke5/files/requirements.txt @@ -0,0 +1,142 @@ +pip==26.0.1 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cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-b87e8111-63b6-b364-28b9-c4ce747aec08 + host: h100-workspace-4-gpu-3-0-8 + memory: + total: "1623005732864" + os: Linux-6.8.0-124-generic-x86_64-with-glibc2.35 + program: /mloscratch/homes/navasard/sparse/SparseAtt/train.py + python: CPython 3.13.13 + root: /mloscratch/homes/navasard/sparse/SparseAtt + startedAt: "2026-08-22T04:22:28.900203Z" + writerId: qw8e8hdt66njwfipf4is9wc0gyoth8ew + m: [] + python_version: 3.13.13 + t: + "1": + - 1 + - 5 + - 11 + - 49 + - 51 + - 53 + - 71 + "2": + - 1 + - 5 + - 11 + - 49 + - 51 + - 53 + - 71 + "3": + - 2 + - 5 + - 13 + - 14 + - 15 + - 16 + - 61 + - 62 + "4": 3.13.13 + "5": 0.26.1 + "6": 5.7.0 + "12": 0.26.1 + "13": linux-x86_64 +attention_dropout: + value: null +attention_type: + value: sparse_stochastic +checkpoint_activations: + value: false +dense_mode: + value: false +dense_step_intervals: + value: null +eval_batches: + value: 50 +eval_steps: + value: 250 +force_new_run: + value: false +gradient_accumulation_steps: + value: 10 +head_dim: + value: null +hidden_size: + value: 768 +init_from_scratch: + value: true +intermediate_size: + value: 3072 +learning_rate: + value: 0.0005 +logging_steps: + value: 10 +lr_scheduler: + value: cosine +max_grad_norm: + value: 1 +max_seq_length: + value: 8192 +max_steps: + value: 44000 +mixed_precision: + value: bf16 +model_dtype: + value: bfloat16 +model_path: + value: /mloscratch/homes/navasard/qwen3_06b_base +num_attention_heads: + value: 6 +num_epochs: + value: 1 +num_hidden_layers: + value: 28 +num_key_value_heads: + value: 2 +num_workers: + value: 8 +output_dir: + value: /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417 +per_device_batch_size: + value: 2 +resume_from_checkpoint: + value: /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-20000 +rope_train_position_scale_set: + value: null +save_steps: + value: 1000 +seed: + value: 43 +sparse_block_size: + value: 128 +sparse_layer_indices: + value: null +sparse_mask_cache_dir: + value: /mloscratch/homes/navasard/sparse/mask_cache_8k_static_nrb35_s1 +sparse_mask_pool_size: + value: 1 +sparse_mask_seed: + value: 1 +sparse_mixed_nrb_set: + value: null +sparse_num_random_blocks: + value: 35 +sparse_val_dense_compare: + value: false +strategy: + value: ddp +train_path: + value: /mloscratch/homes/navasard/data/fineweb_large/tokenized +val_path: + value: null +verbose: + value: true +wandb_enabled: + value: true +wandb_name: + value: P1 resume 365m static 8k nrb35 seed43 +wandb_project: + value: stochastic_sparsity +wandb_tags: + value: + - p1 + - structured-control + - qwen3 + - 365m + - 8k + - static + - nrb35 + - seed43 + - resume + - h1004 + - step20000 +warmup_steps: + value: 750 +weight_decay: + value: 0.01 diff --git a/epfl_final/SparseAtt/wandb/run-20260822_042228-ino9n2jx/files/output.log b/epfl_final/SparseAtt/wandb/run-20260822_042228-ino9n2jx/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..c5d96c0ac96c79c30cff655ec8f2505cc68f2372 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260822_042228-ino9n2jx/files/output.log @@ -0,0 +1,2533 @@ +Starting training... +Validation at step 20000: Loss = 2.9897, Perplexity = 19.88 +wandb: WARNING Tried to log to step 20000 that is less than the current step 20081. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Switching attention mode for step 20001: sparse_stochastic (configured sparse attention) +Step 20010/44000 | Loss: 2.9986 | LR: 2.93e-04 | 50195.2ms/step | 0.4 samples/s +wandb: WARNING Tried to log to step 20010 that is less than the current step 20081. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20020/44000 | Loss: 2.9961 | LR: 2.93e-04 | 1315.7ms/step | 15.2 samples/s +wandb: WARNING Tried to log to step 20020 that is less than the current step 20081. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20030/44000 | Loss: 2.9699 | LR: 2.92e-04 | 1319.7ms/step | 15.2 samples/s +wandb: WARNING Tried to log to step 20030 that is less than the current step 20081. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20040/44000 | Loss: 2.9922 | LR: 2.92e-04 | 1321.2ms/step | 15.1 samples/s +wandb: WARNING Tried to log to step 20040 that is less than the current step 20081. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20050/44000 | Loss: 3.0070 | LR: 2.92e-04 | 1324.0ms/step | 15.1 samples/s +wandb: WARNING Tried to log to step 20050 that is less than the current step 20081. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20060/44000 | Loss: 2.9821 | LR: 2.92e-04 | 1325.2ms/step | 15.1 samples/s +wandb: WARNING Tried to log to step 20060 that is less than the current step 20081. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20070/44000 | Loss: 3.0399 | LR: 2.92e-04 | 1323.1ms/step | 15.1 samples/s +wandb: WARNING Tried to log to step 20070 that is less than the current step 20081. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20080/44000 | Loss: 2.9997 | LR: 2.91e-04 | 1323.4ms/step | 15.1 samples/s +wandb: WARNING Tried to log to step 20080 that is less than the current step 20081. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20090/44000 | Loss: 2.9958 | LR: 2.91e-04 | 1326.2ms/step | 15.1 samples/s +Step 20100/44000 | Loss: 2.9930 | LR: 2.91e-04 | 1325.6ms/step | 15.1 samples/s +Step 20110/44000 | Loss: 2.9954 | LR: 2.91e-04 | 1325.4ms/step | 15.1 samples/s +Step 20120/44000 | Loss: 3.0133 | LR: 2.91e-04 | 1326.3ms/step | 15.1 samples/s +Step 20130/44000 | Loss: 2.9888 | LR: 2.91e-04 | 1324.7ms/step | 15.1 samples/s +Step 20140/44000 | Loss: 2.9933 | LR: 2.90e-04 | 1325.2ms/step | 15.1 samples/s +Step 20150/44000 | Loss: 3.0131 | LR: 2.90e-04 | 1326.5ms/step | 15.1 samples/s +Step 20160/44000 | Loss: 2.9853 | LR: 2.90e-04 | 1326.7ms/step | 15.1 samples/s +Step 20170/44000 | Loss: 3.0012 | LR: 2.90e-04 | 1328.8ms/step | 15.1 samples/s +Step 20180/44000 | Loss: 3.0001 | LR: 2.90e-04 | 1330.9ms/step | 15.0 samples/s +Step 20190/44000 | Loss: 3.0243 | LR: 2.90e-04 | 1329.3ms/step | 15.0 samples/s +Step 20200/44000 | Loss: 2.9911 | LR: 2.89e-04 | 1330.7ms/step | 15.0 samples/s +Step 20210/44000 | Loss: 2.9814 | LR: 2.89e-04 | 1330.7ms/step | 15.0 samples/s +Step 20220/44000 | Loss: 2.9959 | LR: 2.89e-04 | 1325.8ms/step | 15.1 samples/s +Step 20230/44000 | Loss: 3.0051 | LR: 2.89e-04 | 1324.6ms/step | 15.1 samples/s +Step 20240/44000 | Loss: 2.9735 | LR: 2.89e-04 | 1325.9ms/step | 15.1 samples/s +Step 20250/44000 | Loss: 2.9814 | LR: 2.88e-04 | 1323.9ms/step | 15.1 samples/s +Validation at step 20250: Loss = 2.9876, Perplexity = 19.84 +Step 20260/44000 | Loss: 2.9857 | LR: 2.88e-04 | 3558.6ms/step | 5.6 samples/s +Step 20270/44000 | Loss: 2.9893 | LR: 2.88e-04 | 1331.7ms/step | 15.0 samples/s +Step 20280/44000 | Loss: 3.0163 | LR: 2.88e-04 | 1330.9ms/step | 15.0 samples/s +Step 20290/44000 | Loss: 2.9859 | LR: 2.88e-04 | 1333.5ms/step | 15.0 samples/s +Step 20300/44000 | Loss: 3.0004 | LR: 2.88e-04 | 1335.2ms/step | 15.0 samples/s +Step 20310/44000 | Loss: 2.9891 | LR: 2.87e-04 | 1330.7ms/step | 15.0 samples/s +Step 20320/44000 | Loss: 3.0236 | LR: 2.87e-04 | 1330.8ms/step | 15.0 samples/s +Step 20330/44000 | Loss: 2.9931 | LR: 2.87e-04 | 1332.2ms/step | 15.0 samples/s +Step 20340/44000 | Loss: 2.9754 | LR: 2.87e-04 | 1332.4ms/step | 15.0 samples/s +Step 20350/44000 | Loss: 2.9769 | LR: 2.87e-04 | 1331.5ms/step | 15.0 samples/s +Step 20360/44000 | Loss: 2.9747 | LR: 2.86e-04 | 1328.6ms/step | 15.1 samples/s +Step 20370/44000 | Loss: 3.0016 | LR: 2.86e-04 | 1330.3ms/step | 15.0 samples/s +Step 20380/44000 | Loss: 3.0054 | LR: 2.86e-04 | 1329.9ms/step | 15.0 samples/s +Step 20390/44000 | Loss: 3.0157 | LR: 2.86e-04 | 1331.3ms/step | 15.0 samples/s +Step 20400/44000 | Loss: 3.0284 | LR: 2.86e-04 | 1332.1ms/step | 15.0 samples/s +Step 20410/44000 | Loss: 2.9974 | LR: 2.86e-04 | 1334.1ms/step | 15.0 samples/s +Step 20420/44000 | Loss: 3.0001 | LR: 2.85e-04 | 1333.3ms/step | 15.0 samples/s +Step 20430/44000 | Loss: 2.9862 | LR: 2.85e-04 | 1331.8ms/step | 15.0 samples/s +Step 20440/44000 | Loss: 3.0084 | LR: 2.85e-04 | 1330.0ms/step | 15.0 samples/s +Step 20450/44000 | Loss: 3.0092 | LR: 2.85e-04 | 1330.9ms/step | 15.0 samples/s +Step 20460/44000 | Loss: 2.9875 | LR: 2.85e-04 | 1333.7ms/step | 15.0 samples/s +Step 20470/44000 | Loss: 2.9468 | LR: 2.84e-04 | 1332.7ms/step | 15.0 samples/s +Step 20480/44000 | Loss: 2.9786 | LR: 2.84e-04 | 1329.2ms/step | 15.0 samples/s +Step 20490/44000 | Loss: 2.9838 | LR: 2.84e-04 | 1328.7ms/step | 15.1 samples/s +Step 20500/44000 | Loss: 2.9911 | LR: 2.84e-04 | 1327.8ms/step | 15.1 samples/s +Validation at step 20500: Loss = 2.9840, Perplexity = 19.77 +Step 20510/44000 | Loss: 3.0086 | LR: 2.84e-04 | 3560.2ms/step | 5.6 samples/s +Step 20520/44000 | Loss: 3.0146 | LR: 2.84e-04 | 1330.5ms/step | 15.0 samples/s +Step 20530/44000 | Loss: 2.9891 | LR: 2.83e-04 | 1328.8ms/step | 15.1 samples/s +Step 20540/44000 | Loss: 2.9620 | LR: 2.83e-04 | 1330.6ms/step | 15.0 samples/s +Step 20550/44000 | Loss: 3.0127 | LR: 2.83e-04 | 1331.5ms/step | 15.0 samples/s +Step 20560/44000 | Loss: 3.0055 | LR: 2.83e-04 | 1331.5ms/step | 15.0 samples/s +Step 20570/44000 | Loss: 2.9711 | LR: 2.83e-04 | 1329.1ms/step | 15.0 samples/s +Step 20580/44000 | Loss: 2.9933 | LR: 2.83e-04 | 1330.1ms/step | 15.0 samples/s +Step 20590/44000 | Loss: 3.0045 | LR: 2.82e-04 | 1333.4ms/step | 15.0 samples/s +Step 20600/44000 | Loss: 2.9745 | LR: 2.82e-04 | 1331.8ms/step | 15.0 samples/s +Step 20610/44000 | Loss: 3.0337 | LR: 2.82e-04 | 1336.5ms/step | 15.0 samples/s +Step 20620/44000 | Loss: 2.9625 | LR: 2.82e-04 | 1334.4ms/step | 15.0 samples/s +Step 20630/44000 | Loss: 2.9862 | LR: 2.82e-04 | 1333.5ms/step | 15.0 samples/s +Step 20640/44000 | Loss: 3.0084 | LR: 2.81e-04 | 1334.8ms/step | 15.0 samples/s +Step 20650/44000 | Loss: 2.9654 | LR: 2.81e-04 | 1334.7ms/step | 15.0 samples/s +Step 20660/44000 | Loss: 3.0104 | LR: 2.81e-04 | 1336.3ms/step | 15.0 samples/s +Step 20670/44000 | Loss: 2.9919 | LR: 2.81e-04 | 1334.8ms/step | 15.0 samples/s +Step 20680/44000 | Loss: 3.0089 | LR: 2.81e-04 | 1337.0ms/step | 15.0 samples/s +Step 20690/44000 | Loss: 2.9859 | LR: 2.81e-04 | 1338.3ms/step | 14.9 samples/s +Step 20700/44000 | Loss: 2.9836 | LR: 2.80e-04 | 1335.2ms/step | 15.0 samples/s +Step 20710/44000 | Loss: 2.9840 | LR: 2.80e-04 | 1333.4ms/step | 15.0 samples/s +Step 20720/44000 | Loss: 2.9892 | LR: 2.80e-04 | 1332.0ms/step | 15.0 samples/s +Step 20730/44000 | Loss: 2.9686 | LR: 2.80e-04 | 1333.9ms/step | 15.0 samples/s +Step 20740/44000 | Loss: 2.9654 | LR: 2.80e-04 | 1333.1ms/step | 15.0 samples/s +Step 20750/44000 | Loss: 3.0087 | LR: 2.79e-04 | 1334.4ms/step | 15.0 samples/s +Validation at step 20750: Loss = 2.9817, Perplexity = 19.72 +Step 20760/44000 | Loss: 3.0043 | LR: 2.79e-04 | 3574.4ms/step | 5.6 samples/s +Step 20770/44000 | Loss: 3.0064 | LR: 2.79e-04 | 1336.3ms/step | 15.0 samples/s +Step 20780/44000 | Loss: 3.0341 | LR: 2.79e-04 | 1338.5ms/step | 14.9 samples/s +Step 20790/44000 | Loss: 3.0156 | LR: 2.79e-04 | 1336.6ms/step | 15.0 samples/s +Step 20800/44000 | Loss: 2.9946 | LR: 2.79e-04 | 1336.8ms/step | 15.0 samples/s +Step 20810/44000 | Loss: 2.9695 | LR: 2.78e-04 | 1336.7ms/step | 15.0 samples/s +Step 20820/44000 | Loss: 3.0036 | LR: 2.78e-04 | 1335.0ms/step | 15.0 samples/s +Step 20830/44000 | Loss: 2.9671 | LR: 2.78e-04 | 1334.9ms/step | 15.0 samples/s +Step 20840/44000 | Loss: 2.9991 | LR: 2.78e-04 | 1338.2ms/step | 14.9 samples/s +Step 20850/44000 | Loss: 2.9785 | LR: 2.78e-04 | 1337.0ms/step | 15.0 samples/s +Step 20860/44000 | Loss: 2.9935 | LR: 2.77e-04 | 1337.0ms/step | 15.0 samples/s +Step 20870/44000 | Loss: 3.0206 | LR: 2.77e-04 | 1337.3ms/step | 15.0 samples/s +Step 20880/44000 | Loss: 2.9721 | LR: 2.77e-04 | 1335.0ms/step | 15.0 samples/s +Step 20890/44000 | Loss: 2.9645 | LR: 2.77e-04 | 1333.8ms/step | 15.0 samples/s +Step 20900/44000 | Loss: 2.9756 | LR: 2.77e-04 | 1334.7ms/step | 15.0 samples/s +Step 20910/44000 | Loss: 2.9771 | LR: 2.77e-04 | 1334.2ms/step | 15.0 samples/s +Step 20920/44000 | Loss: 3.0288 | LR: 2.76e-04 | 1336.0ms/step | 15.0 samples/s +Step 20930/44000 | Loss: 2.9884 | LR: 2.76e-04 | 1334.9ms/step | 15.0 samples/s +Step 20940/44000 | Loss: 2.9953 | LR: 2.76e-04 | 1333.9ms/step | 15.0 samples/s +Step 20950/44000 | Loss: 2.9835 | LR: 2.76e-04 | 1334.1ms/step | 15.0 samples/s +Step 20960/44000 | Loss: 2.9939 | LR: 2.76e-04 | 1334.1ms/step | 15.0 samples/s +Step 20970/44000 | Loss: 2.9894 | LR: 2.75e-04 | 1335.1ms/step | 15.0 samples/s +Step 20980/44000 | Loss: 3.0074 | LR: 2.75e-04 | 1336.7ms/step | 15.0 samples/s +Step 20990/44000 | Loss: 3.0025 | LR: 2.75e-04 | 1339.0ms/step | 14.9 samples/s +Step 21000/44000 | Loss: 2.9827 | LR: 2.75e-04 | 1336.3ms/step | 15.0 samples/s +Validation at step 21000: Loss = 2.9786, Perplexity = 19.66 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-21000 +Step 21010/44000 | Loss: 2.9855 | LR: 2.75e-04 | 3871.8ms/step | 5.2 samples/s +Step 21020/44000 | Loss: 3.0188 | LR: 2.75e-04 | 1325.3ms/step | 15.1 samples/s +Step 21030/44000 | Loss: 2.9672 | LR: 2.74e-04 | 1330.0ms/step | 15.0 samples/s +Step 21040/44000 | Loss: 2.9668 | LR: 2.74e-04 | 1331.0ms/step | 15.0 samples/s +Step 21050/44000 | Loss: 3.0083 | LR: 2.74e-04 | 1328.4ms/step | 15.1 samples/s +Step 21060/44000 | Loss: 3.0208 | LR: 2.74e-04 | 1331.2ms/step | 15.0 samples/s +Step 21070/44000 | Loss: 2.9723 | LR: 2.74e-04 | 1331.1ms/step | 15.0 samples/s +Step 21080/44000 | Loss: 3.0019 | LR: 2.73e-04 | 1329.9ms/step | 15.0 samples/s +Step 21090/44000 | Loss: 2.9782 | LR: 2.73e-04 | 1330.1ms/step | 15.0 samples/s +Step 21100/44000 | Loss: 2.9968 | LR: 2.73e-04 | 1332.0ms/step | 15.0 samples/s +Step 21110/44000 | Loss: 2.9555 | LR: 2.73e-04 | 1331.1ms/step | 15.0 samples/s +Step 21120/44000 | Loss: 3.0118 | LR: 2.73e-04 | 1330.9ms/step | 15.0 samples/s +Step 21130/44000 | Loss: 2.9953 | LR: 2.73e-04 | 1333.5ms/step | 15.0 samples/s +Step 21140/44000 | Loss: 3.0097 | LR: 2.72e-04 | 1332.7ms/step | 15.0 samples/s +Step 21150/44000 | Loss: 3.0195 | LR: 2.72e-04 | 1331.6ms/step | 15.0 samples/s +Step 21160/44000 | Loss: 2.9847 | LR: 2.72e-04 | 1333.8ms/step | 15.0 samples/s +Step 21170/44000 | Loss: 3.0025 | LR: 2.72e-04 | 1332.8ms/step | 15.0 samples/s +Step 21180/44000 | Loss: 2.9951 | LR: 2.72e-04 | 1331.6ms/step | 15.0 samples/s +Step 21190/44000 | Loss: 2.9903 | LR: 2.71e-04 | 1328.2ms/step | 15.1 samples/s +Step 21200/44000 | Loss: 2.9814 | LR: 2.71e-04 | 1331.6ms/step | 15.0 samples/s +Step 21210/44000 | Loss: 2.9629 | LR: 2.71e-04 | 1332.0ms/step | 15.0 samples/s +Step 21220/44000 | Loss: 2.9708 | LR: 2.71e-04 | 1331.6ms/step | 15.0 samples/s +Step 21230/44000 | Loss: 2.9764 | LR: 2.71e-04 | 1332.2ms/step | 15.0 samples/s +Step 21240/44000 | Loss: 2.9890 | LR: 2.71e-04 | 1332.9ms/step | 15.0 samples/s +Step 21250/44000 | Loss: 2.9842 | LR: 2.70e-04 | 1330.4ms/step | 15.0 samples/s +Validation at step 21250: Loss = 2.9764, Perplexity = 19.62 +Step 21260/44000 | Loss: 2.9997 | LR: 2.70e-04 | 3552.1ms/step | 5.6 samples/s +Step 21270/44000 | Loss: 2.9773 | LR: 2.70e-04 | 1330.5ms/step | 15.0 samples/s +Step 21280/44000 | Loss: 2.9613 | LR: 2.70e-04 | 1329.2ms/step | 15.0 samples/s +Step 21290/44000 | Loss: 2.9751 | LR: 2.70e-04 | 1330.3ms/step | 15.0 samples/s +Step 21300/44000 | Loss: 2.9538 | LR: 2.70e-04 | 1332.0ms/step | 15.0 samples/s +Step 21310/44000 | Loss: 2.9925 | LR: 2.69e-04 | 1335.9ms/step | 15.0 samples/s +Step 21320/44000 | Loss: 2.9884 | LR: 2.69e-04 | 1332.9ms/step | 15.0 samples/s +Step 21330/44000 | Loss: 2.9742 | LR: 2.69e-04 | 1331.2ms/step | 15.0 samples/s +Step 21340/44000 | Loss: 2.9771 | LR: 2.69e-04 | 1330.9ms/step | 15.0 samples/s +Step 21350/44000 | Loss: 2.9873 | LR: 2.69e-04 | 1327.4ms/step | 15.1 samples/s +Step 21360/44000 | Loss: 2.9758 | LR: 2.68e-04 | 1329.1ms/step | 15.0 samples/s +Step 21370/44000 | Loss: 3.0001 | LR: 2.68e-04 | 1327.8ms/step | 15.1 samples/s +Step 21380/44000 | Loss: 2.9909 | LR: 2.68e-04 | 1329.8ms/step | 15.0 samples/s +Step 21390/44000 | Loss: 2.9451 | LR: 2.68e-04 | 1330.5ms/step | 15.0 samples/s +Step 21400/44000 | Loss: 2.9794 | LR: 2.68e-04 | 1331.2ms/step | 15.0 samples/s +Step 21410/44000 | Loss: 2.9852 | LR: 2.68e-04 | 1333.1ms/step | 15.0 samples/s +Step 21420/44000 | Loss: 2.9965 | LR: 2.67e-04 | 1332.8ms/step | 15.0 samples/s +Step 21430/44000 | Loss: 2.9896 | LR: 2.67e-04 | 1335.4ms/step | 15.0 samples/s +Step 21440/44000 | Loss: 3.0153 | LR: 2.67e-04 | 1334.3ms/step | 15.0 samples/s +Step 21450/44000 | Loss: 2.9524 | LR: 2.67e-04 | 1336.4ms/step | 15.0 samples/s +Step 21460/44000 | Loss: 2.9815 | LR: 2.67e-04 | 1331.9ms/step | 15.0 samples/s +Step 21470/44000 | Loss: 2.9966 | LR: 2.66e-04 | 1332.5ms/step | 15.0 samples/s +Step 21480/44000 | Loss: 2.9871 | LR: 2.66e-04 | 1335.5ms/step | 15.0 samples/s +Step 21490/44000 | Loss: 2.9667 | LR: 2.66e-04 | 1330.1ms/step | 15.0 samples/s +Step 21500/44000 | Loss: 2.9601 | LR: 2.66e-04 | 1331.6ms/step | 15.0 samples/s +Validation at step 21500: Loss = 2.9737, Perplexity = 19.56 +Step 21510/44000 | Loss: 2.9550 | LR: 2.66e-04 | 3560.9ms/step | 5.6 samples/s +Step 21520/44000 | Loss: 2.9617 | LR: 2.66e-04 | 1333.9ms/step | 15.0 samples/s +Step 21530/44000 | Loss: 2.9454 | LR: 2.65e-04 | 1333.7ms/step | 15.0 samples/s +Step 21540/44000 | Loss: 2.9715 | LR: 2.65e-04 | 1331.0ms/step | 15.0 samples/s +Step 21550/44000 | Loss: 2.9890 | LR: 2.65e-04 | 1330.1ms/step | 15.0 samples/s +Step 21560/44000 | Loss: 3.0076 | LR: 2.65e-04 | 1331.0ms/step | 15.0 samples/s +Step 21570/44000 | Loss: 3.0082 | LR: 2.65e-04 | 1331.1ms/step | 15.0 samples/s +Step 21580/44000 | Loss: 3.0000 | LR: 2.64e-04 | 1332.4ms/step | 15.0 samples/s +Step 21590/44000 | Loss: 2.9629 | LR: 2.64e-04 | 1331.8ms/step | 15.0 samples/s +Step 21600/44000 | Loss: 2.9663 | LR: 2.64e-04 | 1331.9ms/step | 15.0 samples/s +Step 21610/44000 | Loss: 2.9850 | LR: 2.64e-04 | 1332.6ms/step | 15.0 samples/s +Step 21620/44000 | Loss: 2.9937 | LR: 2.64e-04 | 1331.6ms/step | 15.0 samples/s +Step 21630/44000 | Loss: 3.0043 | LR: 2.64e-04 | 1335.1ms/step | 15.0 samples/s +Step 21640/44000 | Loss: 2.9633 | LR: 2.63e-04 | 1337.4ms/step | 15.0 samples/s +Step 21650/44000 | Loss: 2.9863 | LR: 2.63e-04 | 1334.3ms/step | 15.0 samples/s +Step 21660/44000 | Loss: 2.9560 | LR: 2.63e-04 | 1335.9ms/step | 15.0 samples/s +Step 21670/44000 | Loss: 2.9959 | LR: 2.63e-04 | 1333.7ms/step | 15.0 samples/s +Step 21680/44000 | Loss: 2.9607 | LR: 2.63e-04 | 1332.2ms/step | 15.0 samples/s +Step 21690/44000 | Loss: 2.9489 | LR: 2.62e-04 | 1334.4ms/step | 15.0 samples/s +Step 21700/44000 | Loss: 2.9782 | LR: 2.62e-04 | 1335.1ms/step | 15.0 samples/s +Step 21710/44000 | Loss: 2.9472 | LR: 2.62e-04 | 1335.4ms/step | 15.0 samples/s +Step 21720/44000 | Loss: 2.9865 | LR: 2.62e-04 | 1335.0ms/step | 15.0 samples/s +Step 21730/44000 | Loss: 2.9807 | LR: 2.62e-04 | 1335.1ms/step | 15.0 samples/s +Step 21740/44000 | Loss: 2.9681 | LR: 2.62e-04 | 1333.7ms/step | 15.0 samples/s +Step 21750/44000 | Loss: 2.9759 | LR: 2.61e-04 | 1337.6ms/step | 15.0 samples/s +Validation at step 21750: Loss = 2.9718, Perplexity = 19.53 +Step 21760/44000 | Loss: 2.9665 | LR: 2.61e-04 | 3567.0ms/step | 5.6 samples/s +Step 21770/44000 | Loss: 2.9790 | LR: 2.61e-04 | 1331.2ms/step | 15.0 samples/s +Step 21780/44000 | Loss: 2.9633 | LR: 2.61e-04 | 1334.7ms/step | 15.0 samples/s +Step 21790/44000 | Loss: 2.9635 | LR: 2.61e-04 | 1337.0ms/step | 15.0 samples/s +Step 21800/44000 | Loss: 2.9847 | LR: 2.60e-04 | 1334.8ms/step | 15.0 samples/s +Step 21810/44000 | Loss: 2.9809 | LR: 2.60e-04 | 1336.1ms/step | 15.0 samples/s +Step 21820/44000 | Loss: 2.9939 | LR: 2.60e-04 | 1335.4ms/step | 15.0 samples/s +Step 21830/44000 | Loss: 2.9897 | LR: 2.60e-04 | 1335.6ms/step | 15.0 samples/s +Step 21840/44000 | Loss: 2.9848 | LR: 2.60e-04 | 1336.6ms/step | 15.0 samples/s +Step 21850/44000 | Loss: 2.9675 | LR: 2.60e-04 | 1334.0ms/step | 15.0 samples/s +Step 21860/44000 | Loss: 2.9994 | LR: 2.59e-04 | 1334.2ms/step | 15.0 samples/s +Step 21870/44000 | Loss: 2.9836 | LR: 2.59e-04 | 1333.5ms/step | 15.0 samples/s +Step 21880/44000 | Loss: 3.0124 | LR: 2.59e-04 | 1331.3ms/step | 15.0 samples/s +Step 21890/44000 | Loss: 2.9981 | LR: 2.59e-04 | 1333.7ms/step | 15.0 samples/s +Step 21900/44000 | Loss: 2.9685 | LR: 2.59e-04 | 1332.1ms/step | 15.0 samples/s +Step 21910/44000 | Loss: 2.9689 | LR: 2.58e-04 | 1333.9ms/step | 15.0 samples/s +Step 21920/44000 | Loss: 2.9486 | LR: 2.58e-04 | 1331.7ms/step | 15.0 samples/s +Step 21930/44000 | Loss: 2.9853 | LR: 2.58e-04 | 1332.5ms/step | 15.0 samples/s +Step 21940/44000 | Loss: 2.9925 | LR: 2.58e-04 | 1335.9ms/step | 15.0 samples/s +Step 21950/44000 | Loss: 3.0019 | LR: 2.58e-04 | 1336.5ms/step | 15.0 samples/s +Step 21960/44000 | Loss: 2.9764 | LR: 2.58e-04 | 1337.8ms/step | 14.9 samples/s +Step 21970/44000 | Loss: 3.0070 | LR: 2.57e-04 | 1336.1ms/step | 15.0 samples/s +Step 21980/44000 | Loss: 2.9440 | LR: 2.57e-04 | 1334.5ms/step | 15.0 samples/s +Step 21990/44000 | Loss: 2.9816 | LR: 2.57e-04 | 1337.9ms/step | 14.9 samples/s +Step 22000/44000 | Loss: 2.9663 | LR: 2.57e-04 | 1335.0ms/step | 15.0 samples/s +Validation at step 22000: Loss = 2.9691, Perplexity = 19.47 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-22000 +Step 22010/44000 | Loss: 2.9713 | LR: 2.57e-04 | 3861.2ms/step | 5.2 samples/s +Step 22020/44000 | Loss: 2.9807 | LR: 2.56e-04 | 1326.3ms/step | 15.1 samples/s +Step 22030/44000 | Loss: 2.9984 | LR: 2.56e-04 | 1355.3ms/step | 14.8 samples/s +Step 22040/44000 | Loss: 2.9901 | LR: 2.56e-04 | 1350.1ms/step | 14.8 samples/s +Step 22050/44000 | Loss: 2.9847 | LR: 2.56e-04 | 1345.7ms/step | 14.9 samples/s +Step 22060/44000 | Loss: 2.9912 | LR: 2.56e-04 | 1335.4ms/step | 15.0 samples/s +Step 22070/44000 | Loss: 2.9819 | LR: 2.56e-04 | 1331.8ms/step | 15.0 samples/s +Step 22080/44000 | Loss: 2.9792 | LR: 2.55e-04 | 1330.0ms/step | 15.0 samples/s +Step 22090/44000 | Loss: 2.9908 | LR: 2.55e-04 | 1332.5ms/step | 15.0 samples/s +Step 22100/44000 | Loss: 3.0018 | LR: 2.55e-04 | 1335.4ms/step | 15.0 samples/s +Step 22110/44000 | Loss: 2.9701 | LR: 2.55e-04 | 1331.2ms/step | 15.0 samples/s +Step 22120/44000 | Loss: 2.9616 | LR: 2.55e-04 | 1332.2ms/step | 15.0 samples/s +Step 22130/44000 | Loss: 3.0103 | LR: 2.54e-04 | 1332.8ms/step | 15.0 samples/s +Step 22140/44000 | Loss: 2.9645 | LR: 2.54e-04 | 1328.3ms/step | 15.1 samples/s +Step 22150/44000 | Loss: 2.9623 | LR: 2.54e-04 | 1327.3ms/step | 15.1 samples/s +Step 22160/44000 | Loss: 2.9982 | LR: 2.54e-04 | 1329.9ms/step | 15.0 samples/s +Step 22170/44000 | Loss: 2.9554 | LR: 2.54e-04 | 1331.3ms/step | 15.0 samples/s +Step 22180/44000 | Loss: 2.9951 | LR: 2.54e-04 | 1333.0ms/step | 15.0 samples/s +Step 22190/44000 | Loss: 2.9932 | LR: 2.53e-04 | 1335.3ms/step | 15.0 samples/s +Step 22200/44000 | Loss: 2.9699 | LR: 2.53e-04 | 1333.4ms/step | 15.0 samples/s +Step 22210/44000 | Loss: 2.9509 | LR: 2.53e-04 | 1332.2ms/step | 15.0 samples/s +Step 22220/44000 | Loss: 2.9746 | LR: 2.53e-04 | 1332.2ms/step | 15.0 samples/s +Step 22230/44000 | Loss: 2.9799 | LR: 2.53e-04 | 1333.6ms/step | 15.0 samples/s +Step 22240/44000 | Loss: 2.9791 | LR: 2.52e-04 | 1335.3ms/step | 15.0 samples/s +Step 22250/44000 | Loss: 2.9667 | LR: 2.52e-04 | 1332.9ms/step | 15.0 samples/s +Validation at step 22250: Loss = 2.9668, Perplexity = 19.43 +Step 22260/44000 | Loss: 2.9614 | LR: 2.52e-04 | 3561.8ms/step | 5.6 samples/s +Step 22270/44000 | Loss: 2.9800 | LR: 2.52e-04 | 1332.2ms/step | 15.0 samples/s +Step 22280/44000 | Loss: 2.9479 | LR: 2.52e-04 | 1329.3ms/step | 15.0 samples/s +Step 22290/44000 | Loss: 2.9930 | LR: 2.52e-04 | 1329.6ms/step | 15.0 samples/s +Step 22300/44000 | Loss: 2.9759 | LR: 2.51e-04 | 1330.5ms/step | 15.0 samples/s +Step 22310/44000 | Loss: 2.9863 | LR: 2.51e-04 | 1331.5ms/step | 15.0 samples/s +Step 22320/44000 | Loss: 2.9759 | LR: 2.51e-04 | 1330.1ms/step | 15.0 samples/s +Step 22330/44000 | Loss: 2.9712 | LR: 2.51e-04 | 1330.6ms/step | 15.0 samples/s +Step 22340/44000 | Loss: 2.9733 | LR: 2.51e-04 | 1332.9ms/step | 15.0 samples/s +Step 22350/44000 | Loss: 2.9952 | LR: 2.50e-04 | 1335.6ms/step | 15.0 samples/s +Step 22360/44000 | Loss: 2.9646 | LR: 2.50e-04 | 1336.2ms/step | 15.0 samples/s +Step 22370/44000 | Loss: 2.9620 | LR: 2.50e-04 | 1334.9ms/step | 15.0 samples/s +Step 22380/44000 | Loss: 2.9868 | LR: 2.50e-04 | 1333.3ms/step | 15.0 samples/s +Step 22390/44000 | Loss: 2.9913 | LR: 2.50e-04 | 1331.6ms/step | 15.0 samples/s +Step 22400/44000 | Loss: 2.9637 | LR: 2.50e-04 | 1330.1ms/step | 15.0 samples/s +Step 22410/44000 | Loss: 2.9910 | LR: 2.49e-04 | 1331.8ms/step | 15.0 samples/s +Step 22420/44000 | Loss: 2.9590 | LR: 2.49e-04 | 1334.6ms/step | 15.0 samples/s +Step 22430/44000 | Loss: 2.9936 | LR: 2.49e-04 | 1330.2ms/step | 15.0 samples/s +Step 22440/44000 | Loss: 3.0166 | LR: 2.49e-04 | 1330.3ms/step | 15.0 samples/s +Step 22450/44000 | Loss: 2.9868 | LR: 2.49e-04 | 1331.4ms/step | 15.0 samples/s +Step 22460/44000 | Loss: 2.9675 | LR: 2.48e-04 | 1334.0ms/step | 15.0 samples/s +Step 22470/44000 | Loss: 2.9676 | LR: 2.48e-04 | 1331.5ms/step | 15.0 samples/s +Step 22480/44000 | Loss: 2.9557 | LR: 2.48e-04 | 1327.9ms/step | 15.1 samples/s +Step 22490/44000 | Loss: 2.9853 | LR: 2.48e-04 | 1324.0ms/step | 15.1 samples/s +Step 22500/44000 | Loss: 2.9596 | LR: 2.48e-04 | 1322.3ms/step | 15.1 samples/s +Validation at step 22500: Loss = 2.9640, Perplexity = 19.38 +Step 22510/44000 | Loss: 2.9795 | LR: 2.48e-04 | 3542.6ms/step | 5.6 samples/s +Step 22520/44000 | Loss: 3.0082 | LR: 2.47e-04 | 1329.4ms/step | 15.0 samples/s +Step 22530/44000 | Loss: 2.9844 | LR: 2.47e-04 | 1332.1ms/step | 15.0 samples/s +Step 22540/44000 | Loss: 2.9651 | LR: 2.47e-04 | 1328.7ms/step | 15.1 samples/s +Step 22550/44000 | Loss: 3.0035 | LR: 2.47e-04 | 1325.9ms/step | 15.1 samples/s +Step 22560/44000 | Loss: 2.9719 | LR: 2.47e-04 | 1330.0ms/step | 15.0 samples/s +Step 22570/44000 | Loss: 2.9454 | LR: 2.46e-04 | 1330.4ms/step | 15.0 samples/s +Step 22580/44000 | Loss: 2.9838 | LR: 2.46e-04 | 1332.4ms/step | 15.0 samples/s +Step 22590/44000 | Loss: 2.9645 | LR: 2.46e-04 | 1331.3ms/step | 15.0 samples/s +Step 22600/44000 | Loss: 2.9813 | LR: 2.46e-04 | 1330.4ms/step | 15.0 samples/s +Step 22610/44000 | Loss: 2.9875 | LR: 2.46e-04 | 1333.5ms/step | 15.0 samples/s +Step 22620/44000 | Loss: 2.9933 | LR: 2.46e-04 | 1334.4ms/step | 15.0 samples/s +Step 22630/44000 | Loss: 2.9878 | LR: 2.45e-04 | 1331.3ms/step | 15.0 samples/s +Step 22640/44000 | Loss: 2.9694 | LR: 2.45e-04 | 1330.9ms/step | 15.0 samples/s +Step 22650/44000 | Loss: 2.9663 | LR: 2.45e-04 | 1328.7ms/step | 15.1 samples/s +Step 22660/44000 | Loss: 2.9811 | LR: 2.45e-04 | 1332.5ms/step | 15.0 samples/s +Step 22670/44000 | Loss: 2.9332 | LR: 2.45e-04 | 1331.0ms/step | 15.0 samples/s +Step 22680/44000 | Loss: 2.9660 | LR: 2.44e-04 | 1329.8ms/step | 15.0 samples/s +Step 22690/44000 | Loss: 2.9435 | LR: 2.44e-04 | 1331.8ms/step | 15.0 samples/s +Step 22700/44000 | Loss: 2.9680 | LR: 2.44e-04 | 1329.2ms/step | 15.0 samples/s +Step 22710/44000 | Loss: 2.9463 | LR: 2.44e-04 | 1327.3ms/step | 15.1 samples/s +Step 22720/44000 | Loss: 2.9663 | LR: 2.44e-04 | 1327.2ms/step | 15.1 samples/s +Step 22730/44000 | Loss: 2.9684 | LR: 2.44e-04 | 1325.7ms/step | 15.1 samples/s +Step 22740/44000 | Loss: 2.9715 | LR: 2.43e-04 | 1330.2ms/step | 15.0 samples/s +Step 22750/44000 | Loss: 2.9766 | LR: 2.43e-04 | 1329.3ms/step | 15.0 samples/s +Validation at step 22750: Loss = 2.9623, Perplexity = 19.34 +Step 22760/44000 | Loss: 2.9552 | LR: 2.43e-04 | 3557.3ms/step | 5.6 samples/s +Step 22770/44000 | Loss: 2.9649 | LR: 2.43e-04 | 1329.5ms/step | 15.0 samples/s +Step 22780/44000 | Loss: 2.9524 | LR: 2.43e-04 | 1327.8ms/step | 15.1 samples/s +Step 22790/44000 | Loss: 2.9795 | LR: 2.42e-04 | 1329.3ms/step | 15.0 samples/s +Step 22800/44000 | Loss: 2.9782 | LR: 2.42e-04 | 1329.7ms/step | 15.0 samples/s +Step 22810/44000 | Loss: 2.9643 | LR: 2.42e-04 | 1330.6ms/step | 15.0 samples/s +Step 22820/44000 | Loss: 2.9568 | LR: 2.42e-04 | 1330.4ms/step | 15.0 samples/s +Step 22830/44000 | Loss: 2.9775 | LR: 2.42e-04 | 1331.5ms/step | 15.0 samples/s +Step 22840/44000 | Loss: 2.9875 | LR: 2.42e-04 | 1332.7ms/step | 15.0 samples/s +Step 22850/44000 | Loss: 2.9994 | LR: 2.41e-04 | 1331.8ms/step | 15.0 samples/s +Step 22860/44000 | Loss: 2.9838 | LR: 2.41e-04 | 1333.1ms/step | 15.0 samples/s +Step 22870/44000 | Loss: 2.9704 | LR: 2.41e-04 | 1332.6ms/step | 15.0 samples/s +Step 22880/44000 | Loss: 2.9696 | LR: 2.41e-04 | 1333.2ms/step | 15.0 samples/s +Step 22890/44000 | Loss: 2.9716 | LR: 2.41e-04 | 1332.5ms/step | 15.0 samples/s +Step 22900/44000 | Loss: 2.9864 | LR: 2.40e-04 | 1335.0ms/step | 15.0 samples/s +Step 22910/44000 | Loss: 2.9899 | LR: 2.40e-04 | 1331.4ms/step | 15.0 samples/s +Step 22920/44000 | Loss: 2.9574 | LR: 2.40e-04 | 1332.1ms/step | 15.0 samples/s +Step 22930/44000 | Loss: 2.9570 | LR: 2.40e-04 | 1332.5ms/step | 15.0 samples/s +Step 22940/44000 | Loss: 2.9418 | LR: 2.40e-04 | 1331.2ms/step | 15.0 samples/s +Step 22950/44000 | Loss: 2.9942 | LR: 2.40e-04 | 1332.8ms/step | 15.0 samples/s +Step 22960/44000 | Loss: 2.9767 | LR: 2.39e-04 | 1332.2ms/step | 15.0 samples/s +Step 22970/44000 | Loss: 2.9770 | LR: 2.39e-04 | 1329.9ms/step | 15.0 samples/s +Step 22980/44000 | Loss: 2.9837 | LR: 2.39e-04 | 1323.3ms/step | 15.1 samples/s +Step 22990/44000 | Loss: 2.9855 | LR: 2.39e-04 | 1322.2ms/step | 15.1 samples/s +Step 23000/44000 | Loss: 2.9621 | LR: 2.39e-04 | 1325.5ms/step | 15.1 samples/s +Validation at step 23000: Loss = 2.9596, Perplexity = 19.29 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-23000 +Step 23010/44000 | Loss: 2.9805 | LR: 2.38e-04 | 3840.7ms/step | 5.2 samples/s +Step 23020/44000 | Loss: 2.9829 | LR: 2.38e-04 | 1323.7ms/step | 15.1 samples/s +Step 23030/44000 | Loss: 2.9678 | LR: 2.38e-04 | 1324.3ms/step | 15.1 samples/s +Step 23040/44000 | Loss: 2.9994 | LR: 2.38e-04 | 1324.7ms/step | 15.1 samples/s +Step 23050/44000 | Loss: 2.9537 | LR: 2.38e-04 | 1327.7ms/step | 15.1 samples/s +Step 23060/44000 | Loss: 2.9935 | LR: 2.38e-04 | 1325.7ms/step | 15.1 samples/s +Step 23070/44000 | Loss: 2.9665 | LR: 2.37e-04 | 1323.2ms/step | 15.1 samples/s +Step 23080/44000 | Loss: 2.9902 | LR: 2.37e-04 | 1326.2ms/step | 15.1 samples/s +Step 23090/44000 | Loss: 2.9678 | LR: 2.37e-04 | 1328.3ms/step | 15.1 samples/s +Step 23100/44000 | Loss: 2.9886 | LR: 2.37e-04 | 1328.4ms/step | 15.1 samples/s +Step 23110/44000 | Loss: 2.9714 | LR: 2.37e-04 | 1328.3ms/step | 15.1 samples/s +Step 23120/44000 | Loss: 3.0081 | LR: 2.36e-04 | 1324.5ms/step | 15.1 samples/s +Step 23130/44000 | Loss: 3.0150 | LR: 2.36e-04 | 1323.5ms/step | 15.1 samples/s +Step 23140/44000 | Loss: 2.9154 | LR: 2.36e-04 | 1322.8ms/step | 15.1 samples/s +Step 23150/44000 | Loss: 2.9479 | LR: 2.36e-04 | 1330.1ms/step | 15.0 samples/s +Step 23160/44000 | Loss: 2.9843 | LR: 2.36e-04 | 1326.6ms/step | 15.1 samples/s +Step 23170/44000 | Loss: 2.9727 | LR: 2.36e-04 | 1325.5ms/step | 15.1 samples/s +Step 23180/44000 | Loss: 2.9684 | LR: 2.35e-04 | 1328.0ms/step | 15.1 samples/s +Step 23190/44000 | Loss: 2.9660 | LR: 2.35e-04 | 1330.1ms/step | 15.0 samples/s +Step 23200/44000 | Loss: 2.9322 | LR: 2.35e-04 | 1328.8ms/step | 15.1 samples/s +Step 23210/44000 | Loss: 3.0052 | LR: 2.35e-04 | 1327.5ms/step | 15.1 samples/s +Step 23220/44000 | Loss: 2.9684 | LR: 2.35e-04 | 1329.9ms/step | 15.0 samples/s +Step 23230/44000 | Loss: 2.9759 | LR: 2.34e-04 | 1327.6ms/step | 15.1 samples/s +Step 23240/44000 | Loss: 2.9910 | LR: 2.34e-04 | 1328.6ms/step | 15.1 samples/s +Step 23250/44000 | Loss: 2.9443 | LR: 2.34e-04 | 1325.5ms/step | 15.1 samples/s +Validation at step 23250: Loss = 2.9577, Perplexity = 19.25 +Step 23260/44000 | Loss: 2.9629 | LR: 2.34e-04 | 3541.6ms/step | 5.6 samples/s +Step 23270/44000 | Loss: 2.9669 | LR: 2.34e-04 | 1325.4ms/step | 15.1 samples/s +Step 23280/44000 | Loss: 2.9658 | LR: 2.34e-04 | 1323.4ms/step | 15.1 samples/s +Step 23290/44000 | Loss: 2.9484 | LR: 2.33e-04 | 1323.3ms/step | 15.1 samples/s +Step 23300/44000 | Loss: 2.9806 | LR: 2.33e-04 | 1321.1ms/step | 15.1 samples/s +Step 23310/44000 | Loss: 2.9743 | LR: 2.33e-04 | 1326.9ms/step | 15.1 samples/s +Step 23320/44000 | Loss: 2.9811 | LR: 2.33e-04 | 1328.5ms/step | 15.1 samples/s +Step 23330/44000 | Loss: 2.9546 | LR: 2.33e-04 | 1329.1ms/step | 15.0 samples/s +Step 23340/44000 | Loss: 2.9541 | LR: 2.32e-04 | 1325.8ms/step | 15.1 samples/s +Step 23350/44000 | Loss: 2.9336 | LR: 2.32e-04 | 1328.7ms/step | 15.1 samples/s +Step 23360/44000 | Loss: 2.9684 | LR: 2.32e-04 | 1329.7ms/step | 15.0 samples/s +Step 23370/44000 | Loss: 2.9919 | LR: 2.32e-04 | 1327.7ms/step | 15.1 samples/s +Step 23380/44000 | Loss: 2.9753 | LR: 2.32e-04 | 1331.8ms/step | 15.0 samples/s +Step 23390/44000 | Loss: 3.0004 | LR: 2.32e-04 | 1328.8ms/step | 15.1 samples/s +Step 23400/44000 | Loss: 2.9655 | LR: 2.31e-04 | 1325.4ms/step | 15.1 samples/s +Step 23410/44000 | Loss: 2.9585 | LR: 2.31e-04 | 1324.1ms/step | 15.1 samples/s +Step 23420/44000 | Loss: 3.0072 | LR: 2.31e-04 | 1326.8ms/step | 15.1 samples/s +Step 23430/44000 | Loss: 2.9872 | LR: 2.31e-04 | 1326.8ms/step | 15.1 samples/s +Step 23440/44000 | Loss: 2.9352 | LR: 2.31e-04 | 1328.1ms/step | 15.1 samples/s +Step 23450/44000 | Loss: 2.9574 | LR: 2.30e-04 | 1329.3ms/step | 15.0 samples/s +Step 23460/44000 | Loss: 2.9670 | LR: 2.30e-04 | 1332.6ms/step | 15.0 samples/s +Step 23470/44000 | Loss: 2.9733 | LR: 2.30e-04 | 1330.3ms/step | 15.0 samples/s +Step 23480/44000 | Loss: 2.9623 | LR: 2.30e-04 | 1330.6ms/step | 15.0 samples/s +Step 23490/44000 | Loss: 2.9679 | LR: 2.30e-04 | 1327.1ms/step | 15.1 samples/s +Step 23500/44000 | Loss: 2.9769 | LR: 2.30e-04 | 1329.8ms/step | 15.0 samples/s +Validation at step 23500: Loss = 2.9548, Perplexity = 19.20 +Step 23510/44000 | Loss: 2.9779 | LR: 2.29e-04 | 3547.6ms/step | 5.6 samples/s +Step 23520/44000 | Loss: 2.9652 | LR: 2.29e-04 | 1327.8ms/step | 15.1 samples/s +Step 23530/44000 | Loss: 2.9356 | LR: 2.29e-04 | 1329.8ms/step | 15.0 samples/s +Step 23540/44000 | Loss: 2.9233 | LR: 2.29e-04 | 1330.5ms/step | 15.0 samples/s +Step 23550/44000 | Loss: 2.9558 | LR: 2.29e-04 | 1333.1ms/step | 15.0 samples/s +Step 23560/44000 | Loss: 2.9511 | LR: 2.29e-04 | 1333.7ms/step | 15.0 samples/s +Step 23570/44000 | Loss: 2.9571 | LR: 2.28e-04 | 1331.9ms/step | 15.0 samples/s +Step 23580/44000 | Loss: 2.9476 | LR: 2.28e-04 | 1330.6ms/step | 15.0 samples/s +Step 23590/44000 | Loss: 2.9863 | LR: 2.28e-04 | 1329.3ms/step | 15.0 samples/s +Step 23600/44000 | Loss: 2.9131 | LR: 2.28e-04 | 1330.1ms/step | 15.0 samples/s +Step 23610/44000 | Loss: 2.9591 | LR: 2.28e-04 | 1331.0ms/step | 15.0 samples/s +Step 23620/44000 | Loss: 2.9663 | LR: 2.27e-04 | 1332.7ms/step | 15.0 samples/s +Step 23630/44000 | Loss: 2.9273 | LR: 2.27e-04 | 1335.5ms/step | 15.0 samples/s +Step 23640/44000 | Loss: 2.9592 | LR: 2.27e-04 | 1335.4ms/step | 15.0 samples/s +Step 23650/44000 | Loss: 2.9867 | LR: 2.27e-04 | 1333.5ms/step | 15.0 samples/s +Step 23660/44000 | Loss: 2.9188 | LR: 2.27e-04 | 1332.3ms/step | 15.0 samples/s +Step 23670/44000 | Loss: 2.9491 | LR: 2.27e-04 | 1335.5ms/step | 15.0 samples/s +Step 23680/44000 | Loss: 2.9640 | LR: 2.26e-04 | 1335.8ms/step | 15.0 samples/s +Step 23690/44000 | Loss: 2.9558 | LR: 2.26e-04 | 1333.0ms/step | 15.0 samples/s +Step 23700/44000 | Loss: 2.9686 | LR: 2.26e-04 | 1331.7ms/step | 15.0 samples/s +Step 23710/44000 | Loss: 2.9554 | LR: 2.26e-04 | 1335.7ms/step | 15.0 samples/s +Step 23720/44000 | Loss: 2.9400 | LR: 2.26e-04 | 1335.2ms/step | 15.0 samples/s +Step 23730/44000 | Loss: 3.0008 | LR: 2.25e-04 | 1334.9ms/step | 15.0 samples/s +Step 23740/44000 | Loss: 2.9733 | LR: 2.25e-04 | 1334.8ms/step | 15.0 samples/s +Step 23750/44000 | Loss: 2.9942 | LR: 2.25e-04 | 1331.3ms/step | 15.0 samples/s +Validation at step 23750: Loss = 2.9534, Perplexity = 19.17 +Step 23760/44000 | Loss: 2.9568 | LR: 2.25e-04 | 3561.5ms/step | 5.6 samples/s +Step 23770/44000 | Loss: 2.9942 | LR: 2.25e-04 | 1334.0ms/step | 15.0 samples/s +Step 23780/44000 | Loss: 2.9762 | LR: 2.25e-04 | 1335.0ms/step | 15.0 samples/s +Step 23790/44000 | Loss: 2.9609 | LR: 2.24e-04 | 1332.9ms/step | 15.0 samples/s +Step 23800/44000 | Loss: 2.9608 | LR: 2.24e-04 | 1331.1ms/step | 15.0 samples/s +Step 23810/44000 | Loss: 2.9638 | LR: 2.24e-04 | 1331.0ms/step | 15.0 samples/s +Step 23820/44000 | Loss: 2.9714 | LR: 2.24e-04 | 1331.6ms/step | 15.0 samples/s +Step 23830/44000 | Loss: 2.9669 | LR: 2.24e-04 | 1331.6ms/step | 15.0 samples/s +Step 23840/44000 | Loss: 2.9730 | LR: 2.23e-04 | 1332.8ms/step | 15.0 samples/s +Step 23850/44000 | Loss: 2.9768 | LR: 2.23e-04 | 1330.8ms/step | 15.0 samples/s +Step 23860/44000 | Loss: 2.9578 | LR: 2.23e-04 | 1327.9ms/step | 15.1 samples/s +Step 23870/44000 | Loss: 2.9396 | LR: 2.23e-04 | 1328.1ms/step | 15.1 samples/s +Step 23880/44000 | Loss: 2.9836 | LR: 2.23e-04 | 1330.1ms/step | 15.0 samples/s +Step 23890/44000 | Loss: 2.9965 | LR: 2.23e-04 | 1330.4ms/step | 15.0 samples/s +Step 23900/44000 | Loss: 2.9585 | LR: 2.22e-04 | 1331.1ms/step | 15.0 samples/s +Step 23910/44000 | Loss: 2.9578 | LR: 2.22e-04 | 1332.7ms/step | 15.0 samples/s +Step 23920/44000 | Loss: 2.9841 | LR: 2.22e-04 | 1330.6ms/step | 15.0 samples/s +Step 23930/44000 | Loss: 2.9573 | LR: 2.22e-04 | 1329.2ms/step | 15.0 samples/s +Step 23940/44000 | Loss: 2.9486 | LR: 2.22e-04 | 1332.2ms/step | 15.0 samples/s +Step 23950/44000 | Loss: 2.9343 | LR: 2.21e-04 | 1329.9ms/step | 15.0 samples/s +Step 23960/44000 | Loss: 2.9576 | LR: 2.21e-04 | 1325.0ms/step | 15.1 samples/s +Step 23970/44000 | Loss: 2.9572 | LR: 2.21e-04 | 1323.9ms/step | 15.1 samples/s +Step 23980/44000 | Loss: 2.9540 | LR: 2.21e-04 | 1324.1ms/step | 15.1 samples/s +Step 23990/44000 | Loss: 2.9697 | LR: 2.21e-04 | 1328.2ms/step | 15.1 samples/s +Step 24000/44000 | Loss: 2.9800 | LR: 2.21e-04 | 1327.9ms/step | 15.1 samples/s +Validation at step 24000: Loss = 2.9513, Perplexity = 19.13 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-24000 +Step 24010/44000 | Loss: 2.9618 | LR: 2.20e-04 | 3838.6ms/step | 5.2 samples/s +Step 24020/44000 | Loss: 2.9398 | LR: 2.20e-04 | 1322.7ms/step | 15.1 samples/s +Step 24030/44000 | Loss: 2.9655 | LR: 2.20e-04 | 1327.6ms/step | 15.1 samples/s +Step 24040/44000 | Loss: 2.9376 | LR: 2.20e-04 | 1321.9ms/step | 15.1 samples/s +Step 24050/44000 | Loss: 2.9892 | LR: 2.20e-04 | 1318.7ms/step | 15.2 samples/s +Step 24060/44000 | Loss: 2.9292 | LR: 2.19e-04 | 1320.9ms/step | 15.1 samples/s +Step 24070/44000 | Loss: 2.9436 | LR: 2.19e-04 | 1325.8ms/step | 15.1 samples/s +Step 24080/44000 | Loss: 2.9580 | LR: 2.19e-04 | 1331.5ms/step | 15.0 samples/s +Step 24090/44000 | Loss: 2.9720 | LR: 2.19e-04 | 1330.7ms/step | 15.0 samples/s +Step 24100/44000 | Loss: 2.9434 | LR: 2.19e-04 | 1329.7ms/step | 15.0 samples/s +Step 24110/44000 | Loss: 2.9941 | LR: 2.19e-04 | 1326.1ms/step | 15.1 samples/s +Step 24120/44000 | Loss: 3.0008 | LR: 2.18e-04 | 1324.9ms/step | 15.1 samples/s +Step 24130/44000 | Loss: 2.9871 | LR: 2.18e-04 | 1323.9ms/step | 15.1 samples/s +Step 24140/44000 | Loss: 2.9604 | LR: 2.18e-04 | 1328.5ms/step | 15.1 samples/s +Step 24150/44000 | Loss: 2.9542 | LR: 2.18e-04 | 1330.0ms/step | 15.0 samples/s +Step 24160/44000 | Loss: 2.9721 | LR: 2.18e-04 | 1330.6ms/step | 15.0 samples/s +Step 24170/44000 | Loss: 2.9661 | LR: 2.17e-04 | 1328.5ms/step | 15.1 samples/s +Step 24180/44000 | Loss: 2.9456 | LR: 2.17e-04 | 1326.7ms/step | 15.1 samples/s +Step 24190/44000 | Loss: 2.9688 | LR: 2.17e-04 | 1326.3ms/step | 15.1 samples/s +Step 24200/44000 | Loss: 2.9663 | LR: 2.17e-04 | 1325.1ms/step | 15.1 samples/s +Step 24210/44000 | Loss: 2.9472 | LR: 2.17e-04 | 1328.5ms/step | 15.1 samples/s +Step 24220/44000 | Loss: 2.9480 | LR: 2.17e-04 | 1328.8ms/step | 15.1 samples/s +Step 24230/44000 | Loss: 2.9721 | LR: 2.16e-04 | 1326.6ms/step | 15.1 samples/s +Step 24240/44000 | Loss: 2.9473 | LR: 2.16e-04 | 1321.8ms/step | 15.1 samples/s +Step 24250/44000 | Loss: 2.9860 | LR: 2.16e-04 | 1324.2ms/step | 15.1 samples/s +Validation at step 24250: Loss = 2.9492, Perplexity = 19.09 +Step 24260/44000 | Loss: 2.9438 | LR: 2.16e-04 | 3554.0ms/step | 5.6 samples/s +Step 24270/44000 | Loss: 2.9505 | LR: 2.16e-04 | 1331.7ms/step | 15.0 samples/s +Step 24280/44000 | Loss: 2.9608 | LR: 2.16e-04 | 1328.6ms/step | 15.1 samples/s +Step 24290/44000 | Loss: 2.9351 | LR: 2.15e-04 | 1328.4ms/step | 15.1 samples/s +Step 24300/44000 | Loss: 2.9558 | LR: 2.15e-04 | 1326.4ms/step | 15.1 samples/s +Step 24310/44000 | Loss: 2.9466 | LR: 2.15e-04 | 1326.1ms/step | 15.1 samples/s +Step 24320/44000 | Loss: 2.9557 | LR: 2.15e-04 | 1327.4ms/step | 15.1 samples/s +Step 24330/44000 | Loss: 2.9499 | LR: 2.15e-04 | 1326.8ms/step | 15.1 samples/s +Step 24340/44000 | Loss: 2.9519 | LR: 2.14e-04 | 1327.3ms/step | 15.1 samples/s +Step 24350/44000 | Loss: 2.9560 | LR: 2.14e-04 | 1328.6ms/step | 15.1 samples/s +Step 24360/44000 | Loss: 2.9502 | LR: 2.14e-04 | 1326.3ms/step | 15.1 samples/s +Step 24370/44000 | Loss: 2.9706 | LR: 2.14e-04 | 1328.6ms/step | 15.1 samples/s +Step 24380/44000 | Loss: 2.9658 | LR: 2.14e-04 | 1328.7ms/step | 15.1 samples/s +Step 24390/44000 | Loss: 2.9558 | LR: 2.14e-04 | 1327.5ms/step | 15.1 samples/s +Step 24400/44000 | Loss: 2.9632 | LR: 2.13e-04 | 1331.3ms/step | 15.0 samples/s +Step 24410/44000 | Loss: 2.9734 | LR: 2.13e-04 | 1330.4ms/step | 15.0 samples/s +Step 24420/44000 | Loss: 2.9673 | LR: 2.13e-04 | 1326.4ms/step | 15.1 samples/s +Step 24430/44000 | Loss: 2.9551 | LR: 2.13e-04 | 1328.8ms/step | 15.1 samples/s +Step 24440/44000 | Loss: 2.9707 | LR: 2.13e-04 | 1325.1ms/step | 15.1 samples/s +Step 24450/44000 | Loss: 2.9727 | LR: 2.12e-04 | 1330.5ms/step | 15.0 samples/s +Step 24460/44000 | Loss: 2.9213 | LR: 2.12e-04 | 1329.1ms/step | 15.0 samples/s +Step 24470/44000 | Loss: 2.9763 | LR: 2.12e-04 | 1326.6ms/step | 15.1 samples/s +Step 24480/44000 | Loss: 2.9559 | LR: 2.12e-04 | 1325.1ms/step | 15.1 samples/s +Step 24490/44000 | Loss: 2.9516 | LR: 2.12e-04 | 1329.1ms/step | 15.0 samples/s +Step 24500/44000 | Loss: 2.9281 | LR: 2.12e-04 | 1329.8ms/step | 15.0 samples/s +Validation at step 24500: Loss = 2.9473, Perplexity = 19.05 +Step 24510/44000 | Loss: 2.9549 | LR: 2.11e-04 | 3553.1ms/step | 5.6 samples/s +Step 24520/44000 | Loss: 2.9536 | LR: 2.11e-04 | 1332.0ms/step | 15.0 samples/s +Step 24530/44000 | Loss: 2.9613 | LR: 2.11e-04 | 1332.9ms/step | 15.0 samples/s +Step 24540/44000 | Loss: 2.9469 | LR: 2.11e-04 | 1332.6ms/step | 15.0 samples/s +Step 24550/44000 | Loss: 2.9350 | LR: 2.11e-04 | 1328.5ms/step | 15.1 samples/s +Step 24560/44000 | Loss: 2.9683 | LR: 2.10e-04 | 1326.8ms/step | 15.1 samples/s +Step 24570/44000 | Loss: 2.9721 | LR: 2.10e-04 | 1326.0ms/step | 15.1 samples/s +Step 24580/44000 | Loss: 2.9582 | LR: 2.10e-04 | 1327.7ms/step | 15.1 samples/s +Step 24590/44000 | Loss: 2.9527 | LR: 2.10e-04 | 1332.7ms/step | 15.0 samples/s +Step 24600/44000 | Loss: 2.9475 | LR: 2.10e-04 | 1334.3ms/step | 15.0 samples/s +Step 24610/44000 | Loss: 2.9670 | LR: 2.10e-04 | 1334.0ms/step | 15.0 samples/s +Step 24620/44000 | Loss: 2.9556 | LR: 2.09e-04 | 1333.5ms/step | 15.0 samples/s +Step 24630/44000 | Loss: 2.9661 | LR: 2.09e-04 | 1333.9ms/step | 15.0 samples/s +Step 24640/44000 | Loss: 2.9463 | LR: 2.09e-04 | 1337.1ms/step | 15.0 samples/s +Step 24650/44000 | Loss: 2.9611 | LR: 2.09e-04 | 1333.0ms/step | 15.0 samples/s +Step 24660/44000 | Loss: 2.9766 | LR: 2.09e-04 | 1330.7ms/step | 15.0 samples/s +Step 24670/44000 | Loss: 2.9783 | LR: 2.09e-04 | 1329.7ms/step | 15.0 samples/s +Step 24680/44000 | Loss: 2.9516 | LR: 2.08e-04 | 1331.6ms/step | 15.0 samples/s +Step 24690/44000 | Loss: 2.9569 | LR: 2.08e-04 | 1330.5ms/step | 15.0 samples/s +Step 24700/44000 | Loss: 2.9327 | LR: 2.08e-04 | 1325.7ms/step | 15.1 samples/s +Step 24710/44000 | Loss: 2.9693 | LR: 2.08e-04 | 1326.9ms/step | 15.1 samples/s +Step 24720/44000 | Loss: 2.9310 | LR: 2.08e-04 | 1330.4ms/step | 15.0 samples/s +Step 24730/44000 | Loss: 2.9526 | LR: 2.07e-04 | 1331.2ms/step | 15.0 samples/s +Step 24740/44000 | Loss: 2.9392 | LR: 2.07e-04 | 1332.1ms/step | 15.0 samples/s +Step 24750/44000 | Loss: 2.9558 | LR: 2.07e-04 | 1332.8ms/step | 15.0 samples/s +Validation at step 24750: Loss = 2.9450, Perplexity = 19.01 +Step 24760/44000 | Loss: 2.9532 | LR: 2.07e-04 | 3560.5ms/step | 5.6 samples/s +Step 24770/44000 | Loss: 2.9403 | LR: 2.07e-04 | 1328.8ms/step | 15.1 samples/s +Step 24780/44000 | Loss: 2.9450 | LR: 2.07e-04 | 1331.1ms/step | 15.0 samples/s +Step 24790/44000 | Loss: 3.0171 | LR: 2.06e-04 | 1334.1ms/step | 15.0 samples/s +Step 24800/44000 | Loss: 2.9604 | LR: 2.06e-04 | 1330.4ms/step | 15.0 samples/s +Step 24810/44000 | Loss: 2.9598 | LR: 2.06e-04 | 1333.0ms/step | 15.0 samples/s +Step 24820/44000 | Loss: 2.9688 | LR: 2.06e-04 | 1335.4ms/step | 15.0 samples/s +Step 24830/44000 | Loss: 2.9603 | LR: 2.06e-04 | 1328.3ms/step | 15.1 samples/s +Step 24840/44000 | Loss: 2.9345 | LR: 2.05e-04 | 1329.9ms/step | 15.0 samples/s +Step 24850/44000 | Loss: 2.9550 | LR: 2.05e-04 | 1328.6ms/step | 15.1 samples/s +Step 24860/44000 | Loss: 2.9479 | LR: 2.05e-04 | 1328.2ms/step | 15.1 samples/s +Step 24870/44000 | Loss: 2.9570 | LR: 2.05e-04 | 1330.3ms/step | 15.0 samples/s +Step 24880/44000 | Loss: 2.9676 | LR: 2.05e-04 | 1332.1ms/step | 15.0 samples/s +Step 24890/44000 | Loss: 2.9360 | LR: 2.05e-04 | 1331.1ms/step | 15.0 samples/s +Step 24900/44000 | Loss: 2.9380 | LR: 2.04e-04 | 1332.3ms/step | 15.0 samples/s +Step 24910/44000 | Loss: 2.9796 | LR: 2.04e-04 | 1335.4ms/step | 15.0 samples/s +Step 24920/44000 | Loss: 2.9983 | LR: 2.04e-04 | 1332.7ms/step | 15.0 samples/s +Step 24930/44000 | Loss: 2.9699 | LR: 2.04e-04 | 1331.0ms/step | 15.0 samples/s +Step 24940/44000 | Loss: 2.9504 | LR: 2.04e-04 | 1326.7ms/step | 15.1 samples/s +Step 24950/44000 | Loss: 2.9471 | LR: 2.04e-04 | 1327.4ms/step | 15.1 samples/s +Step 24960/44000 | Loss: 2.9823 | LR: 2.03e-04 | 1331.4ms/step | 15.0 samples/s +Step 24970/44000 | Loss: 2.9696 | LR: 2.03e-04 | 1328.5ms/step | 15.1 samples/s +Step 24980/44000 | Loss: 2.9503 | LR: 2.03e-04 | 1328.7ms/step | 15.1 samples/s +Step 24990/44000 | Loss: 2.9461 | LR: 2.03e-04 | 1329.0ms/step | 15.0 samples/s +Step 25000/44000 | Loss: 2.9757 | LR: 2.03e-04 | 1325.6ms/step | 15.1 samples/s +Validation at step 25000: Loss = 2.9433, Perplexity = 18.98 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-25000 +Step 25010/44000 | Loss: 2.9672 | LR: 2.02e-04 | 3829.3ms/step | 5.2 samples/s +Step 25020/44000 | Loss: 2.9614 | LR: 2.02e-04 | 1325.0ms/step | 15.1 samples/s +Step 25030/44000 | Loss: 2.9708 | LR: 2.02e-04 | 1325.4ms/step | 15.1 samples/s +Step 25040/44000 | Loss: 2.9480 | LR: 2.02e-04 | 1329.6ms/step | 15.0 samples/s +Step 25050/44000 | Loss: 2.9525 | LR: 2.02e-04 | 1328.2ms/step | 15.1 samples/s +Step 25060/44000 | Loss: 2.9305 | LR: 2.02e-04 | 1327.9ms/step | 15.1 samples/s +Step 25070/44000 | Loss: 2.9384 | LR: 2.01e-04 | 1327.2ms/step | 15.1 samples/s +Step 25080/44000 | Loss: 2.9438 | LR: 2.01e-04 | 1325.3ms/step | 15.1 samples/s +Step 25090/44000 | Loss: 2.9887 | LR: 2.01e-04 | 1324.5ms/step | 15.1 samples/s +Step 25100/44000 | Loss: 2.9531 | LR: 2.01e-04 | 1326.9ms/step | 15.1 samples/s +Step 25110/44000 | Loss: 2.9477 | LR: 2.01e-04 | 1331.0ms/step | 15.0 samples/s +Step 25120/44000 | Loss: 2.9348 | LR: 2.00e-04 | 1328.3ms/step | 15.1 samples/s +Step 25130/44000 | Loss: 2.9525 | LR: 2.00e-04 | 1328.3ms/step | 15.1 samples/s +Step 25140/44000 | Loss: 2.9793 | LR: 2.00e-04 | 1327.3ms/step | 15.1 samples/s +Step 25150/44000 | Loss: 2.9813 | LR: 2.00e-04 | 1329.6ms/step | 15.0 samples/s +Step 25160/44000 | Loss: 2.9594 | LR: 2.00e-04 | 1327.7ms/step | 15.1 samples/s +Step 25170/44000 | Loss: 2.9455 | LR: 2.00e-04 | 1325.4ms/step | 15.1 samples/s +Step 25180/44000 | Loss: 2.9373 | LR: 1.99e-04 | 1322.9ms/step | 15.1 samples/s +Step 25190/44000 | Loss: 2.9803 | LR: 1.99e-04 | 1326.0ms/step | 15.1 samples/s +Step 25200/44000 | Loss: 2.9578 | LR: 1.99e-04 | 1324.5ms/step | 15.1 samples/s +Step 25210/44000 | Loss: 2.9484 | LR: 1.99e-04 | 1325.5ms/step | 15.1 samples/s +Step 25220/44000 | Loss: 2.9529 | LR: 1.99e-04 | 1326.6ms/step | 15.1 samples/s +Step 25230/44000 | Loss: 2.9575 | LR: 1.99e-04 | 1326.3ms/step | 15.1 samples/s +Step 25240/44000 | Loss: 2.9596 | LR: 1.98e-04 | 1327.3ms/step | 15.1 samples/s +Step 25250/44000 | Loss: 2.9764 | LR: 1.98e-04 | 1326.2ms/step | 15.1 samples/s +Validation at step 25250: Loss = 2.9414, Perplexity = 18.94 +Step 25260/44000 | Loss: 2.9421 | LR: 1.98e-04 | 3554.8ms/step | 5.6 samples/s +Step 25270/44000 | Loss: 2.9533 | LR: 1.98e-04 | 1326.1ms/step | 15.1 samples/s +Step 25280/44000 | Loss: 2.9444 | LR: 1.98e-04 | 1327.8ms/step | 15.1 samples/s +Step 25290/44000 | Loss: 2.9335 | LR: 1.97e-04 | 1326.0ms/step | 15.1 samples/s +Step 25300/44000 | Loss: 2.9692 | LR: 1.97e-04 | 1327.2ms/step | 15.1 samples/s +Step 25310/44000 | Loss: 2.9432 | LR: 1.97e-04 | 1328.6ms/step | 15.1 samples/s +Step 25320/44000 | Loss: 2.9332 | LR: 1.97e-04 | 1328.0ms/step | 15.1 samples/s +Step 25330/44000 | Loss: 2.9371 | LR: 1.97e-04 | 1328.4ms/step | 15.1 samples/s +Step 25340/44000 | Loss: 2.9205 | LR: 1.97e-04 | 1329.6ms/step | 15.0 samples/s +Step 25350/44000 | Loss: 2.9094 | LR: 1.96e-04 | 1327.7ms/step | 15.1 samples/s +Step 25360/44000 | Loss: 3.0043 | LR: 1.96e-04 | 1327.8ms/step | 15.1 samples/s +Step 25370/44000 | Loss: 2.9339 | LR: 1.96e-04 | 1326.4ms/step | 15.1 samples/s +Step 25380/44000 | Loss: 2.9474 | LR: 1.96e-04 | 1329.3ms/step | 15.0 samples/s +Step 25390/44000 | Loss: 2.9237 | LR: 1.96e-04 | 1329.6ms/step | 15.0 samples/s +Step 25400/44000 | Loss: 2.9904 | LR: 1.96e-04 | 1328.8ms/step | 15.1 samples/s +Step 25410/44000 | Loss: 2.9564 | LR: 1.95e-04 | 1327.1ms/step | 15.1 samples/s +Step 25420/44000 | Loss: 2.9348 | LR: 1.95e-04 | 1327.9ms/step | 15.1 samples/s +Step 25430/44000 | Loss: 2.9469 | LR: 1.95e-04 | 1325.9ms/step | 15.1 samples/s +Step 25440/44000 | Loss: 2.9304 | LR: 1.95e-04 | 1327.6ms/step | 15.1 samples/s +Step 25450/44000 | Loss: 2.9443 | LR: 1.95e-04 | 1325.8ms/step | 15.1 samples/s +Step 25460/44000 | Loss: 2.9329 | LR: 1.94e-04 | 1324.4ms/step | 15.1 samples/s +Step 25470/44000 | Loss: 2.9353 | LR: 1.94e-04 | 1326.1ms/step | 15.1 samples/s +Step 25480/44000 | Loss: 2.9301 | LR: 1.94e-04 | 1326.0ms/step | 15.1 samples/s +Step 25490/44000 | Loss: 2.9161 | LR: 1.94e-04 | 1323.6ms/step | 15.1 samples/s +Step 25500/44000 | Loss: 2.9518 | LR: 1.94e-04 | 1325.1ms/step | 15.1 samples/s +Validation at step 25500: Loss = 2.9399, Perplexity = 18.91 +Step 25510/44000 | Loss: 2.9444 | LR: 1.94e-04 | 3546.9ms/step | 5.6 samples/s +Step 25520/44000 | Loss: 2.9643 | LR: 1.93e-04 | 1330.8ms/step | 15.0 samples/s +Step 25530/44000 | Loss: 2.9468 | LR: 1.93e-04 | 1328.8ms/step | 15.1 samples/s +Step 25540/44000 | Loss: 2.9327 | LR: 1.93e-04 | 1326.1ms/step | 15.1 samples/s +Step 25550/44000 | Loss: 2.9471 | LR: 1.93e-04 | 1326.4ms/step | 15.1 samples/s +Step 25560/44000 | Loss: 2.9532 | LR: 1.93e-04 | 1322.3ms/step | 15.1 samples/s +Step 25570/44000 | Loss: 2.9589 | LR: 1.92e-04 | 1325.7ms/step | 15.1 samples/s +Step 25580/44000 | Loss: 2.9325 | LR: 1.92e-04 | 1329.1ms/step | 15.0 samples/s +Step 25590/44000 | Loss: 2.9180 | LR: 1.92e-04 | 1330.4ms/step | 15.0 samples/s +Step 25600/44000 | Loss: 2.9524 | LR: 1.92e-04 | 1327.7ms/step | 15.1 samples/s +Step 25610/44000 | Loss: 2.9496 | LR: 1.92e-04 | 1328.7ms/step | 15.1 samples/s +Step 25620/44000 | Loss: 2.9404 | LR: 1.92e-04 | 1330.7ms/step | 15.0 samples/s +Step 25630/44000 | Loss: 2.9453 | LR: 1.91e-04 | 1334.0ms/step | 15.0 samples/s +Step 25640/44000 | Loss: 2.9417 | LR: 1.91e-04 | 1330.9ms/step | 15.0 samples/s +Step 25650/44000 | Loss: 2.9643 | LR: 1.91e-04 | 1332.6ms/step | 15.0 samples/s +Step 25660/44000 | Loss: 2.9182 | LR: 1.91e-04 | 1330.1ms/step | 15.0 samples/s +Step 25670/44000 | Loss: 2.9314 | LR: 1.91e-04 | 1329.4ms/step | 15.0 samples/s +Step 25680/44000 | Loss: 2.9460 | LR: 1.91e-04 | 1330.0ms/step | 15.0 samples/s +Step 25690/44000 | Loss: 2.9494 | LR: 1.90e-04 | 1332.6ms/step | 15.0 samples/s +Step 25700/44000 | Loss: 2.9168 | LR: 1.90e-04 | 1333.3ms/step | 15.0 samples/s +Step 25710/44000 | Loss: 2.9761 | LR: 1.90e-04 | 1329.2ms/step | 15.0 samples/s +Step 25720/44000 | Loss: 2.9317 | LR: 1.90e-04 | 1328.7ms/step | 15.1 samples/s +Step 25730/44000 | Loss: 2.9491 | LR: 1.90e-04 | 1330.2ms/step | 15.0 samples/s +Step 25740/44000 | Loss: 2.9452 | LR: 1.89e-04 | 1327.6ms/step | 15.1 samples/s +Step 25750/44000 | Loss: 2.9377 | LR: 1.89e-04 | 1330.6ms/step | 15.0 samples/s +Validation at step 25750: Loss = 2.9381, Perplexity = 18.88 +Step 25760/44000 | Loss: 2.9478 | LR: 1.89e-04 | 3543.6ms/step | 5.6 samples/s +Step 25770/44000 | Loss: 2.9483 | LR: 1.89e-04 | 1329.2ms/step | 15.0 samples/s +Step 25780/44000 | Loss: 2.9477 | LR: 1.89e-04 | 1328.8ms/step | 15.1 samples/s +Step 25790/44000 | Loss: 2.9474 | LR: 1.89e-04 | 1330.8ms/step | 15.0 samples/s +Step 25800/44000 | Loss: 2.9441 | LR: 1.88e-04 | 1329.2ms/step | 15.0 samples/s +Step 25810/44000 | Loss: 2.9720 | LR: 1.88e-04 | 1329.6ms/step | 15.0 samples/s +Step 25820/44000 | Loss: 2.9395 | LR: 1.88e-04 | 1331.8ms/step | 15.0 samples/s +Step 25830/44000 | Loss: 2.9280 | LR: 1.88e-04 | 1332.2ms/step | 15.0 samples/s +Step 25840/44000 | Loss: 2.9848 | LR: 1.88e-04 | 1332.9ms/step | 15.0 samples/s +Step 25850/44000 | Loss: 2.9571 | LR: 1.88e-04 | 1330.8ms/step | 15.0 samples/s +Step 25860/44000 | Loss: 2.9381 | LR: 1.87e-04 | 1326.9ms/step | 15.1 samples/s +Step 25870/44000 | Loss: 2.9287 | LR: 1.87e-04 | 1328.5ms/step | 15.1 samples/s +Step 25880/44000 | Loss: 2.9661 | LR: 1.87e-04 | 1327.9ms/step | 15.1 samples/s +Step 25890/44000 | Loss: 2.9381 | LR: 1.87e-04 | 1330.0ms/step | 15.0 samples/s +Step 25900/44000 | Loss: 2.9801 | LR: 1.87e-04 | 1328.7ms/step | 15.1 samples/s +Step 25910/44000 | Loss: 2.9515 | LR: 1.87e-04 | 1329.6ms/step | 15.0 samples/s +Step 25920/44000 | Loss: 2.9647 | LR: 1.86e-04 | 1329.5ms/step | 15.0 samples/s +Step 25930/44000 | Loss: 2.9123 | LR: 1.86e-04 | 1326.8ms/step | 15.1 samples/s +Step 25940/44000 | Loss: 2.9243 | LR: 1.86e-04 | 1325.0ms/step | 15.1 samples/s +Step 25950/44000 | Loss: 2.9618 | LR: 1.86e-04 | 1324.7ms/step | 15.1 samples/s +Step 25960/44000 | Loss: 2.9608 | LR: 1.86e-04 | 1327.3ms/step | 15.1 samples/s +Step 25970/44000 | Loss: 2.9353 | LR: 1.85e-04 | 1327.1ms/step | 15.1 samples/s +Step 25980/44000 | Loss: 2.9179 | LR: 1.85e-04 | 1326.8ms/step | 15.1 samples/s +Step 25990/44000 | Loss: 2.9345 | LR: 1.85e-04 | 1327.0ms/step | 15.1 samples/s +Step 26000/44000 | Loss: 2.9562 | LR: 1.85e-04 | 1327.7ms/step | 15.1 samples/s +Validation at step 26000: Loss = 2.9366, Perplexity = 18.85 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-26000 +Step 26010/44000 | Loss: 2.9483 | LR: 1.85e-04 | 3839.0ms/step | 5.2 samples/s +Step 26020/44000 | Loss: 2.9553 | LR: 1.85e-04 | 1323.8ms/step | 15.1 samples/s +Step 26030/44000 | Loss: 2.9841 | LR: 1.84e-04 | 1321.9ms/step | 15.1 samples/s +Step 26040/44000 | Loss: 2.9500 | LR: 1.84e-04 | 1323.4ms/step | 15.1 samples/s +Step 26050/44000 | Loss: 2.9433 | LR: 1.84e-04 | 1323.9ms/step | 15.1 samples/s +Step 26060/44000 | Loss: 2.9793 | LR: 1.84e-04 | 1326.9ms/step | 15.1 samples/s +Step 26070/44000 | Loss: 2.9373 | LR: 1.84e-04 | 1321.9ms/step | 15.1 samples/s +Step 26080/44000 | Loss: 2.9243 | LR: 1.84e-04 | 1320.5ms/step | 15.1 samples/s +Step 26090/44000 | Loss: 2.9188 | LR: 1.83e-04 | 1321.5ms/step | 15.1 samples/s +Step 26100/44000 | Loss: 2.9394 | LR: 1.83e-04 | 1322.1ms/step | 15.1 samples/s +Step 26110/44000 | Loss: 2.9059 | LR: 1.83e-04 | 1323.8ms/step | 15.1 samples/s +Step 26120/44000 | Loss: 2.9325 | LR: 1.83e-04 | 1328.3ms/step | 15.1 samples/s +Step 26130/44000 | Loss: 2.9238 | LR: 1.83e-04 | 1329.1ms/step | 15.0 samples/s +Step 26140/44000 | Loss: 2.9455 | LR: 1.82e-04 | 1329.6ms/step | 15.0 samples/s +Step 26150/44000 | Loss: 2.9298 | LR: 1.82e-04 | 1332.5ms/step | 15.0 samples/s +Step 26160/44000 | Loss: 2.9404 | LR: 1.82e-04 | 1333.0ms/step | 15.0 samples/s +Step 26170/44000 | Loss: 2.9464 | LR: 1.82e-04 | 1331.1ms/step | 15.0 samples/s +Step 26180/44000 | Loss: 2.9454 | LR: 1.82e-04 | 1330.0ms/step | 15.0 samples/s +Step 26190/44000 | Loss: 2.9732 | LR: 1.82e-04 | 1328.3ms/step | 15.1 samples/s +Step 26200/44000 | Loss: 2.9298 | LR: 1.81e-04 | 1328.2ms/step | 15.1 samples/s +Step 26210/44000 | Loss: 2.9832 | LR: 1.81e-04 | 1324.6ms/step | 15.1 samples/s +Step 26220/44000 | Loss: 2.9719 | LR: 1.81e-04 | 1323.6ms/step | 15.1 samples/s +Step 26230/44000 | Loss: 2.9736 | LR: 1.81e-04 | 1325.4ms/step | 15.1 samples/s +Step 26240/44000 | Loss: 2.9194 | LR: 1.81e-04 | 1324.6ms/step | 15.1 samples/s +Step 26250/44000 | Loss: 2.9709 | LR: 1.81e-04 | 1326.9ms/step | 15.1 samples/s +Validation at step 26250: Loss = 2.9354, Perplexity = 18.83 +Step 26260/44000 | Loss: 2.9277 | LR: 1.80e-04 | 3546.1ms/step | 5.6 samples/s +Step 26270/44000 | Loss: 2.9581 | LR: 1.80e-04 | 1328.2ms/step | 15.1 samples/s +Step 26280/44000 | Loss: 2.9443 | LR: 1.80e-04 | 1326.7ms/step | 15.1 samples/s +Step 26290/44000 | Loss: 2.9370 | LR: 1.80e-04 | 1323.9ms/step | 15.1 samples/s +Step 26300/44000 | Loss: 2.9475 | LR: 1.80e-04 | 1324.2ms/step | 15.1 samples/s +Step 26310/44000 | Loss: 2.9684 | LR: 1.80e-04 | 1328.0ms/step | 15.1 samples/s +Step 26320/44000 | Loss: 2.9576 | LR: 1.79e-04 | 1329.5ms/step | 15.0 samples/s +Step 26330/44000 | Loss: 2.9209 | LR: 1.79e-04 | 1328.2ms/step | 15.1 samples/s +Step 26340/44000 | Loss: 2.9663 | LR: 1.79e-04 | 1328.2ms/step | 15.1 samples/s +Step 26350/44000 | Loss: 2.9173 | LR: 1.79e-04 | 1328.9ms/step | 15.1 samples/s +Step 26360/44000 | Loss: 2.9373 | LR: 1.79e-04 | 1330.2ms/step | 15.0 samples/s +Step 26370/44000 | Loss: 2.9748 | LR: 1.78e-04 | 1329.0ms/step | 15.0 samples/s +Step 26380/44000 | Loss: 2.9688 | LR: 1.78e-04 | 1329.1ms/step | 15.0 samples/s +Step 26390/44000 | Loss: 2.9508 | LR: 1.78e-04 | 1323.6ms/step | 15.1 samples/s +Step 26400/44000 | Loss: 2.9353 | LR: 1.78e-04 | 1323.7ms/step | 15.1 samples/s +Step 26410/44000 | Loss: 2.9413 | LR: 1.78e-04 | 1329.0ms/step | 15.0 samples/s +Step 26420/44000 | Loss: 2.9689 | LR: 1.78e-04 | 1328.2ms/step | 15.1 samples/s +Step 26430/44000 | Loss: 2.9301 | LR: 1.77e-04 | 1328.3ms/step | 15.1 samples/s +Step 26440/44000 | Loss: 2.9605 | LR: 1.77e-04 | 1326.1ms/step | 15.1 samples/s +Step 26450/44000 | Loss: 2.9341 | LR: 1.77e-04 | 1326.7ms/step | 15.1 samples/s +Step 26460/44000 | Loss: 2.9304 | LR: 1.77e-04 | 1326.2ms/step | 15.1 samples/s +Step 26470/44000 | Loss: 2.9642 | LR: 1.77e-04 | 1328.1ms/step | 15.1 samples/s +Step 26480/44000 | Loss: 2.9403 | LR: 1.77e-04 | 1328.9ms/step | 15.1 samples/s +Step 26490/44000 | Loss: 2.9340 | LR: 1.76e-04 | 1328.2ms/step | 15.1 samples/s +Step 26500/44000 | Loss: 2.9431 | LR: 1.76e-04 | 1329.9ms/step | 15.0 samples/s +Validation at step 26500: Loss = 2.9339, Perplexity = 18.80 +Step 26510/44000 | Loss: 2.9522 | LR: 1.76e-04 | 3544.0ms/step | 5.6 samples/s +Step 26520/44000 | Loss: 2.9155 | LR: 1.76e-04 | 1327.9ms/step | 15.1 samples/s +Step 26530/44000 | Loss: 2.9417 | LR: 1.76e-04 | 1330.8ms/step | 15.0 samples/s +Step 26540/44000 | Loss: 2.9237 | LR: 1.76e-04 | 1330.7ms/step | 15.0 samples/s +Step 26550/44000 | Loss: 2.9181 | LR: 1.75e-04 | 1330.6ms/step | 15.0 samples/s +Step 26560/44000 | Loss: 2.9482 | LR: 1.75e-04 | 1331.5ms/step | 15.0 samples/s +Step 26570/44000 | Loss: 2.9138 | LR: 1.75e-04 | 1329.2ms/step | 15.0 samples/s +Step 26580/44000 | Loss: 2.9273 | LR: 1.75e-04 | 1328.6ms/step | 15.1 samples/s +Step 26590/44000 | Loss: 2.9609 | LR: 1.75e-04 | 1329.9ms/step | 15.0 samples/s +Step 26600/44000 | Loss: 2.9265 | LR: 1.74e-04 | 1327.7ms/step | 15.1 samples/s +Step 26610/44000 | Loss: 2.9477 | LR: 1.74e-04 | 1332.5ms/step | 15.0 samples/s +Step 26620/44000 | Loss: 2.9407 | LR: 1.74e-04 | 1330.7ms/step | 15.0 samples/s +Step 26630/44000 | Loss: 2.9314 | LR: 1.74e-04 | 1331.5ms/step | 15.0 samples/s +Step 26640/44000 | Loss: 2.9348 | LR: 1.74e-04 | 1333.2ms/step | 15.0 samples/s +Step 26650/44000 | Loss: 2.9359 | LR: 1.74e-04 | 1330.4ms/step | 15.0 samples/s +Step 26660/44000 | Loss: 2.9246 | LR: 1.73e-04 | 1326.3ms/step | 15.1 samples/s +Step 26670/44000 | Loss: 2.9661 | LR: 1.73e-04 | 1325.4ms/step | 15.1 samples/s +Step 26680/44000 | Loss: 2.9233 | LR: 1.73e-04 | 1331.1ms/step | 15.0 samples/s +Step 26690/44000 | Loss: 2.9565 | LR: 1.73e-04 | 1329.9ms/step | 15.0 samples/s +Step 26700/44000 | Loss: 2.9330 | LR: 1.73e-04 | 1332.1ms/step | 15.0 samples/s +Step 26710/44000 | Loss: 2.9312 | LR: 1.73e-04 | 1333.3ms/step | 15.0 samples/s +Step 26720/44000 | Loss: 2.9131 | LR: 1.72e-04 | 1331.9ms/step | 15.0 samples/s +Step 26730/44000 | Loss: 2.9414 | LR: 1.72e-04 | 1331.7ms/step | 15.0 samples/s +Step 26740/44000 | Loss: 2.9484 | LR: 1.72e-04 | 1333.9ms/step | 15.0 samples/s +Step 26750/44000 | Loss: 2.9327 | LR: 1.72e-04 | 1332.5ms/step | 15.0 samples/s +Validation at step 26750: Loss = 2.9322, Perplexity = 18.77 +Step 26760/44000 | Loss: 2.9167 | LR: 1.72e-04 | 3553.5ms/step | 5.6 samples/s +Step 26770/44000 | Loss: 2.9493 | LR: 1.72e-04 | 1331.6ms/step | 15.0 samples/s +Step 26780/44000 | Loss: 2.9499 | LR: 1.71e-04 | 1330.0ms/step | 15.0 samples/s +Step 26790/44000 | Loss: 2.9294 | LR: 1.71e-04 | 1327.5ms/step | 15.1 samples/s +Step 26800/44000 | Loss: 2.9838 | LR: 1.71e-04 | 1328.9ms/step | 15.0 samples/s +Step 26810/44000 | Loss: 2.9508 | LR: 1.71e-04 | 1328.9ms/step | 15.1 samples/s +Step 26820/44000 | Loss: 2.9108 | LR: 1.71e-04 | 1334.9ms/step | 15.0 samples/s +Step 26830/44000 | Loss: 2.9356 | LR: 1.71e-04 | 1332.5ms/step | 15.0 samples/s +Step 26840/44000 | Loss: 2.9350 | LR: 1.70e-04 | 1329.8ms/step | 15.0 samples/s +Step 26850/44000 | Loss: 2.9439 | LR: 1.70e-04 | 1334.0ms/step | 15.0 samples/s +Step 26860/44000 | Loss: 2.9592 | LR: 1.70e-04 | 1358.4ms/step | 14.7 samples/s +Step 26870/44000 | Loss: 2.9330 | LR: 1.70e-04 | 1347.3ms/step | 14.8 samples/s +Step 26880/44000 | Loss: 2.9539 | LR: 1.70e-04 | 1344.8ms/step | 14.9 samples/s +Step 26890/44000 | Loss: 2.9738 | LR: 1.69e-04 | 1343.6ms/step | 14.9 samples/s +Step 26900/44000 | Loss: 2.9153 | LR: 1.69e-04 | 1343.1ms/step | 14.9 samples/s +Step 26910/44000 | Loss: 2.9258 | LR: 1.69e-04 | 1342.1ms/step | 14.9 samples/s +Step 26920/44000 | Loss: 2.9330 | LR: 1.69e-04 | 1339.6ms/step | 14.9 samples/s +Step 26930/44000 | Loss: 2.9630 | LR: 1.69e-04 | 1341.4ms/step | 14.9 samples/s +Step 26940/44000 | Loss: 2.9476 | LR: 1.69e-04 | 1342.3ms/step | 14.9 samples/s +Step 26950/44000 | Loss: 2.9626 | LR: 1.68e-04 | 1340.2ms/step | 14.9 samples/s +Step 26960/44000 | Loss: 2.9178 | LR: 1.68e-04 | 1340.4ms/step | 14.9 samples/s +Step 26970/44000 | Loss: 2.9358 | LR: 1.68e-04 | 1342.4ms/step | 14.9 samples/s +Step 26980/44000 | Loss: 2.9399 | LR: 1.68e-04 | 1339.4ms/step | 14.9 samples/s +Step 26990/44000 | Loss: 2.9383 | LR: 1.68e-04 | 1333.8ms/step | 15.0 samples/s +Step 27000/44000 | Loss: 2.9423 | LR: 1.68e-04 | 1335.2ms/step | 15.0 samples/s +Validation at step 27000: Loss = 2.9309, Perplexity = 18.74 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-27000 +Step 27010/44000 | Loss: 2.9111 | LR: 1.67e-04 | 3891.1ms/step | 5.1 samples/s +Step 27020/44000 | Loss: 2.9339 | LR: 1.67e-04 | 1339.9ms/step | 14.9 samples/s +Step 27030/44000 | Loss: 2.9336 | LR: 1.67e-04 | 1337.2ms/step | 15.0 samples/s +Step 27040/44000 | Loss: 2.9480 | LR: 1.67e-04 | 1337.4ms/step | 15.0 samples/s +Step 27050/44000 | Loss: 2.9581 | LR: 1.67e-04 | 1338.0ms/step | 14.9 samples/s +Step 27060/44000 | Loss: 2.9553 | LR: 1.67e-04 | 1336.7ms/step | 15.0 samples/s +Step 27070/44000 | Loss: 2.9670 | LR: 1.66e-04 | 1329.0ms/step | 15.0 samples/s +Step 27080/44000 | Loss: 2.9368 | LR: 1.66e-04 | 1329.6ms/step | 15.0 samples/s +Step 27090/44000 | Loss: 2.9512 | LR: 1.66e-04 | 1335.0ms/step | 15.0 samples/s +Step 27100/44000 | Loss: 2.9440 | LR: 1.66e-04 | 1342.6ms/step | 14.9 samples/s +Step 27110/44000 | Loss: 2.9395 | LR: 1.66e-04 | 1343.6ms/step | 14.9 samples/s +Step 27120/44000 | Loss: 2.9434 | LR: 1.66e-04 | 1341.7ms/step | 14.9 samples/s +Step 27130/44000 | Loss: 2.9699 | LR: 1.65e-04 | 1337.9ms/step | 14.9 samples/s +Step 27140/44000 | Loss: 2.9462 | LR: 1.65e-04 | 1335.9ms/step | 15.0 samples/s +Step 27150/44000 | Loss: 2.9323 | LR: 1.65e-04 | 1337.3ms/step | 15.0 samples/s +Step 27160/44000 | Loss: 2.9346 | LR: 1.65e-04 | 1340.2ms/step | 14.9 samples/s +Step 27170/44000 | Loss: 2.9398 | LR: 1.65e-04 | 1340.6ms/step | 14.9 samples/s +Step 27180/44000 | Loss: 2.9414 | LR: 1.65e-04 | 1335.5ms/step | 15.0 samples/s +Step 27190/44000 | Loss: 2.9447 | LR: 1.64e-04 | 1338.8ms/step | 14.9 samples/s +Step 27200/44000 | Loss: 2.9604 | LR: 1.64e-04 | 1340.9ms/step | 14.9 samples/s +Step 27210/44000 | Loss: 2.9133 | LR: 1.64e-04 | 1336.6ms/step | 15.0 samples/s +Step 27220/44000 | Loss: 2.9406 | LR: 1.64e-04 | 1339.5ms/step | 14.9 samples/s +Step 27230/44000 | Loss: 2.9275 | LR: 1.64e-04 | 1340.2ms/step | 14.9 samples/s +Step 27240/44000 | Loss: 2.9609 | LR: 1.63e-04 | 1338.9ms/step | 14.9 samples/s +Step 27250/44000 | Loss: 2.9507 | LR: 1.63e-04 | 1339.9ms/step | 14.9 samples/s +Validation at step 27250: Loss = 2.9298, Perplexity = 18.72 +Step 27260/44000 | Loss: 2.9415 | LR: 1.63e-04 | 3571.3ms/step | 5.6 samples/s +Step 27270/44000 | Loss: 2.9520 | LR: 1.63e-04 | 1339.9ms/step | 14.9 samples/s +Step 27280/44000 | Loss: 2.9139 | LR: 1.63e-04 | 1337.4ms/step | 15.0 samples/s +Step 27290/44000 | Loss: 2.9433 | LR: 1.63e-04 | 1341.0ms/step | 14.9 samples/s +Step 27300/44000 | Loss: 2.9240 | LR: 1.62e-04 | 1337.9ms/step | 14.9 samples/s +Step 27310/44000 | Loss: 2.9355 | LR: 1.62e-04 | 1339.6ms/step | 14.9 samples/s +Step 27320/44000 | Loss: 2.9139 | LR: 1.62e-04 | 1341.3ms/step | 14.9 samples/s +Step 27330/44000 | Loss: 2.9402 | LR: 1.62e-04 | 1344.5ms/step | 14.9 samples/s +Step 27340/44000 | Loss: 2.9459 | LR: 1.62e-04 | 1344.8ms/step | 14.9 samples/s +Step 27350/44000 | Loss: 2.9132 | LR: 1.62e-04 | 1341.6ms/step | 14.9 samples/s +Step 27360/44000 | Loss: 2.9393 | LR: 1.61e-04 | 1344.0ms/step | 14.9 samples/s +Step 27370/44000 | Loss: 2.9466 | LR: 1.61e-04 | 1343.4ms/step | 14.9 samples/s +Step 27380/44000 | Loss: 2.9123 | LR: 1.61e-04 | 1345.2ms/step | 14.9 samples/s +Step 27390/44000 | Loss: 2.9390 | LR: 1.61e-04 | 1346.3ms/step | 14.9 samples/s +Step 27400/44000 | Loss: 2.9572 | LR: 1.61e-04 | 1344.3ms/step | 14.9 samples/s +Step 27410/44000 | Loss: 2.9592 | LR: 1.61e-04 | 1343.8ms/step | 14.9 samples/s +Step 27420/44000 | Loss: 2.9416 | LR: 1.60e-04 | 1346.3ms/step | 14.9 samples/s +Step 27430/44000 | Loss: 2.9537 | LR: 1.60e-04 | 1343.5ms/step | 14.9 samples/s +Step 27440/44000 | Loss: 2.9310 | LR: 1.60e-04 | 1345.6ms/step | 14.9 samples/s +Step 27450/44000 | Loss: 2.9588 | LR: 1.60e-04 | 1343.4ms/step | 14.9 samples/s +Step 27460/44000 | Loss: 2.9548 | LR: 1.60e-04 | 1343.1ms/step | 14.9 samples/s +Step 27470/44000 | Loss: 2.9370 | LR: 1.60e-04 | 1344.8ms/step | 14.9 samples/s +Step 27480/44000 | Loss: 2.9192 | LR: 1.59e-04 | 1344.8ms/step | 14.9 samples/s +Step 27490/44000 | Loss: 2.9502 | LR: 1.59e-04 | 1348.7ms/step | 14.8 samples/s +Step 27500/44000 | Loss: 2.9498 | LR: 1.59e-04 | 1343.6ms/step | 14.9 samples/s +Validation at step 27500: Loss = 2.9283, Perplexity = 18.70 +Step 27510/44000 | Loss: 2.9420 | LR: 1.59e-04 | 3582.7ms/step | 5.6 samples/s +Step 27520/44000 | Loss: 2.9526 | LR: 1.59e-04 | 1343.4ms/step | 14.9 samples/s +Step 27530/44000 | Loss: 2.9203 | LR: 1.59e-04 | 1344.3ms/step | 14.9 samples/s +Step 27540/44000 | Loss: 2.9337 | LR: 1.58e-04 | 1348.9ms/step | 14.8 samples/s +Step 27550/44000 | Loss: 2.9665 | LR: 1.58e-04 | 1350.0ms/step | 14.8 samples/s +Step 27560/44000 | Loss: 2.9184 | LR: 1.58e-04 | 1350.4ms/step | 14.8 samples/s +Step 27570/44000 | Loss: 2.9231 | LR: 1.58e-04 | 1347.2ms/step | 14.8 samples/s +Step 27580/44000 | Loss: 2.9462 | LR: 1.58e-04 | 1347.3ms/step | 14.8 samples/s +Step 27590/44000 | Loss: 2.9468 | LR: 1.58e-04 | 1347.1ms/step | 14.8 samples/s +Step 27600/44000 | Loss: 2.9567 | LR: 1.57e-04 | 1347.6ms/step | 14.8 samples/s +Step 27610/44000 | Loss: 2.9172 | LR: 1.57e-04 | 1350.8ms/step | 14.8 samples/s +Step 27620/44000 | Loss: 2.9150 | LR: 1.57e-04 | 1352.0ms/step | 14.8 samples/s +Step 27630/44000 | Loss: 2.9051 | LR: 1.57e-04 | 1349.9ms/step | 14.8 samples/s +Step 27640/44000 | Loss: 2.9095 | LR: 1.57e-04 | 1350.2ms/step | 14.8 samples/s +Step 27650/44000 | Loss: 2.9345 | LR: 1.57e-04 | 1345.5ms/step | 14.9 samples/s +Step 27660/44000 | Loss: 2.9275 | LR: 1.56e-04 | 1347.0ms/step | 14.8 samples/s +Step 27670/44000 | Loss: 2.9381 | LR: 1.56e-04 | 1349.7ms/step | 14.8 samples/s +Step 27680/44000 | Loss: 2.9419 | LR: 1.56e-04 | 1350.2ms/step | 14.8 samples/s +Step 27690/44000 | Loss: 2.9160 | LR: 1.56e-04 | 1347.0ms/step | 14.8 samples/s +Step 27700/44000 | Loss: 2.9455 | LR: 1.56e-04 | 1345.0ms/step | 14.9 samples/s +Step 27710/44000 | Loss: 2.9364 | LR: 1.56e-04 | 1346.3ms/step | 14.9 samples/s +Step 27720/44000 | Loss: 2.8889 | LR: 1.55e-04 | 1349.4ms/step | 14.8 samples/s +Step 27730/44000 | Loss: 2.9297 | LR: 1.55e-04 | 1348.7ms/step | 14.8 samples/s +Step 27740/44000 | Loss: 2.9061 | LR: 1.55e-04 | 1349.5ms/step | 14.8 samples/s +Step 27750/44000 | Loss: 2.9647 | LR: 1.55e-04 | 1349.2ms/step | 14.8 samples/s +Validation at step 27750: Loss = 2.9271, Perplexity = 18.67 +Step 27760/44000 | Loss: 2.9498 | LR: 1.55e-04 | 3588.0ms/step | 5.6 samples/s +Step 27770/44000 | Loss: 2.9389 | LR: 1.55e-04 | 1345.8ms/step | 14.9 samples/s +Step 27780/44000 | Loss: 2.9514 | LR: 1.54e-04 | 1346.0ms/step | 14.9 samples/s +Step 27790/44000 | Loss: 2.9200 | LR: 1.54e-04 | 1345.1ms/step | 14.9 samples/s +Step 27800/44000 | Loss: 2.9557 | LR: 1.54e-04 | 1345.1ms/step | 14.9 samples/s +Step 27810/44000 | Loss: 2.9430 | LR: 1.54e-04 | 1345.5ms/step | 14.9 samples/s +Step 27820/44000 | Loss: 2.9104 | LR: 1.54e-04 | 1347.1ms/step | 14.8 samples/s +Step 27830/44000 | Loss: 2.9413 | LR: 1.54e-04 | 1348.6ms/step | 14.8 samples/s +Step 27840/44000 | Loss: 2.9609 | LR: 1.53e-04 | 1359.4ms/step | 14.7 samples/s +Step 27850/44000 | Loss: 2.9218 | LR: 1.53e-04 | 1357.4ms/step | 14.7 samples/s +Step 27860/44000 | Loss: 2.9418 | LR: 1.53e-04 | 1350.8ms/step | 14.8 samples/s +Step 27870/44000 | Loss: 2.9459 | LR: 1.53e-04 | 1346.7ms/step | 14.9 samples/s +Step 27880/44000 | Loss: 2.9622 | LR: 1.53e-04 | 1342.2ms/step | 14.9 samples/s +Step 27890/44000 | Loss: 2.9354 | LR: 1.53e-04 | 1342.7ms/step | 14.9 samples/s +Step 27900/44000 | Loss: 2.9404 | LR: 1.52e-04 | 1343.0ms/step | 14.9 samples/s +Step 27910/44000 | Loss: 2.9111 | LR: 1.52e-04 | 1344.6ms/step | 14.9 samples/s +Step 27920/44000 | Loss: 2.9460 | LR: 1.52e-04 | 1345.8ms/step | 14.9 samples/s +Step 27930/44000 | Loss: 2.9686 | LR: 1.52e-04 | 1343.3ms/step | 14.9 samples/s +Step 27940/44000 | Loss: 2.9171 | LR: 1.52e-04 | 1345.9ms/step | 14.9 samples/s +Step 27950/44000 | Loss: 2.9476 | LR: 1.52e-04 | 1347.3ms/step | 14.8 samples/s +Step 27960/44000 | Loss: 2.9294 | LR: 1.51e-04 | 1348.0ms/step | 14.8 samples/s +Step 27970/44000 | Loss: 2.9205 | LR: 1.51e-04 | 1339.8ms/step | 14.9 samples/s +Step 27980/44000 | Loss: 2.9600 | LR: 1.51e-04 | 1342.0ms/step | 14.9 samples/s +Step 27990/44000 | Loss: 2.9789 | LR: 1.51e-04 | 1341.2ms/step | 14.9 samples/s +Step 28000/44000 | Loss: 2.9470 | LR: 1.51e-04 | 1346.8ms/step | 14.8 samples/s +Validation at step 28000: Loss = 2.9258, Perplexity = 18.65 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-28000 +Step 28010/44000 | Loss: 2.9565 | LR: 1.51e-04 | 3891.3ms/step | 5.1 samples/s +Step 28020/44000 | Loss: 2.9520 | LR: 1.50e-04 | 1339.2ms/step | 14.9 samples/s +Step 28030/44000 | Loss: 2.9099 | LR: 1.50e-04 | 1339.8ms/step | 14.9 samples/s +Step 28040/44000 | Loss: 2.9343 | LR: 1.50e-04 | 1341.8ms/step | 14.9 samples/s +Step 28050/44000 | Loss: 2.9309 | LR: 1.50e-04 | 1342.3ms/step | 14.9 samples/s +Step 28060/44000 | Loss: 2.9583 | LR: 1.50e-04 | 1342.7ms/step | 14.9 samples/s +Step 28070/44000 | Loss: 2.9668 | LR: 1.50e-04 | 1342.9ms/step | 14.9 samples/s +Step 28080/44000 | Loss: 2.9169 | LR: 1.49e-04 | 1345.0ms/step | 14.9 samples/s +Step 28090/44000 | Loss: 2.9444 | LR: 1.49e-04 | 1344.9ms/step | 14.9 samples/s +Step 28100/44000 | Loss: 2.9513 | LR: 1.49e-04 | 1345.1ms/step | 14.9 samples/s +Step 28110/44000 | Loss: 2.9312 | LR: 1.49e-04 | 1341.9ms/step | 14.9 samples/s +Step 28120/44000 | Loss: 2.9169 | LR: 1.49e-04 | 1340.6ms/step | 14.9 samples/s +Step 28130/44000 | Loss: 2.9057 | LR: 1.49e-04 | 1342.8ms/step | 14.9 samples/s +Step 28140/44000 | Loss: 2.9242 | LR: 1.48e-04 | 1344.0ms/step | 14.9 samples/s +Step 28150/44000 | Loss: 2.9208 | LR: 1.48e-04 | 1343.6ms/step | 14.9 samples/s +Step 28160/44000 | Loss: 2.9362 | LR: 1.48e-04 | 1344.8ms/step | 14.9 samples/s +Step 28170/44000 | Loss: 2.9240 | LR: 1.48e-04 | 1344.7ms/step | 14.9 samples/s +Step 28180/44000 | Loss: 2.9410 | LR: 1.48e-04 | 1347.1ms/step | 14.8 samples/s +Step 28190/44000 | Loss: 2.9377 | LR: 1.48e-04 | 1343.5ms/step | 14.9 samples/s +Step 28200/44000 | Loss: 2.9191 | LR: 1.47e-04 | 1340.5ms/step | 14.9 samples/s +Step 28210/44000 | Loss: 2.9549 | LR: 1.47e-04 | 1340.3ms/step | 14.9 samples/s +Step 28220/44000 | Loss: 2.9820 | LR: 1.47e-04 | 1342.3ms/step | 14.9 samples/s +Step 28230/44000 | Loss: 2.9213 | LR: 1.47e-04 | 1343.2ms/step | 14.9 samples/s +Step 28240/44000 | Loss: 2.9324 | LR: 1.47e-04 | 1342.8ms/step | 14.9 samples/s +Step 28250/44000 | Loss: 2.9420 | LR: 1.47e-04 | 1344.5ms/step | 14.9 samples/s +Validation at step 28250: Loss = 2.9249, Perplexity = 18.63 +Step 28260/44000 | Loss: 2.9446 | LR: 1.46e-04 | 3580.0ms/step | 5.6 samples/s +Step 28270/44000 | Loss: 2.9448 | LR: 1.46e-04 | 1342.4ms/step | 14.9 samples/s +Step 28280/44000 | Loss: 2.9011 | LR: 1.46e-04 | 1341.8ms/step | 14.9 samples/s +Step 28290/44000 | Loss: 2.9112 | LR: 1.46e-04 | 1345.2ms/step | 14.9 samples/s +Step 28300/44000 | Loss: 2.9293 | LR: 1.46e-04 | 1339.3ms/step | 14.9 samples/s +Step 28310/44000 | Loss: 2.9383 | LR: 1.46e-04 | 1340.4ms/step | 14.9 samples/s +Step 28320/44000 | Loss: 2.9273 | LR: 1.45e-04 | 1338.4ms/step | 14.9 samples/s +Step 28330/44000 | Loss: 2.9475 | LR: 1.45e-04 | 1338.3ms/step | 14.9 samples/s +Step 28340/44000 | Loss: 2.9455 | LR: 1.45e-04 | 1339.7ms/step | 14.9 samples/s +Step 28350/44000 | Loss: 2.9121 | LR: 1.45e-04 | 1340.7ms/step | 14.9 samples/s +Step 28360/44000 | Loss: 2.9363 | LR: 1.45e-04 | 1339.4ms/step | 14.9 samples/s +Step 28370/44000 | Loss: 2.9114 | LR: 1.45e-04 | 1344.5ms/step | 14.9 samples/s +Step 28380/44000 | Loss: 2.9031 | LR: 1.44e-04 | 1344.9ms/step | 14.9 samples/s +Step 28390/44000 | Loss: 2.9190 | LR: 1.44e-04 | 1344.7ms/step | 14.9 samples/s +Step 28400/44000 | Loss: 2.9343 | LR: 1.44e-04 | 1345.2ms/step | 14.9 samples/s +Step 28410/44000 | Loss: 2.9433 | LR: 1.44e-04 | 1346.2ms/step | 14.9 samples/s +Step 28420/44000 | Loss: 2.9206 | LR: 1.44e-04 | 1347.4ms/step | 14.8 samples/s +Step 28430/44000 | Loss: 2.9143 | LR: 1.44e-04 | 1336.8ms/step | 15.0 samples/s +Step 28440/44000 | Loss: 2.9516 | LR: 1.43e-04 | 1331.3ms/step | 15.0 samples/s +Step 28450/44000 | Loss: 2.9380 | LR: 1.43e-04 | 1339.2ms/step | 14.9 samples/s +Step 28460/44000 | Loss: 2.9314 | LR: 1.43e-04 | 1340.2ms/step | 14.9 samples/s +Step 28470/44000 | Loss: 2.9267 | LR: 1.43e-04 | 1339.6ms/step | 14.9 samples/s +Step 28480/44000 | Loss: 2.9680 | LR: 1.43e-04 | 1343.6ms/step | 14.9 samples/s +Step 28490/44000 | Loss: 2.9246 | LR: 1.43e-04 | 1346.1ms/step | 14.9 samples/s +Step 28500/44000 | Loss: 2.9419 | LR: 1.42e-04 | 1345.2ms/step | 14.9 samples/s +Validation at step 28500: Loss = 2.9235, Perplexity = 18.61 +Step 28510/44000 | Loss: 2.9218 | LR: 1.42e-04 | 3597.7ms/step | 5.6 samples/s +Step 28520/44000 | Loss: 2.9420 | LR: 1.42e-04 | 1343.8ms/step | 14.9 samples/s +Step 28530/44000 | Loss: 2.9098 | LR: 1.42e-04 | 1346.1ms/step | 14.9 samples/s +Step 28540/44000 | Loss: 2.9463 | LR: 1.42e-04 | 1345.3ms/step | 14.9 samples/s +Step 28550/44000 | Loss: 2.9289 | LR: 1.42e-04 | 1346.0ms/step | 14.9 samples/s +Step 28560/44000 | Loss: 2.9441 | LR: 1.41e-04 | 1346.2ms/step | 14.9 samples/s +Step 28570/44000 | Loss: 2.9054 | LR: 1.41e-04 | 1345.4ms/step | 14.9 samples/s +Step 28580/44000 | Loss: 2.9500 | LR: 1.41e-04 | 1349.2ms/step | 14.8 samples/s +Step 28590/44000 | Loss: 2.9416 | LR: 1.41e-04 | 1345.2ms/step | 14.9 samples/s +Step 28600/44000 | Loss: 2.9425 | LR: 1.41e-04 | 1345.3ms/step | 14.9 samples/s +Step 28610/44000 | Loss: 2.9324 | LR: 1.41e-04 | 1345.0ms/step | 14.9 samples/s +Step 28620/44000 | Loss: 2.8981 | LR: 1.40e-04 | 1346.8ms/step | 14.9 samples/s +Step 28630/44000 | Loss: 2.9085 | LR: 1.40e-04 | 1345.6ms/step | 14.9 samples/s +Step 28640/44000 | Loss: 2.9212 | LR: 1.40e-04 | 1346.0ms/step | 14.9 samples/s +Step 28650/44000 | Loss: 2.9465 | LR: 1.40e-04 | 1346.0ms/step | 14.9 samples/s +Step 28660/44000 | Loss: 2.9166 | LR: 1.40e-04 | 1344.9ms/step | 14.9 samples/s +Step 28670/44000 | Loss: 2.9347 | LR: 1.40e-04 | 1344.8ms/step | 14.9 samples/s +Step 28680/44000 | Loss: 2.9380 | LR: 1.39e-04 | 1345.1ms/step | 14.9 samples/s +Step 28690/44000 | Loss: 2.9176 | LR: 1.39e-04 | 1343.1ms/step | 14.9 samples/s +Step 28700/44000 | Loss: 2.9510 | LR: 1.39e-04 | 1341.3ms/step | 14.9 samples/s +Step 28710/44000 | Loss: 2.9402 | LR: 1.39e-04 | 1341.3ms/step | 14.9 samples/s +Step 28720/44000 | Loss: 2.8948 | LR: 1.39e-04 | 1342.7ms/step | 14.9 samples/s +Step 28730/44000 | Loss: 2.9127 | LR: 1.39e-04 | 1345.0ms/step | 14.9 samples/s +Step 28740/44000 | Loss: 2.9255 | LR: 1.38e-04 | 1350.4ms/step | 14.8 samples/s +Step 28750/44000 | Loss: 2.9100 | LR: 1.38e-04 | 1353.5ms/step | 14.8 samples/s +Validation at step 28750: Loss = 2.9224, Perplexity = 18.59 +Step 28760/44000 | Loss: 2.9340 | LR: 1.38e-04 | 3589.7ms/step | 5.6 samples/s +Step 28770/44000 | Loss: 2.9206 | LR: 1.38e-04 | 1347.3ms/step | 14.8 samples/s +Step 28780/44000 | Loss: 2.9166 | LR: 1.38e-04 | 1345.5ms/step | 14.9 samples/s +Step 28790/44000 | Loss: 2.9381 | LR: 1.38e-04 | 1348.4ms/step | 14.8 samples/s +Step 28800/44000 | Loss: 2.9445 | LR: 1.38e-04 | 1342.8ms/step | 14.9 samples/s +Step 28810/44000 | Loss: 2.9362 | LR: 1.37e-04 | 1344.9ms/step | 14.9 samples/s +Step 28820/44000 | Loss: 2.9354 | LR: 1.37e-04 | 1343.0ms/step | 14.9 samples/s +Step 28830/44000 | Loss: 2.9295 | LR: 1.37e-04 | 1343.9ms/step | 14.9 samples/s +Step 28840/44000 | Loss: 2.9373 | LR: 1.37e-04 | 1345.2ms/step | 14.9 samples/s +Step 28850/44000 | Loss: 2.9122 | LR: 1.37e-04 | 1341.2ms/step | 14.9 samples/s +Step 28860/44000 | Loss: 2.9268 | LR: 1.37e-04 | 1341.5ms/step | 14.9 samples/s +Step 28870/44000 | Loss: 2.9695 | LR: 1.36e-04 | 1342.5ms/step | 14.9 samples/s +Step 28880/44000 | Loss: 2.8971 | LR: 1.36e-04 | 1343.1ms/step | 14.9 samples/s +Step 28890/44000 | Loss: 2.9211 | LR: 1.36e-04 | 1342.9ms/step | 14.9 samples/s +Step 28900/44000 | Loss: 2.9487 | LR: 1.36e-04 | 1340.7ms/step | 14.9 samples/s +Step 28910/44000 | Loss: 2.9197 | LR: 1.36e-04 | 1341.0ms/step | 14.9 samples/s +Step 28920/44000 | Loss: 2.9382 | LR: 1.36e-04 | 1338.5ms/step | 14.9 samples/s +Step 28930/44000 | Loss: 2.9604 | LR: 1.35e-04 | 1340.8ms/step | 14.9 samples/s +Step 28940/44000 | Loss: 2.9173 | LR: 1.35e-04 | 1339.8ms/step | 14.9 samples/s +Step 28950/44000 | Loss: 2.9267 | LR: 1.35e-04 | 1339.5ms/step | 14.9 samples/s +Step 28960/44000 | Loss: 2.9148 | LR: 1.35e-04 | 1340.0ms/step | 14.9 samples/s +Step 28970/44000 | Loss: 2.9599 | LR: 1.35e-04 | 1340.0ms/step | 14.9 samples/s +Step 28980/44000 | Loss: 2.9122 | LR: 1.35e-04 | 1343.6ms/step | 14.9 samples/s +Step 28990/44000 | Loss: 2.9303 | LR: 1.34e-04 | 1344.8ms/step | 14.9 samples/s +Step 29000/44000 | Loss: 2.9179 | LR: 1.34e-04 | 1346.0ms/step | 14.9 samples/s +Validation at step 29000: Loss = 2.9215, Perplexity = 18.57 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-29000 +Step 29010/44000 | Loss: 2.9417 | LR: 1.34e-04 | 3875.8ms/step | 5.2 samples/s +Step 29020/44000 | Loss: 2.9066 | LR: 1.34e-04 | 1338.6ms/step | 14.9 samples/s +Step 29030/44000 | Loss: 2.9227 | LR: 1.34e-04 | 1339.2ms/step | 14.9 samples/s +Step 29040/44000 | Loss: 2.9166 | LR: 1.34e-04 | 1342.8ms/step | 14.9 samples/s +Step 29050/44000 | Loss: 2.9047 | LR: 1.33e-04 | 1342.4ms/step | 14.9 samples/s +Step 29060/44000 | Loss: 2.9326 | LR: 1.33e-04 | 1342.3ms/step | 14.9 samples/s +Step 29070/44000 | Loss: 2.8986 | LR: 1.33e-04 | 1345.5ms/step | 14.9 samples/s +Step 29080/44000 | Loss: 2.9559 | LR: 1.33e-04 | 1340.4ms/step | 14.9 samples/s +Step 29090/44000 | Loss: 2.9334 | LR: 1.33e-04 | 1340.5ms/step | 14.9 samples/s +Step 29100/44000 | Loss: 2.9481 | LR: 1.33e-04 | 1344.8ms/step | 14.9 samples/s +Step 29110/44000 | Loss: 2.9374 | LR: 1.33e-04 | 1348.0ms/step | 14.8 samples/s +Step 29120/44000 | Loss: 2.9309 | LR: 1.32e-04 | 1343.9ms/step | 14.9 samples/s +Step 29130/44000 | Loss: 2.9026 | LR: 1.32e-04 | 1342.8ms/step | 14.9 samples/s +Step 29140/44000 | Loss: 2.9122 | LR: 1.32e-04 | 1343.4ms/step | 14.9 samples/s +Step 29150/44000 | Loss: 2.9124 | LR: 1.32e-04 | 1343.6ms/step | 14.9 samples/s +Step 29160/44000 | Loss: 2.9401 | LR: 1.32e-04 | 1346.7ms/step | 14.9 samples/s +Step 29170/44000 | Loss: 2.9462 | LR: 1.32e-04 | 1343.0ms/step | 14.9 samples/s +Step 29180/44000 | Loss: 2.9331 | LR: 1.31e-04 | 1340.5ms/step | 14.9 samples/s +Step 29190/44000 | Loss: 2.9361 | LR: 1.31e-04 | 1337.0ms/step | 15.0 samples/s +Step 29200/44000 | Loss: 2.9123 | LR: 1.31e-04 | 1337.4ms/step | 15.0 samples/s +Step 29210/44000 | Loss: 2.9091 | LR: 1.31e-04 | 1340.2ms/step | 14.9 samples/s +Step 29220/44000 | Loss: 2.9530 | LR: 1.31e-04 | 1339.5ms/step | 14.9 samples/s +Step 29230/44000 | Loss: 2.9300 | LR: 1.31e-04 | 1340.1ms/step | 14.9 samples/s +Step 29240/44000 | Loss: 2.9286 | LR: 1.30e-04 | 1340.5ms/step | 14.9 samples/s +Step 29250/44000 | Loss: 2.9415 | LR: 1.30e-04 | 1338.4ms/step | 14.9 samples/s +Validation at step 29250: Loss = 2.9203, Perplexity = 18.55 +Step 29260/44000 | Loss: 2.9314 | LR: 1.30e-04 | 3575.5ms/step | 5.6 samples/s +Step 29270/44000 | Loss: 2.9389 | LR: 1.30e-04 | 1342.8ms/step | 14.9 samples/s +Step 29280/44000 | Loss: 2.9122 | LR: 1.30e-04 | 1343.3ms/step | 14.9 samples/s +Step 29290/44000 | Loss: 2.9487 | LR: 1.30e-04 | 1343.2ms/step | 14.9 samples/s +Step 29300/44000 | Loss: 2.9404 | LR: 1.29e-04 | 1341.2ms/step | 14.9 samples/s +Step 29310/44000 | Loss: 2.9351 | LR: 1.29e-04 | 1342.1ms/step | 14.9 samples/s +Step 29320/44000 | Loss: 2.9108 | LR: 1.29e-04 | 1343.0ms/step | 14.9 samples/s +Step 29330/44000 | Loss: 2.9285 | LR: 1.29e-04 | 1345.8ms/step | 14.9 samples/s +Step 29340/44000 | Loss: 2.8994 | LR: 1.29e-04 | 1348.6ms/step | 14.8 samples/s +Step 29350/44000 | Loss: 2.9244 | LR: 1.29e-04 | 1346.1ms/step | 14.9 samples/s +Step 29360/44000 | Loss: 2.9208 | LR: 1.29e-04 | 1347.4ms/step | 14.8 samples/s +Step 29370/44000 | Loss: 2.9499 | LR: 1.28e-04 | 1346.5ms/step | 14.9 samples/s +Step 29380/44000 | Loss: 2.9128 | LR: 1.28e-04 | 1342.6ms/step | 14.9 samples/s +Step 29390/44000 | Loss: 2.9595 | LR: 1.28e-04 | 1340.7ms/step | 14.9 samples/s +Step 29400/44000 | Loss: 2.9218 | LR: 1.28e-04 | 1340.4ms/step | 14.9 samples/s +Step 29410/44000 | Loss: 2.9280 | LR: 1.28e-04 | 1339.8ms/step | 14.9 samples/s +Step 29420/44000 | Loss: 2.9657 | LR: 1.28e-04 | 1336.7ms/step | 15.0 samples/s +Step 29430/44000 | Loss: 2.9180 | LR: 1.27e-04 | 1336.5ms/step | 15.0 samples/s +Step 29440/44000 | Loss: 2.9365 | LR: 1.27e-04 | 1337.0ms/step | 15.0 samples/s +Step 29450/44000 | Loss: 2.9348 | LR: 1.27e-04 | 1337.3ms/step | 15.0 samples/s +Step 29460/44000 | Loss: 2.9475 | LR: 1.27e-04 | 1335.8ms/step | 15.0 samples/s +Step 29470/44000 | Loss: 2.9025 | LR: 1.27e-04 | 1335.4ms/step | 15.0 samples/s +Step 29480/44000 | Loss: 2.9585 | LR: 1.27e-04 | 1337.8ms/step | 14.9 samples/s +Step 29490/44000 | Loss: 2.9465 | LR: 1.26e-04 | 1337.8ms/step | 15.0 samples/s +Step 29500/44000 | Loss: 2.9380 | LR: 1.26e-04 | 1336.7ms/step | 15.0 samples/s +Validation at step 29500: Loss = 2.9195, Perplexity = 18.53 +Step 29510/44000 | Loss: 2.9373 | LR: 1.26e-04 | 3577.0ms/step | 5.6 samples/s +Step 29520/44000 | Loss: 2.9543 | LR: 1.26e-04 | 1339.8ms/step | 14.9 samples/s +Step 29530/44000 | Loss: 2.9200 | LR: 1.26e-04 | 1340.2ms/step | 14.9 samples/s +Step 29540/44000 | Loss: 2.9273 | LR: 1.26e-04 | 1340.9ms/step | 14.9 samples/s +Step 29550/44000 | Loss: 2.9034 | LR: 1.26e-04 | 1340.9ms/step | 14.9 samples/s +Step 29560/44000 | Loss: 2.9304 | LR: 1.25e-04 | 1341.0ms/step | 14.9 samples/s +Step 29570/44000 | Loss: 2.9141 | LR: 1.25e-04 | 1339.8ms/step | 14.9 samples/s +Step 29580/44000 | Loss: 2.9348 | LR: 1.25e-04 | 1336.3ms/step | 15.0 samples/s +Step 29590/44000 | Loss: 2.9209 | LR: 1.25e-04 | 1336.5ms/step | 15.0 samples/s +Step 29600/44000 | Loss: 2.9473 | LR: 1.25e-04 | 1339.9ms/step | 14.9 samples/s +Step 29610/44000 | Loss: 2.9478 | LR: 1.25e-04 | 1345.3ms/step | 14.9 samples/s +Step 29620/44000 | Loss: 2.9368 | LR: 1.24e-04 | 1339.1ms/step | 14.9 samples/s +Step 29630/44000 | Loss: 2.9377 | LR: 1.24e-04 | 1338.8ms/step | 14.9 samples/s +Step 29640/44000 | Loss: 2.9108 | LR: 1.24e-04 | 1339.6ms/step | 14.9 samples/s +Step 29650/44000 | Loss: 2.9120 | LR: 1.24e-04 | 1340.0ms/step | 14.9 samples/s +Step 29660/44000 | Loss: 2.9384 | LR: 1.24e-04 | 1341.5ms/step | 14.9 samples/s +Step 29670/44000 | Loss: 2.9223 | LR: 1.24e-04 | 1340.9ms/step | 14.9 samples/s +Step 29680/44000 | Loss: 2.9373 | LR: 1.23e-04 | 1336.6ms/step | 15.0 samples/s +Step 29690/44000 | Loss: 2.9434 | LR: 1.23e-04 | 1334.0ms/step | 15.0 samples/s +Step 29700/44000 | Loss: 2.9243 | LR: 1.23e-04 | 1340.7ms/step | 14.9 samples/s +Step 29710/44000 | Loss: 2.9245 | LR: 1.23e-04 | 1341.1ms/step | 14.9 samples/s +Step 29720/44000 | Loss: 2.9499 | LR: 1.23e-04 | 1339.4ms/step | 14.9 samples/s +Step 29730/44000 | Loss: 2.9328 | LR: 1.23e-04 | 1341.4ms/step | 14.9 samples/s +Step 29740/44000 | Loss: 2.9292 | LR: 1.23e-04 | 1342.0ms/step | 14.9 samples/s +Step 29750/44000 | Loss: 2.9295 | LR: 1.22e-04 | 1343.4ms/step | 14.9 samples/s +Validation at step 29750: Loss = 2.9185, Perplexity = 18.51 +Step 29760/44000 | Loss: 2.9457 | LR: 1.22e-04 | 3563.7ms/step | 5.6 samples/s +Step 29770/44000 | Loss: 2.9472 | LR: 1.22e-04 | 1333.6ms/step | 15.0 samples/s +Step 29780/44000 | Loss: 2.8914 | LR: 1.22e-04 | 1340.6ms/step | 14.9 samples/s +Step 29790/44000 | Loss: 2.9080 | LR: 1.22e-04 | 1340.2ms/step | 14.9 samples/s +Step 29800/44000 | Loss: 2.9228 | LR: 1.22e-04 | 1334.3ms/step | 15.0 samples/s +Step 29810/44000 | Loss: 2.9386 | LR: 1.21e-04 | 1333.0ms/step | 15.0 samples/s +Step 29820/44000 | Loss: 2.9297 | LR: 1.21e-04 | 1333.5ms/step | 15.0 samples/s +Step 29830/44000 | Loss: 2.9110 | LR: 1.21e-04 | 1334.9ms/step | 15.0 samples/s +Step 29840/44000 | Loss: 2.9294 | LR: 1.21e-04 | 1335.9ms/step | 15.0 samples/s +Step 29850/44000 | Loss: 2.9356 | LR: 1.21e-04 | 1335.9ms/step | 15.0 samples/s +Step 29860/44000 | Loss: 2.9343 | LR: 1.21e-04 | 1340.0ms/step | 14.9 samples/s +Step 29870/44000 | Loss: 2.9344 | LR: 1.21e-04 | 1336.2ms/step | 15.0 samples/s +Step 29880/44000 | Loss: 2.9228 | LR: 1.20e-04 | 1332.8ms/step | 15.0 samples/s +Step 29890/44000 | Loss: 2.9046 | LR: 1.20e-04 | 1337.5ms/step | 15.0 samples/s +Step 29900/44000 | Loss: 2.9355 | LR: 1.20e-04 | 1341.5ms/step | 14.9 samples/s +Step 29910/44000 | Loss: 2.9222 | LR: 1.20e-04 | 1341.0ms/step | 14.9 samples/s +Step 29920/44000 | Loss: 2.9466 | LR: 1.20e-04 | 1338.6ms/step | 14.9 samples/s +Step 29930/44000 | Loss: 2.9609 | LR: 1.20e-04 | 1337.1ms/step | 15.0 samples/s +Step 29940/44000 | Loss: 2.9384 | LR: 1.19e-04 | 1336.0ms/step | 15.0 samples/s +Step 29950/44000 | Loss: 2.9352 | LR: 1.19e-04 | 1335.8ms/step | 15.0 samples/s +Step 29960/44000 | Loss: 2.9578 | LR: 1.19e-04 | 1339.5ms/step | 14.9 samples/s +Step 29970/44000 | Loss: 2.9216 | LR: 1.19e-04 | 1338.6ms/step | 14.9 samples/s +Step 29980/44000 | Loss: 2.9343 | LR: 1.19e-04 | 1341.7ms/step | 14.9 samples/s +Step 29990/44000 | Loss: 2.9495 | LR: 1.19e-04 | 1338.0ms/step | 14.9 samples/s +Step 30000/44000 | Loss: 2.9209 | LR: 1.19e-04 | 1336.5ms/step | 15.0 samples/s +Validation at step 30000: Loss = 2.9175, Perplexity = 18.50 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-30000 +Step 30010/44000 | Loss: 2.9067 | LR: 1.18e-04 | 3894.0ms/step | 5.1 samples/s +Step 30020/44000 | Loss: 2.9155 | LR: 1.18e-04 | 1337.1ms/step | 15.0 samples/s +Step 30030/44000 | Loss: 2.9131 | LR: 1.18e-04 | 1337.9ms/step | 14.9 samples/s +Step 30040/44000 | Loss: 2.9267 | LR: 1.18e-04 | 1339.2ms/step | 14.9 samples/s +Step 30050/44000 | Loss: 2.9362 | LR: 1.18e-04 | 1336.9ms/step | 15.0 samples/s +Step 30060/44000 | Loss: 2.9428 | LR: 1.18e-04 | 1336.0ms/step | 15.0 samples/s +Step 30070/44000 | Loss: 2.8957 | LR: 1.17e-04 | 1338.1ms/step | 14.9 samples/s +Step 30080/44000 | Loss: 2.9330 | LR: 1.17e-04 | 1338.3ms/step | 14.9 samples/s +Step 30090/44000 | Loss: 2.9375 | LR: 1.17e-04 | 1335.6ms/step | 15.0 samples/s +Step 30100/44000 | Loss: 2.9051 | LR: 1.17e-04 | 1336.6ms/step | 15.0 samples/s +Step 30110/44000 | Loss: 2.9283 | LR: 1.17e-04 | 1338.6ms/step | 14.9 samples/s +Step 30120/44000 | Loss: 2.9092 | LR: 1.17e-04 | 1341.9ms/step | 14.9 samples/s +Step 30130/44000 | Loss: 2.9086 | LR: 1.17e-04 | 1341.7ms/step | 14.9 samples/s +Step 30140/44000 | Loss: 2.9266 | LR: 1.16e-04 | 1338.8ms/step | 14.9 samples/s +Step 30150/44000 | Loss: 2.9303 | LR: 1.16e-04 | 1336.7ms/step | 15.0 samples/s +Step 30160/44000 | Loss: 2.9232 | LR: 1.16e-04 | 1340.0ms/step | 14.9 samples/s +Step 30170/44000 | Loss: 2.9505 | LR: 1.16e-04 | 1341.4ms/step | 14.9 samples/s +Step 30180/44000 | Loss: 2.9307 | LR: 1.16e-04 | 1339.4ms/step | 14.9 samples/s +Step 30190/44000 | Loss: 2.9383 | LR: 1.16e-04 | 1339.8ms/step | 14.9 samples/s +Step 30200/44000 | Loss: 2.9210 | LR: 1.15e-04 | 1338.8ms/step | 14.9 samples/s +Step 30210/44000 | Loss: 2.9310 | LR: 1.15e-04 | 1340.0ms/step | 14.9 samples/s +Step 30220/44000 | Loss: 2.9107 | LR: 1.15e-04 | 1339.9ms/step | 14.9 samples/s +Step 30230/44000 | Loss: 2.9380 | LR: 1.15e-04 | 1337.2ms/step | 15.0 samples/s +Step 30240/44000 | Loss: 2.9217 | LR: 1.15e-04 | 1337.2ms/step | 15.0 samples/s +Step 30250/44000 | Loss: 2.9119 | LR: 1.15e-04 | 1338.0ms/step | 14.9 samples/s +Validation at step 30250: Loss = 2.9166, Perplexity = 18.48 +Step 30260/44000 | Loss: 2.9404 | LR: 1.15e-04 | 3573.9ms/step | 5.6 samples/s +Step 30270/44000 | Loss: 2.9416 | LR: 1.14e-04 | 1341.0ms/step | 14.9 samples/s +Step 30280/44000 | Loss: 2.9305 | LR: 1.14e-04 | 1342.8ms/step | 14.9 samples/s +Step 30290/44000 | Loss: 2.9106 | LR: 1.14e-04 | 1339.0ms/step | 14.9 samples/s +Step 30300/44000 | Loss: 2.9157 | LR: 1.14e-04 | 1338.2ms/step | 14.9 samples/s +Step 30310/44000 | Loss: 2.8714 | LR: 1.14e-04 | 1340.8ms/step | 14.9 samples/s +Step 30320/44000 | Loss: 2.9016 | LR: 1.14e-04 | 1340.6ms/step | 14.9 samples/s +Step 30330/44000 | Loss: 2.9328 | LR: 1.13e-04 | 1340.5ms/step | 14.9 samples/s +Step 30340/44000 | Loss: 2.9217 | LR: 1.13e-04 | 1341.1ms/step | 14.9 samples/s +Step 30350/44000 | Loss: 2.9377 | LR: 1.13e-04 | 1339.7ms/step | 14.9 samples/s +Step 30360/44000 | Loss: 2.9373 | LR: 1.13e-04 | 1342.6ms/step | 14.9 samples/s +Step 30370/44000 | Loss: 2.9191 | LR: 1.13e-04 | 1339.8ms/step | 14.9 samples/s +Step 30380/44000 | Loss: 2.9197 | LR: 1.13e-04 | 1340.7ms/step | 14.9 samples/s +Step 30390/44000 | Loss: 2.9249 | LR: 1.13e-04 | 1340.8ms/step | 14.9 samples/s +Step 30400/44000 | Loss: 2.9261 | LR: 1.12e-04 | 1340.5ms/step | 14.9 samples/s +Step 30410/44000 | Loss: 2.9346 | LR: 1.12e-04 | 1341.7ms/step | 14.9 samples/s +Step 30420/44000 | Loss: 2.9438 | LR: 1.12e-04 | 1341.5ms/step | 14.9 samples/s +Step 30430/44000 | Loss: 2.9136 | LR: 1.12e-04 | 1341.7ms/step | 14.9 samples/s +Step 30440/44000 | Loss: 2.9498 | LR: 1.12e-04 | 1337.6ms/step | 15.0 samples/s +Step 30450/44000 | Loss: 2.9243 | LR: 1.12e-04 | 1342.3ms/step | 14.9 samples/s +Step 30460/44000 | Loss: 2.9066 | LR: 1.11e-04 | 1343.3ms/step | 14.9 samples/s +Step 30470/44000 | Loss: 2.9394 | LR: 1.11e-04 | 1343.6ms/step | 14.9 samples/s +Step 30480/44000 | Loss: 2.9260 | LR: 1.11e-04 | 1340.8ms/step | 14.9 samples/s +Step 30490/44000 | Loss: 2.9241 | LR: 1.11e-04 | 1333.2ms/step | 15.0 samples/s +Step 30500/44000 | Loss: 2.9192 | LR: 1.11e-04 | 1332.9ms/step | 15.0 samples/s +Validation at step 30500: Loss = 2.9157, Perplexity = 18.46 +Step 30510/44000 | Loss: 2.8974 | LR: 1.11e-04 | 3559.5ms/step | 5.6 samples/s +Step 30520/44000 | Loss: 2.9255 | LR: 1.11e-04 | 1335.6ms/step | 15.0 samples/s +Step 30530/44000 | Loss: 2.9379 | LR: 1.10e-04 | 1334.6ms/step | 15.0 samples/s +Step 30540/44000 | Loss: 2.9412 | LR: 1.10e-04 | 1335.0ms/step | 15.0 samples/s +Step 30550/44000 | Loss: 2.9301 | LR: 1.10e-04 | 1338.8ms/step | 14.9 samples/s +Step 30560/44000 | Loss: 2.9586 | LR: 1.10e-04 | 1347.1ms/step | 14.8 samples/s +Step 30570/44000 | Loss: 2.9309 | LR: 1.10e-04 | 1340.1ms/step | 14.9 samples/s +Step 30580/44000 | Loss: 2.9567 | LR: 1.10e-04 | 1337.8ms/step | 14.9 samples/s +Step 30590/44000 | Loss: 2.9412 | LR: 1.10e-04 | 1334.0ms/step | 15.0 samples/s +Step 30600/44000 | Loss: 2.9031 | LR: 1.09e-04 | 1333.3ms/step | 15.0 samples/s +Step 30610/44000 | Loss: 2.9632 | LR: 1.09e-04 | 1335.7ms/step | 15.0 samples/s +Step 30620/44000 | Loss: 2.9092 | LR: 1.09e-04 | 1338.2ms/step | 14.9 samples/s +Step 30630/44000 | Loss: 2.9016 | LR: 1.09e-04 | 1338.8ms/step | 14.9 samples/s +Step 30640/44000 | Loss: 2.9248 | LR: 1.09e-04 | 1338.2ms/step | 14.9 samples/s +Step 30650/44000 | Loss: 2.9164 | LR: 1.09e-04 | 1339.0ms/step | 14.9 samples/s +Step 30660/44000 | Loss: 2.9245 | LR: 1.08e-04 | 1342.2ms/step | 14.9 samples/s +Step 30670/44000 | Loss: 2.9230 | LR: 1.08e-04 | 1342.5ms/step | 14.9 samples/s +Step 30680/44000 | Loss: 2.9266 | LR: 1.08e-04 | 1339.8ms/step | 14.9 samples/s +Step 30690/44000 | Loss: 2.9372 | LR: 1.08e-04 | 1337.5ms/step | 15.0 samples/s +Step 30700/44000 | Loss: 2.9270 | LR: 1.08e-04 | 1340.0ms/step | 14.9 samples/s +Step 30710/44000 | Loss: 2.9430 | LR: 1.08e-04 | 1339.1ms/step | 14.9 samples/s +Step 30720/44000 | Loss: 2.9454 | LR: 1.08e-04 | 1339.4ms/step | 14.9 samples/s +Step 30730/44000 | Loss: 2.9335 | LR: 1.07e-04 | 1338.7ms/step | 14.9 samples/s +Step 30740/44000 | Loss: 2.9056 | LR: 1.07e-04 | 1338.9ms/step | 14.9 samples/s +Step 30750/44000 | Loss: 2.9365 | LR: 1.07e-04 | 1339.1ms/step | 14.9 samples/s +Validation at step 30750: Loss = 2.9149, Perplexity = 18.45 +Step 30760/44000 | Loss: 2.9315 | LR: 1.07e-04 | 3574.5ms/step | 5.6 samples/s +Step 30770/44000 | Loss: 2.9160 | LR: 1.07e-04 | 1338.8ms/step | 14.9 samples/s +Step 30780/44000 | Loss: 2.9310 | LR: 1.07e-04 | 1337.4ms/step | 15.0 samples/s +Step 30790/44000 | Loss: 2.9288 | LR: 1.07e-04 | 1336.6ms/step | 15.0 samples/s +Step 30800/44000 | Loss: 2.9191 | LR: 1.06e-04 | 1337.5ms/step | 15.0 samples/s +Step 30810/44000 | Loss: 2.9155 | LR: 1.06e-04 | 1337.3ms/step | 15.0 samples/s +Step 30820/44000 | Loss: 2.9392 | LR: 1.06e-04 | 1336.6ms/step | 15.0 samples/s +Step 30830/44000 | Loss: 2.9181 | LR: 1.06e-04 | 1335.6ms/step | 15.0 samples/s +Step 30840/44000 | Loss: 2.8997 | LR: 1.06e-04 | 1337.5ms/step | 15.0 samples/s +Step 30850/44000 | Loss: 2.9317 | LR: 1.06e-04 | 1338.7ms/step | 14.9 samples/s +Step 30860/44000 | Loss: 2.9321 | LR: 1.05e-04 | 1335.8ms/step | 15.0 samples/s +Step 30870/44000 | Loss: 2.9378 | LR: 1.05e-04 | 1334.3ms/step | 15.0 samples/s +Step 30880/44000 | Loss: 2.9254 | LR: 1.05e-04 | 1332.5ms/step | 15.0 samples/s +Step 30890/44000 | Loss: 2.9494 | LR: 1.05e-04 | 1334.4ms/step | 15.0 samples/s +Step 30900/44000 | Loss: 2.9317 | LR: 1.05e-04 | 1336.8ms/step | 15.0 samples/s +Step 30910/44000 | Loss: 2.9060 | LR: 1.05e-04 | 1335.5ms/step | 15.0 samples/s +Step 30920/44000 | Loss: 2.9367 | LR: 1.05e-04 | 1335.4ms/step | 15.0 samples/s +Step 30930/44000 | Loss: 2.8974 | LR: 1.04e-04 | 1340.0ms/step | 14.9 samples/s +Step 30940/44000 | Loss: 2.9141 | LR: 1.04e-04 | 1341.7ms/step | 14.9 samples/s +Step 30950/44000 | Loss: 2.9033 | LR: 1.04e-04 | 1342.7ms/step | 14.9 samples/s +Step 30960/44000 | Loss: 2.9115 | LR: 1.04e-04 | 1342.1ms/step | 14.9 samples/s +Step 30970/44000 | Loss: 2.9318 | LR: 1.04e-04 | 1342.1ms/step | 14.9 samples/s +Step 30980/44000 | Loss: 2.9416 | LR: 1.04e-04 | 1341.7ms/step | 14.9 samples/s +Step 30990/44000 | Loss: 2.9326 | LR: 1.04e-04 | 1340.2ms/step | 14.9 samples/s +Step 31000/44000 | Loss: 2.9218 | LR: 1.03e-04 | 1339.9ms/step | 14.9 samples/s +Validation at step 31000: Loss = 2.9142, Perplexity = 18.43 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-31000 +Step 31010/44000 | Loss: 2.9196 | LR: 1.03e-04 | 3896.2ms/step | 5.1 samples/s +Step 31020/44000 | Loss: 2.9345 | LR: 1.03e-04 | 1333.6ms/step | 15.0 samples/s +Step 31030/44000 | Loss: 2.9077 | LR: 1.03e-04 | 1338.2ms/step | 14.9 samples/s +Step 31040/44000 | Loss: 2.9369 | LR: 1.03e-04 | 1342.4ms/step | 14.9 samples/s +Step 31050/44000 | Loss: 2.8911 | LR: 1.03e-04 | 1342.0ms/step | 14.9 samples/s +Step 31060/44000 | Loss: 2.9186 | LR: 1.03e-04 | 1341.7ms/step | 14.9 samples/s +Step 31070/44000 | Loss: 2.9079 | LR: 1.02e-04 | 1341.4ms/step | 14.9 samples/s +Step 31080/44000 | Loss: 2.9303 | LR: 1.02e-04 | 1342.7ms/step | 14.9 samples/s +Step 31090/44000 | Loss: 2.9258 | LR: 1.02e-04 | 1343.6ms/step | 14.9 samples/s +Step 31100/44000 | Loss: 2.9494 | LR: 1.02e-04 | 1344.3ms/step | 14.9 samples/s +Step 31110/44000 | Loss: 2.9131 | LR: 1.02e-04 | 1344.7ms/step | 14.9 samples/s +Step 31120/44000 | Loss: 2.9398 | LR: 1.02e-04 | 1342.7ms/step | 14.9 samples/s +Step 31130/44000 | Loss: 2.9381 | LR: 1.02e-04 | 1342.4ms/step | 14.9 samples/s +Step 31140/44000 | Loss: 2.9191 | LR: 1.01e-04 | 1343.1ms/step | 14.9 samples/s +Step 31150/44000 | Loss: 2.8965 | LR: 1.01e-04 | 1342.0ms/step | 14.9 samples/s +Step 31160/44000 | Loss: 2.9037 | LR: 1.01e-04 | 1339.8ms/step | 14.9 samples/s +Step 31170/44000 | Loss: 2.9350 | LR: 1.01e-04 | 1342.5ms/step | 14.9 samples/s +Step 31180/44000 | Loss: 2.9309 | LR: 1.01e-04 | 1340.5ms/step | 14.9 samples/s +Step 31190/44000 | Loss: 2.9514 | LR: 1.01e-04 | 1341.3ms/step | 14.9 samples/s +Step 31200/44000 | Loss: 2.9322 | LR: 1.00e-04 | 1343.5ms/step | 14.9 samples/s +Step 31210/44000 | Loss: 2.9086 | LR: 1.00e-04 | 1341.8ms/step | 14.9 samples/s +Step 31220/44000 | Loss: 2.9640 | LR: 1.00e-04 | 1342.4ms/step | 14.9 samples/s +Step 31230/44000 | Loss: 2.9720 | LR: 1.00e-04 | 1341.3ms/step | 14.9 samples/s +Step 31240/44000 | Loss: 2.9098 | LR: 9.99e-05 | 1343.1ms/step | 14.9 samples/s +Step 31250/44000 | Loss: 2.9297 | LR: 9.98e-05 | 1343.7ms/step | 14.9 samples/s +Validation at step 31250: Loss = 2.9135, Perplexity = 18.42 +Step 31260/44000 | Loss: 2.9245 | LR: 9.96e-05 | 3576.5ms/step | 5.6 samples/s +Step 31270/44000 | Loss: 2.9109 | LR: 9.95e-05 | 1340.5ms/step | 14.9 samples/s +Step 31280/44000 | Loss: 2.9203 | LR: 9.93e-05 | 1337.9ms/step | 14.9 samples/s +Step 31290/44000 | Loss: 2.9316 | LR: 9.92e-05 | 1339.6ms/step | 14.9 samples/s +Step 31300/44000 | Loss: 2.9322 | LR: 9.90e-05 | 1338.9ms/step | 14.9 samples/s +Step 31310/44000 | Loss: 2.9243 | LR: 9.89e-05 | 1341.2ms/step | 14.9 samples/s +Step 31320/44000 | Loss: 2.9309 | LR: 9.88e-05 | 1341.9ms/step | 14.9 samples/s +Step 31330/44000 | Loss: 2.9330 | LR: 9.86e-05 | 1341.0ms/step | 14.9 samples/s +Step 31340/44000 | Loss: 2.9184 | LR: 9.85e-05 | 1342.3ms/step | 14.9 samples/s +Step 31350/44000 | Loss: 2.9240 | LR: 9.83e-05 | 1341.7ms/step | 14.9 samples/s +Step 31360/44000 | Loss: 2.9216 | LR: 9.82e-05 | 1343.7ms/step | 14.9 samples/s +Step 31370/44000 | Loss: 2.9180 | LR: 9.80e-05 | 1343.6ms/step | 14.9 samples/s +Step 31380/44000 | Loss: 2.9269 | LR: 9.79e-05 | 1342.3ms/step | 14.9 samples/s +Step 31390/44000 | Loss: 2.9135 | LR: 9.77e-05 | 1343.8ms/step | 14.9 samples/s +Step 31400/44000 | Loss: 2.9217 | LR: 9.76e-05 | 1344.7ms/step | 14.9 samples/s +Step 31410/44000 | Loss: 2.9032 | LR: 9.75e-05 | 1345.4ms/step | 14.9 samples/s +Step 31420/44000 | Loss: 2.9247 | LR: 9.73e-05 | 1342.6ms/step | 14.9 samples/s +Step 31430/44000 | Loss: 2.9059 | LR: 9.72e-05 | 1345.0ms/step | 14.9 samples/s +Step 31440/44000 | Loss: 2.9073 | LR: 9.70e-05 | 1347.5ms/step | 14.8 samples/s +Step 31450/44000 | Loss: 2.9305 | LR: 9.69e-05 | 1347.2ms/step | 14.8 samples/s +Step 31460/44000 | Loss: 2.9120 | LR: 9.67e-05 | 1343.6ms/step | 14.9 samples/s +Step 31470/44000 | Loss: 2.9389 | LR: 9.66e-05 | 1344.3ms/step | 14.9 samples/s +Step 31480/44000 | Loss: 2.9267 | LR: 9.65e-05 | 1341.8ms/step | 14.9 samples/s +Step 31490/44000 | Loss: 2.9378 | LR: 9.63e-05 | 1339.3ms/step | 14.9 samples/s +Step 31500/44000 | Loss: 2.9054 | LR: 9.62e-05 | 1340.8ms/step | 14.9 samples/s +Validation at step 31500: Loss = 2.9128, Perplexity = 18.41 +Step 31510/44000 | Loss: 2.9204 | LR: 9.60e-05 | 3578.8ms/step | 5.6 samples/s +Step 31520/44000 | Loss: 2.9221 | LR: 9.59e-05 | 1333.2ms/step | 15.0 samples/s +Step 31530/44000 | Loss: 2.9268 | LR: 9.57e-05 | 1338.6ms/step | 14.9 samples/s +Step 31540/44000 | Loss: 2.9199 | LR: 9.56e-05 | 1342.7ms/step | 14.9 samples/s +Step 31550/44000 | Loss: 2.9180 | LR: 9.54e-05 | 1339.4ms/step | 14.9 samples/s +Step 31560/44000 | Loss: 2.9411 | LR: 9.53e-05 | 1343.2ms/step | 14.9 samples/s +Step 31570/44000 | Loss: 2.9059 | LR: 9.52e-05 | 1344.2ms/step | 14.9 samples/s +Step 31580/44000 | Loss: 2.9343 | LR: 9.50e-05 | 1342.4ms/step | 14.9 samples/s +Step 31590/44000 | Loss: 2.9320 | LR: 9.49e-05 | 1341.4ms/step | 14.9 samples/s +Step 31600/44000 | Loss: 2.9014 | LR: 9.47e-05 | 1343.0ms/step | 14.9 samples/s +Step 31610/44000 | Loss: 2.9409 | LR: 9.46e-05 | 1340.8ms/step | 14.9 samples/s +Step 31620/44000 | Loss: 2.9175 | LR: 9.45e-05 | 1339.3ms/step | 14.9 samples/s +Step 31630/44000 | Loss: 2.9183 | LR: 9.43e-05 | 1338.7ms/step | 14.9 samples/s +Step 31640/44000 | Loss: 2.9294 | LR: 9.42e-05 | 1334.5ms/step | 15.0 samples/s +Step 31650/44000 | Loss: 2.9258 | LR: 9.40e-05 | 1333.8ms/step | 15.0 samples/s +Step 31660/44000 | Loss: 2.9339 | LR: 9.39e-05 | 1333.7ms/step | 15.0 samples/s +Step 31670/44000 | Loss: 2.9173 | LR: 9.37e-05 | 1340.5ms/step | 14.9 samples/s +Step 31680/44000 | Loss: 2.8886 | LR: 9.36e-05 | 1343.5ms/step | 14.9 samples/s +Step 31690/44000 | Loss: 2.9113 | LR: 9.35e-05 | 1341.5ms/step | 14.9 samples/s +Step 31700/44000 | Loss: 2.9179 | LR: 9.33e-05 | 1338.2ms/step | 14.9 samples/s +Step 31710/44000 | Loss: 2.9210 | LR: 9.32e-05 | 1337.0ms/step | 15.0 samples/s +Step 31720/44000 | Loss: 2.9194 | LR: 9.30e-05 | 1337.5ms/step | 15.0 samples/s +Step 31730/44000 | Loss: 2.9267 | LR: 9.29e-05 | 1335.9ms/step | 15.0 samples/s +Step 31740/44000 | Loss: 2.9094 | LR: 9.28e-05 | 1340.1ms/step | 14.9 samples/s +Step 31750/44000 | Loss: 2.9256 | LR: 9.26e-05 | 1340.7ms/step | 14.9 samples/s +Validation at step 31750: Loss = 2.9123, Perplexity = 18.40 +Step 31760/44000 | Loss: 2.9374 | LR: 9.25e-05 | 3565.1ms/step | 5.6 samples/s +Step 31770/44000 | Loss: 2.9133 | LR: 9.23e-05 | 1333.9ms/step | 15.0 samples/s +Step 31780/44000 | Loss: 2.9122 | LR: 9.22e-05 | 1333.8ms/step | 15.0 samples/s +Step 31790/44000 | Loss: 2.9170 | LR: 9.20e-05 | 1334.7ms/step | 15.0 samples/s +Step 31800/44000 | Loss: 2.8996 | LR: 9.19e-05 | 1339.2ms/step | 14.9 samples/s +Step 31810/44000 | Loss: 2.9134 | LR: 9.18e-05 | 1344.7ms/step | 14.9 samples/s +Step 31820/44000 | Loss: 2.9161 | LR: 9.16e-05 | 1343.1ms/step | 14.9 samples/s +Step 31830/44000 | Loss: 2.9023 | LR: 9.15e-05 | 1344.1ms/step | 14.9 samples/s +Step 31840/44000 | Loss: 2.9075 | LR: 9.13e-05 | 1340.9ms/step | 14.9 samples/s +Step 31850/44000 | Loss: 2.9228 | LR: 9.12e-05 | 1339.7ms/step | 14.9 samples/s +Step 31860/44000 | Loss: 2.9081 | LR: 9.11e-05 | 1337.6ms/step | 15.0 samples/s +Step 31870/44000 | Loss: 2.9068 | LR: 9.09e-05 | 1340.7ms/step | 14.9 samples/s +Step 31880/44000 | Loss: 2.8908 | LR: 9.08e-05 | 1339.6ms/step | 14.9 samples/s +Step 31890/44000 | Loss: 2.9174 | LR: 9.06e-05 | 1336.8ms/step | 15.0 samples/s +Step 31900/44000 | Loss: 2.9194 | LR: 9.05e-05 | 1333.8ms/step | 15.0 samples/s +Step 31910/44000 | Loss: 2.9293 | LR: 9.04e-05 | 1333.4ms/step | 15.0 samples/s +Step 31920/44000 | Loss: 2.9090 | LR: 9.02e-05 | 1334.3ms/step | 15.0 samples/s +Step 31930/44000 | Loss: 2.9168 | LR: 9.01e-05 | 1334.7ms/step | 15.0 samples/s +Step 31940/44000 | Loss: 2.9473 | LR: 8.99e-05 | 1338.4ms/step | 14.9 samples/s +Step 31950/44000 | Loss: 2.9277 | LR: 8.98e-05 | 1337.3ms/step | 15.0 samples/s +Step 31960/44000 | Loss: 2.8769 | LR: 8.97e-05 | 1340.2ms/step | 14.9 samples/s +Step 31970/44000 | Loss: 2.9434 | LR: 8.95e-05 | 1341.0ms/step | 14.9 samples/s +Step 31980/44000 | Loss: 2.9192 | LR: 8.94e-05 | 1339.9ms/step | 14.9 samples/s +Step 31990/44000 | Loss: 2.9448 | LR: 8.92e-05 | 1338.2ms/step | 14.9 samples/s +Step 32000/44000 | Loss: 2.9453 | LR: 8.91e-05 | 1338.2ms/step | 14.9 samples/s +Validation at step 32000: Loss = 2.9116, Perplexity = 18.39 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-32000 +Step 32010/44000 | Loss: 2.9429 | LR: 8.90e-05 | 3894.8ms/step | 5.1 samples/s +Step 32020/44000 | Loss: 2.8906 | LR: 8.88e-05 | 1335.5ms/step | 15.0 samples/s +Step 32030/44000 | Loss: 2.9416 | LR: 8.87e-05 | 1338.0ms/step | 14.9 samples/s +Step 32040/44000 | Loss: 2.9209 | LR: 8.86e-05 | 1339.4ms/step | 14.9 samples/s +Step 32050/44000 | Loss: 2.9274 | LR: 8.84e-05 | 1340.2ms/step | 14.9 samples/s +Step 32060/44000 | Loss: 2.9532 | LR: 8.83e-05 | 1334.3ms/step | 15.0 samples/s +Step 32070/44000 | Loss: 2.9376 | LR: 8.81e-05 | 1334.9ms/step | 15.0 samples/s +Step 32080/44000 | Loss: 2.9186 | LR: 8.80e-05 | 1338.7ms/step | 14.9 samples/s +Step 32090/44000 | Loss: 2.9390 | LR: 8.79e-05 | 1336.9ms/step | 15.0 samples/s +Step 32100/44000 | Loss: 2.9295 | LR: 8.77e-05 | 1333.8ms/step | 15.0 samples/s +Step 32110/44000 | Loss: 2.9275 | LR: 8.76e-05 | 1336.1ms/step | 15.0 samples/s +Step 32120/44000 | Loss: 2.9248 | LR: 8.74e-05 | 1336.7ms/step | 15.0 samples/s +Step 32130/44000 | Loss: 2.9027 | LR: 8.73e-05 | 1337.5ms/step | 15.0 samples/s +Step 32140/44000 | Loss: 2.9393 | LR: 8.72e-05 | 1335.7ms/step | 15.0 samples/s +Step 32150/44000 | Loss: 2.9367 | LR: 8.70e-05 | 1338.1ms/step | 14.9 samples/s +Step 32160/44000 | Loss: 2.9077 | LR: 8.69e-05 | 1342.0ms/step | 14.9 samples/s +Step 32170/44000 | Loss: 2.9203 | LR: 8.68e-05 | 1339.5ms/step | 14.9 samples/s +Step 32180/44000 | Loss: 2.9219 | LR: 8.66e-05 | 1339.5ms/step | 14.9 samples/s +Step 32190/44000 | Loss: 2.9664 | LR: 8.65e-05 | 1341.1ms/step | 14.9 samples/s +Step 32200/44000 | Loss: 2.9463 | LR: 8.63e-05 | 1343.0ms/step | 14.9 samples/s +Step 32210/44000 | Loss: 2.9244 | LR: 8.62e-05 | 1346.7ms/step | 14.9 samples/s +Step 32220/44000 | Loss: 2.9042 | LR: 8.61e-05 | 1343.0ms/step | 14.9 samples/s +Step 32230/44000 | Loss: 2.9438 | LR: 8.59e-05 | 1339.3ms/step | 14.9 samples/s +Step 32240/44000 | Loss: 2.9167 | LR: 8.58e-05 | 1342.2ms/step | 14.9 samples/s +Step 32250/44000 | Loss: 2.9347 | LR: 8.57e-05 | 1339.5ms/step | 14.9 samples/s +Validation at step 32250: Loss = 2.9112, Perplexity = 18.38 +Step 32260/44000 | Loss: 2.9324 | LR: 8.55e-05 | 3574.8ms/step | 5.6 samples/s +Step 32270/44000 | Loss: 2.9300 | LR: 8.54e-05 | 1336.4ms/step | 15.0 samples/s +Step 32280/44000 | Loss: 2.9075 | LR: 8.53e-05 | 1338.8ms/step | 14.9 samples/s +Step 32290/44000 | Loss: 2.9362 | LR: 8.51e-05 | 1341.8ms/step | 14.9 samples/s +Step 32300/44000 | Loss: 2.9293 | LR: 8.50e-05 | 1338.5ms/step | 14.9 samples/s +Step 32310/44000 | Loss: 2.9209 | LR: 8.48e-05 | 1342.3ms/step | 14.9 samples/s +Step 32320/44000 | Loss: 2.8950 | LR: 8.47e-05 | 1343.6ms/step | 14.9 samples/s +Step 32330/44000 | Loss: 2.9451 | LR: 8.46e-05 | 1349.2ms/step | 14.8 samples/s +Step 32340/44000 | Loss: 2.9093 | LR: 8.44e-05 | 1353.3ms/step | 14.8 samples/s +Step 32350/44000 | Loss: 2.9704 | LR: 8.43e-05 | 1352.8ms/step | 14.8 samples/s +Step 32360/44000 | Loss: 2.9226 | LR: 8.42e-05 | 1347.9ms/step | 14.8 samples/s +Step 32370/44000 | Loss: 2.9156 | LR: 8.40e-05 | 1345.1ms/step | 14.9 samples/s +Step 32380/44000 | Loss: 2.9185 | LR: 8.39e-05 | 1342.9ms/step | 14.9 samples/s +Step 32390/44000 | Loss: 2.9202 | LR: 8.38e-05 | 1343.4ms/step | 14.9 samples/s +Step 32400/44000 | Loss: 2.9077 | LR: 8.36e-05 | 1344.7ms/step | 14.9 samples/s +Step 32410/44000 | Loss: 2.9038 | LR: 8.35e-05 | 1342.0ms/step | 14.9 samples/s +Step 32420/44000 | Loss: 2.9214 | LR: 8.33e-05 | 1343.0ms/step | 14.9 samples/s +Step 32430/44000 | Loss: 2.9322 | LR: 8.32e-05 | 1343.1ms/step | 14.9 samples/s +Step 32440/44000 | Loss: 2.9314 | LR: 8.31e-05 | 1343.2ms/step | 14.9 samples/s +Step 32450/44000 | Loss: 2.9068 | LR: 8.29e-05 | 1343.7ms/step | 14.9 samples/s +Step 32460/44000 | Loss: 2.9012 | LR: 8.28e-05 | 1341.7ms/step | 14.9 samples/s +Step 32470/44000 | Loss: 2.9297 | LR: 8.27e-05 | 1342.9ms/step | 14.9 samples/s +Step 32480/44000 | Loss: 2.9122 | LR: 8.25e-05 | 1344.9ms/step | 14.9 samples/s +Step 32490/44000 | Loss: 2.9155 | LR: 8.24e-05 | 1342.8ms/step | 14.9 samples/s +Step 32500/44000 | Loss: 2.9313 | LR: 8.23e-05 | 1342.6ms/step | 14.9 samples/s +Validation at step 32500: Loss = 2.9106, Perplexity = 18.37 +Step 32510/44000 | Loss: 2.9380 | LR: 8.21e-05 | 3584.3ms/step | 5.6 samples/s +Step 32520/44000 | Loss: 2.9136 | LR: 8.20e-05 | 1344.3ms/step | 14.9 samples/s +Step 32530/44000 | Loss: 2.9384 | LR: 8.19e-05 | 1345.4ms/step | 14.9 samples/s +Step 32540/44000 | Loss: 2.9459 | LR: 8.17e-05 | 1343.2ms/step | 14.9 samples/s +Step 32550/44000 | Loss: 2.9494 | LR: 8.16e-05 | 1341.7ms/step | 14.9 samples/s +Step 32560/44000 | Loss: 2.9386 | LR: 8.15e-05 | 1340.1ms/step | 14.9 samples/s +Step 32570/44000 | Loss: 2.9130 | LR: 8.13e-05 | 1341.7ms/step | 14.9 samples/s +Step 32580/44000 | Loss: 2.9133 | LR: 8.12e-05 | 1343.8ms/step | 14.9 samples/s +Step 32590/44000 | Loss: 2.9514 | LR: 8.11e-05 | 1342.3ms/step | 14.9 samples/s +Step 32600/44000 | Loss: 2.9342 | LR: 8.09e-05 | 1340.2ms/step | 14.9 samples/s +Step 32610/44000 | Loss: 2.9483 | LR: 8.08e-05 | 1337.3ms/step | 15.0 samples/s +Step 32620/44000 | Loss: 2.9084 | LR: 8.07e-05 | 1333.3ms/step | 15.0 samples/s +Step 32630/44000 | Loss: 2.9348 | LR: 8.05e-05 | 1333.7ms/step | 15.0 samples/s +Step 32640/44000 | Loss: 2.9402 | LR: 8.04e-05 | 1336.9ms/step | 15.0 samples/s +Step 32650/44000 | Loss: 2.9138 | LR: 8.03e-05 | 1336.9ms/step | 15.0 samples/s +Step 32660/44000 | Loss: 2.8954 | LR: 8.01e-05 | 1340.0ms/step | 14.9 samples/s +Step 32670/44000 | Loss: 2.9199 | LR: 8.00e-05 | 1344.8ms/step | 14.9 samples/s +Step 32680/44000 | Loss: 2.9134 | LR: 7.99e-05 | 1345.9ms/step | 14.9 samples/s +Step 32690/44000 | Loss: 2.8950 | LR: 7.97e-05 | 1341.7ms/step | 14.9 samples/s +Step 32700/44000 | Loss: 2.9063 | LR: 7.96e-05 | 1340.5ms/step | 14.9 samples/s +Step 32710/44000 | Loss: 2.9443 | LR: 7.95e-05 | 1340.8ms/step | 14.9 samples/s +Step 32720/44000 | Loss: 2.9316 | LR: 7.93e-05 | 1341.1ms/step | 14.9 samples/s +Step 32730/44000 | Loss: 2.9048 | LR: 7.92e-05 | 1342.0ms/step | 14.9 samples/s +Step 32740/44000 | Loss: 2.9135 | LR: 7.91e-05 | 1340.8ms/step | 14.9 samples/s +Step 32750/44000 | Loss: 2.9145 | LR: 7.89e-05 | 1341.5ms/step | 14.9 samples/s +Validation at step 32750: Loss = 2.9101, Perplexity = 18.36 +Step 32760/44000 | Loss: 2.9122 | LR: 7.88e-05 | 3571.2ms/step | 5.6 samples/s +Step 32770/44000 | Loss: 2.9061 | LR: 7.87e-05 | 1335.3ms/step | 15.0 samples/s +Step 32780/44000 | Loss: 2.8955 | LR: 7.85e-05 | 1336.7ms/step | 15.0 samples/s +Step 32790/44000 | Loss: 2.9012 | LR: 7.84e-05 | 1336.0ms/step | 15.0 samples/s +Step 32800/44000 | Loss: 2.9200 | LR: 7.83e-05 | 1338.0ms/step | 14.9 samples/s +Step 32810/44000 | Loss: 2.9347 | LR: 7.81e-05 | 1338.2ms/step | 14.9 samples/s +Step 32820/44000 | Loss: 2.9482 | LR: 7.80e-05 | 1337.2ms/step | 15.0 samples/s +Step 32830/44000 | Loss: 2.9168 | LR: 7.79e-05 | 1334.6ms/step | 15.0 samples/s +Step 32840/44000 | Loss: 2.9412 | LR: 7.77e-05 | 1336.2ms/step | 15.0 samples/s +Step 32850/44000 | Loss: 2.9194 | LR: 7.76e-05 | 1333.3ms/step | 15.0 samples/s +Step 32860/44000 | Loss: 2.8998 | LR: 7.75e-05 | 1333.8ms/step | 15.0 samples/s +Step 32870/44000 | Loss: 2.8674 | LR: 7.73e-05 | 1335.5ms/step | 15.0 samples/s +Step 32880/44000 | Loss: 2.9050 | LR: 7.72e-05 | 1332.5ms/step | 15.0 samples/s +Step 32890/44000 | Loss: 2.9328 | LR: 7.71e-05 | 1332.4ms/step | 15.0 samples/s +Step 32900/44000 | Loss: 2.9437 | LR: 7.70e-05 | 1332.2ms/step | 15.0 samples/s +Step 32910/44000 | Loss: 2.9276 | LR: 7.68e-05 | 1332.1ms/step | 15.0 samples/s +Step 32920/44000 | Loss: 2.9364 | LR: 7.67e-05 | 1333.1ms/step | 15.0 samples/s +Step 32930/44000 | Loss: 2.9154 | LR: 7.66e-05 | 1333.4ms/step | 15.0 samples/s +Step 32940/44000 | Loss: 2.9205 | LR: 7.64e-05 | 1334.6ms/step | 15.0 samples/s +Step 32950/44000 | Loss: 2.9236 | LR: 7.63e-05 | 1333.4ms/step | 15.0 samples/s +Step 32960/44000 | Loss: 2.9104 | LR: 7.62e-05 | 1335.0ms/step | 15.0 samples/s +Step 32970/44000 | Loss: 2.9263 | LR: 7.60e-05 | 1339.0ms/step | 14.9 samples/s +Step 32980/44000 | Loss: 2.9257 | LR: 7.59e-05 | 1339.4ms/step | 14.9 samples/s +Step 32990/44000 | Loss: 2.8986 | LR: 7.58e-05 | 1338.6ms/step | 14.9 samples/s +Step 33000/44000 | Loss: 2.9063 | LR: 7.56e-05 | 1342.7ms/step | 14.9 samples/s +Validation at step 33000: Loss = 2.9096, Perplexity = 18.35 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-33000 +Step 33010/44000 | Loss: 2.9489 | LR: 7.55e-05 | 3883.9ms/step | 5.1 samples/s +Step 33020/44000 | Loss: 2.9445 | LR: 7.54e-05 | 1335.3ms/step | 15.0 samples/s +Step 33030/44000 | Loss: 2.9453 | LR: 7.53e-05 | 1335.8ms/step | 15.0 samples/s +Step 33040/44000 | Loss: 2.9032 | LR: 7.51e-05 | 1338.1ms/step | 14.9 samples/s +Step 33050/44000 | Loss: 2.9108 | LR: 7.50e-05 | 1339.4ms/step | 14.9 samples/s +Step 33060/44000 | Loss: 2.9250 | LR: 7.49e-05 | 1338.5ms/step | 14.9 samples/s +Step 33070/44000 | Loss: 2.9481 | LR: 7.47e-05 | 1338.6ms/step | 14.9 samples/s +Step 33080/44000 | Loss: 2.9092 | LR: 7.46e-05 | 1339.9ms/step | 14.9 samples/s +Step 33090/44000 | Loss: 2.9237 | LR: 7.45e-05 | 1341.2ms/step | 14.9 samples/s +Step 33100/44000 | Loss: 2.8901 | LR: 7.44e-05 | 1337.8ms/step | 14.9 samples/s +Step 33110/44000 | Loss: 2.8766 | LR: 7.42e-05 | 1337.1ms/step | 15.0 samples/s +Step 33120/44000 | Loss: 2.9331 | LR: 7.41e-05 | 1337.9ms/step | 14.9 samples/s +Step 33130/44000 | Loss: 2.9309 | LR: 7.40e-05 | 1340.7ms/step | 14.9 samples/s +Step 33140/44000 | Loss: 2.8636 | LR: 7.38e-05 | 1345.0ms/step | 14.9 samples/s +Step 33150/44000 | Loss: 2.9425 | LR: 7.37e-05 | 1346.2ms/step | 14.9 samples/s +Step 33160/44000 | Loss: 2.9012 | LR: 7.36e-05 | 1345.0ms/step | 14.9 samples/s +Step 33170/44000 | Loss: 2.9330 | LR: 7.34e-05 | 1345.7ms/step | 14.9 samples/s +Step 33180/44000 | Loss: 2.9054 | LR: 7.33e-05 | 1343.2ms/step | 14.9 samples/s +Step 33190/44000 | Loss: 2.9300 | LR: 7.32e-05 | 1341.6ms/step | 14.9 samples/s +Step 33200/44000 | Loss: 2.9401 | LR: 7.31e-05 | 1340.4ms/step | 14.9 samples/s +Step 33210/44000 | Loss: 2.8957 | LR: 7.29e-05 | 1340.0ms/step | 14.9 samples/s +Step 33220/44000 | Loss: 2.8801 | LR: 7.28e-05 | 1340.2ms/step | 14.9 samples/s +Step 33230/44000 | Loss: 2.9322 | LR: 7.27e-05 | 1338.9ms/step | 14.9 samples/s +Step 33240/44000 | Loss: 2.9056 | LR: 7.26e-05 | 1340.1ms/step | 14.9 samples/s +Step 33250/44000 | Loss: 2.9195 | LR: 7.24e-05 | 1338.8ms/step | 14.9 samples/s +Validation at step 33250: Loss = 2.9091, Perplexity = 18.34 +Step 33260/44000 | Loss: 2.8741 | LR: 7.23e-05 | 3578.6ms/step | 5.6 samples/s +Step 33270/44000 | Loss: 2.8852 | LR: 7.22e-05 | 1345.6ms/step | 14.9 samples/s +Step 33280/44000 | Loss: 2.9175 | LR: 7.20e-05 | 1343.7ms/step | 14.9 samples/s +Step 33290/44000 | Loss: 2.9135 | LR: 7.19e-05 | 1343.2ms/step | 14.9 samples/s +Step 33300/44000 | Loss: 2.9191 | LR: 7.18e-05 | 1342.6ms/step | 14.9 samples/s +Step 33310/44000 | Loss: 2.9004 | LR: 7.17e-05 | 1345.1ms/step | 14.9 samples/s +Step 33320/44000 | Loss: 2.9149 | LR: 7.15e-05 | 1344.7ms/step | 14.9 samples/s +Step 33330/44000 | Loss: 2.9275 | LR: 7.14e-05 | 1343.6ms/step | 14.9 samples/s +Step 33340/44000 | Loss: 2.9128 | LR: 7.13e-05 | 1343.2ms/step | 14.9 samples/s +Step 33350/44000 | Loss: 2.9046 | LR: 7.11e-05 | 1343.4ms/step | 14.9 samples/s +Step 33360/44000 | Loss: 2.9526 | LR: 7.10e-05 | 1346.2ms/step | 14.9 samples/s +Step 33370/44000 | Loss: 2.9243 | LR: 7.09e-05 | 1343.3ms/step | 14.9 samples/s +Step 33380/44000 | Loss: 2.9141 | LR: 7.08e-05 | 1350.6ms/step | 14.8 samples/s +Step 33390/44000 | Loss: 2.9321 | LR: 7.06e-05 | 1349.9ms/step | 14.8 samples/s +Step 33400/44000 | Loss: 2.8957 | LR: 7.05e-05 | 1350.9ms/step | 14.8 samples/s +Step 33410/44000 | Loss: 2.9122 | LR: 7.04e-05 | 1351.2ms/step | 14.8 samples/s +Step 33420/44000 | Loss: 2.9299 | LR: 7.03e-05 | 1346.7ms/step | 14.9 samples/s +Step 33430/44000 | Loss: 2.9492 | LR: 7.01e-05 | 1350.1ms/step | 14.8 samples/s +Step 33440/44000 | Loss: 2.9475 | LR: 7.00e-05 | 1350.3ms/step | 14.8 samples/s +Step 33450/44000 | Loss: 2.9199 | LR: 6.99e-05 | 1350.0ms/step | 14.8 samples/s +Step 33460/44000 | Loss: 2.8965 | LR: 6.98e-05 | 1348.5ms/step | 14.8 samples/s +Step 33470/44000 | Loss: 2.9030 | LR: 6.96e-05 | 1344.8ms/step | 14.9 samples/s +Step 33480/44000 | Loss: 2.8867 | LR: 6.95e-05 | 1345.6ms/step | 14.9 samples/s +Step 33490/44000 | Loss: 2.9143 | LR: 6.94e-05 | 1347.7ms/step | 14.8 samples/s +Step 33500/44000 | Loss: 2.9330 | LR: 6.93e-05 | 1346.8ms/step | 14.8 samples/s +Validation at step 33500: Loss = 2.9088, Perplexity = 18.33 +Step 33510/44000 | Loss: 2.9063 | LR: 6.91e-05 | 3704.9ms/step | 5.4 samples/s +Step 33520/44000 | Loss: 2.9170 | LR: 6.90e-05 | 1346.7ms/step | 14.9 samples/s +Step 33530/44000 | Loss: 2.9161 | LR: 6.89e-05 | 1344.0ms/step | 14.9 samples/s +Step 33540/44000 | Loss: 2.8965 | LR: 6.88e-05 | 1344.2ms/step | 14.9 samples/s +Step 33550/44000 | Loss: 2.9248 | LR: 6.86e-05 | 1349.5ms/step | 14.8 samples/s +Step 33560/44000 | Loss: 2.9264 | LR: 6.85e-05 | 1347.2ms/step | 14.8 samples/s +Step 33570/44000 | Loss: 2.9153 | LR: 6.84e-05 | 1346.1ms/step | 14.9 samples/s +Step 33580/44000 | Loss: 2.9297 | LR: 6.83e-05 | 1342.5ms/step | 14.9 samples/s +Step 33590/44000 | Loss: 2.8965 | LR: 6.81e-05 | 1342.3ms/step | 14.9 samples/s +Step 33600/44000 | Loss: 2.9301 | LR: 6.80e-05 | 1340.8ms/step | 14.9 samples/s +Step 33610/44000 | Loss: 2.9161 | LR: 6.79e-05 | 1337.0ms/step | 15.0 samples/s +Step 33620/44000 | Loss: 2.9135 | LR: 6.78e-05 | 1335.9ms/step | 15.0 samples/s +Step 33630/44000 | Loss: 2.9248 | LR: 6.76e-05 | 1333.8ms/step | 15.0 samples/s +Step 33640/44000 | Loss: 2.9121 | LR: 6.75e-05 | 1334.9ms/step | 15.0 samples/s +Step 33650/44000 | Loss: 2.9062 | LR: 6.74e-05 | 1337.9ms/step | 14.9 samples/s +Step 33660/44000 | Loss: 2.9394 | LR: 6.73e-05 | 1338.6ms/step | 14.9 samples/s +Step 33670/44000 | Loss: 2.9179 | LR: 6.71e-05 | 1338.9ms/step | 14.9 samples/s +Step 33680/44000 | Loss: 2.9164 | LR: 6.70e-05 | 1339.8ms/step | 14.9 samples/s +Step 33690/44000 | Loss: 2.9197 | LR: 6.69e-05 | 1340.8ms/step | 14.9 samples/s +Step 33700/44000 | Loss: 2.9228 | LR: 6.68e-05 | 1343.2ms/step | 14.9 samples/s +Step 33710/44000 | Loss: 2.9292 | LR: 6.66e-05 | 1342.1ms/step | 14.9 samples/s +Step 33720/44000 | Loss: 2.9196 | LR: 6.65e-05 | 1340.0ms/step | 14.9 samples/s +Step 33730/44000 | Loss: 2.9300 | LR: 6.64e-05 | 1340.1ms/step | 14.9 samples/s +Step 33740/44000 | Loss: 2.9335 | LR: 6.63e-05 | 1338.5ms/step | 14.9 samples/s +Step 33750/44000 | Loss: 2.9195 | LR: 6.61e-05 | 1339.3ms/step | 14.9 samples/s +Validation at step 33750: Loss = 2.9084, Perplexity = 18.33 +Step 33760/44000 | Loss: 2.9169 | LR: 6.60e-05 | 3577.5ms/step | 5.6 samples/s +Step 33770/44000 | Loss: 2.8977 | LR: 6.59e-05 | 1339.6ms/step | 14.9 samples/s +Step 33780/44000 | Loss: 2.8976 | LR: 6.58e-05 | 1336.5ms/step | 15.0 samples/s +Step 33790/44000 | Loss: 2.9276 | LR: 6.57e-05 | 1335.2ms/step | 15.0 samples/s +Step 33800/44000 | Loss: 2.9250 | LR: 6.55e-05 | 1331.6ms/step | 15.0 samples/s +Step 33810/44000 | Loss: 2.9243 | LR: 6.54e-05 | 1334.1ms/step | 15.0 samples/s +Step 33820/44000 | Loss: 2.9032 | LR: 6.53e-05 | 1335.6ms/step | 15.0 samples/s +Step 33830/44000 | Loss: 2.9045 | LR: 6.52e-05 | 1336.3ms/step | 15.0 samples/s +Step 33840/44000 | Loss: 2.8852 | LR: 6.50e-05 | 1340.2ms/step | 14.9 samples/s +Step 33850/44000 | Loss: 2.9006 | LR: 6.49e-05 | 1340.4ms/step | 14.9 samples/s +Step 33860/44000 | Loss: 2.8981 | LR: 6.48e-05 | 1340.3ms/step | 14.9 samples/s +Step 33870/44000 | Loss: 2.9192 | LR: 6.47e-05 | 1341.3ms/step | 14.9 samples/s +Step 33880/44000 | Loss: 2.9095 | LR: 6.46e-05 | 1340.6ms/step | 14.9 samples/s +Step 33890/44000 | Loss: 2.9330 | LR: 6.44e-05 | 1339.6ms/step | 14.9 samples/s +Step 33900/44000 | Loss: 2.9076 | LR: 6.43e-05 | 1338.5ms/step | 14.9 samples/s +Step 33910/44000 | Loss: 2.9285 | LR: 6.42e-05 | 1341.1ms/step | 14.9 samples/s +Step 33920/44000 | Loss: 2.8800 | LR: 6.41e-05 | 1343.6ms/step | 14.9 samples/s +Step 33930/44000 | Loss: 2.9052 | LR: 6.40e-05 | 1340.7ms/step | 14.9 samples/s +Step 33940/44000 | Loss: 2.9407 | LR: 6.38e-05 | 1341.1ms/step | 14.9 samples/s +Step 33950/44000 | Loss: 2.9300 | LR: 6.37e-05 | 1342.9ms/step | 14.9 samples/s +Step 33960/44000 | Loss: 2.8986 | LR: 6.36e-05 | 1345.9ms/step | 14.9 samples/s +Step 33970/44000 | Loss: 2.9181 | LR: 6.35e-05 | 1346.8ms/step | 14.9 samples/s +Step 33980/44000 | Loss: 2.9557 | LR: 6.33e-05 | 1346.0ms/step | 14.9 samples/s +Step 33990/44000 | Loss: 2.9493 | LR: 6.32e-05 | 1342.9ms/step | 14.9 samples/s +Step 34000/44000 | Loss: 2.9125 | LR: 6.31e-05 | 1341.7ms/step | 14.9 samples/s +Validation at step 34000: Loss = 2.9080, Perplexity = 18.32 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-34000 +Step 34010/44000 | Loss: 2.9321 | LR: 6.30e-05 | 3884.0ms/step | 5.1 samples/s +Step 34020/44000 | Loss: 2.8792 | LR: 6.29e-05 | 1333.6ms/step | 15.0 samples/s +Step 34030/44000 | Loss: 2.9212 | LR: 6.27e-05 | 1334.4ms/step | 15.0 samples/s +Step 34040/44000 | Loss: 2.9524 | LR: 6.26e-05 | 1338.2ms/step | 14.9 samples/s +Step 34050/44000 | Loss: 2.9280 | LR: 6.25e-05 | 1335.6ms/step | 15.0 samples/s +Step 34060/44000 | Loss: 2.9395 | LR: 6.24e-05 | 1333.7ms/step | 15.0 samples/s +Step 34070/44000 | Loss: 2.9119 | LR: 6.23e-05 | 1335.2ms/step | 15.0 samples/s +Step 34080/44000 | Loss: 2.9003 | LR: 6.21e-05 | 1333.5ms/step | 15.0 samples/s +Step 34090/44000 | Loss: 2.9670 | LR: 6.20e-05 | 1335.3ms/step | 15.0 samples/s +Step 34100/44000 | Loss: 2.9205 | LR: 6.19e-05 | 1335.7ms/step | 15.0 samples/s +Step 34110/44000 | Loss: 2.8901 | LR: 6.18e-05 | 1337.1ms/step | 15.0 samples/s +Step 34120/44000 | Loss: 2.9046 | LR: 6.17e-05 | 1338.6ms/step | 14.9 samples/s +Step 34130/44000 | Loss: 2.8891 | LR: 6.15e-05 | 1338.4ms/step | 14.9 samples/s +Step 34140/44000 | Loss: 2.9098 | LR: 6.14e-05 | 1337.2ms/step | 15.0 samples/s +Step 34150/44000 | Loss: 2.9346 | LR: 6.13e-05 | 1336.0ms/step | 15.0 samples/s +Step 34160/44000 | Loss: 2.9379 | LR: 6.12e-05 | 1338.0ms/step | 14.9 samples/s +Step 34170/44000 | Loss: 2.9321 | LR: 6.11e-05 | 1340.8ms/step | 14.9 samples/s +Step 34180/44000 | Loss: 2.8983 | LR: 6.09e-05 | 1338.4ms/step | 14.9 samples/s +Step 34190/44000 | Loss: 2.9264 | LR: 6.08e-05 | 1338.9ms/step | 14.9 samples/s +Step 34200/44000 | Loss: 2.9248 | LR: 6.07e-05 | 1339.0ms/step | 14.9 samples/s +Step 34210/44000 | Loss: 2.9299 | LR: 6.06e-05 | 1340.9ms/step | 14.9 samples/s +Step 34220/44000 | Loss: 2.9188 | LR: 6.05e-05 | 1350.0ms/step | 14.8 samples/s +Step 34230/44000 | Loss: 2.9195 | LR: 6.04e-05 | 1346.7ms/step | 14.9 samples/s +Step 34240/44000 | Loss: 2.9223 | LR: 6.02e-05 | 1343.6ms/step | 14.9 samples/s +Step 34250/44000 | Loss: 2.9097 | LR: 6.01e-05 | 1344.1ms/step | 14.9 samples/s +Validation at step 34250: Loss = 2.9077, Perplexity = 18.32 +Step 34260/44000 | Loss: 2.9396 | LR: 6.00e-05 | 3585.1ms/step | 5.6 samples/s +Step 34270/44000 | Loss: 2.9145 | LR: 5.99e-05 | 1343.7ms/step | 14.9 samples/s +Step 34280/44000 | Loss: 2.9395 | LR: 5.98e-05 | 1343.2ms/step | 14.9 samples/s +Step 34290/44000 | Loss: 2.9171 | LR: 5.96e-05 | 1344.8ms/step | 14.9 samples/s +Step 34300/44000 | Loss: 2.9445 | LR: 5.95e-05 | 1344.7ms/step | 14.9 samples/s +Step 34310/44000 | Loss: 2.9201 | LR: 5.94e-05 | 1341.7ms/step | 14.9 samples/s +Step 34320/44000 | Loss: 2.9166 | LR: 5.93e-05 | 1339.0ms/step | 14.9 samples/s +Step 34330/44000 | Loss: 2.9174 | LR: 5.92e-05 | 1340.8ms/step | 14.9 samples/s +Step 34340/44000 | Loss: 2.9266 | LR: 5.91e-05 | 1341.4ms/step | 14.9 samples/s +Step 34350/44000 | Loss: 2.9216 | LR: 5.89e-05 | 1342.7ms/step | 14.9 samples/s +Step 34360/44000 | Loss: 2.9416 | LR: 5.88e-05 | 1341.2ms/step | 14.9 samples/s +Step 34370/44000 | Loss: 2.9205 | LR: 5.87e-05 | 1341.4ms/step | 14.9 samples/s +Step 34380/44000 | Loss: 2.9299 | LR: 5.86e-05 | 1341.5ms/step | 14.9 samples/s +Step 34390/44000 | Loss: 2.9243 | LR: 5.85e-05 | 1342.6ms/step | 14.9 samples/s +Step 34400/44000 | Loss: 2.8753 | LR: 5.84e-05 | 1341.7ms/step | 14.9 samples/s +Step 34410/44000 | Loss: 2.9088 | LR: 5.82e-05 | 1341.7ms/step | 14.9 samples/s +Step 34420/44000 | Loss: 2.9080 | LR: 5.81e-05 | 1340.5ms/step | 14.9 samples/s +Step 34430/44000 | Loss: 2.9231 | LR: 5.80e-05 | 1339.8ms/step | 14.9 samples/s +Step 34440/44000 | Loss: 2.9372 | LR: 5.79e-05 | 1341.6ms/step | 14.9 samples/s +Step 34450/44000 | Loss: 2.8934 | LR: 5.78e-05 | 1340.7ms/step | 14.9 samples/s +Step 34460/44000 | Loss: 2.9173 | LR: 5.77e-05 | 1343.0ms/step | 14.9 samples/s +Step 34470/44000 | Loss: 2.9438 | LR: 5.75e-05 | 1344.3ms/step | 14.9 samples/s +Step 34480/44000 | Loss: 2.9355 | LR: 5.74e-05 | 1343.8ms/step | 14.9 samples/s +Step 34490/44000 | Loss: 2.9217 | LR: 5.73e-05 | 1342.8ms/step | 14.9 samples/s +Step 34500/44000 | Loss: 2.9220 | LR: 5.72e-05 | 1340.6ms/step | 14.9 samples/s +Validation at step 34500: Loss = 2.9074, Perplexity = 18.31 +Step 34510/44000 | Loss: 2.9536 | LR: 5.71e-05 | 3589.6ms/step | 5.6 samples/s +Step 34520/44000 | Loss: 2.8938 | LR: 5.70e-05 | 1348.8ms/step | 14.8 samples/s +Step 34530/44000 | Loss: 2.9065 | LR: 5.69e-05 | 1349.6ms/step | 14.8 samples/s +Step 34540/44000 | Loss: 2.9374 | LR: 5.67e-05 | 1348.3ms/step | 14.8 samples/s +Step 34550/44000 | Loss: 2.8968 | LR: 5.66e-05 | 1343.1ms/step | 14.9 samples/s +Step 34560/44000 | Loss: 2.8852 | LR: 5.65e-05 | 1347.8ms/step | 14.8 samples/s +Step 34570/44000 | Loss: 2.9116 | LR: 5.64e-05 | 1344.1ms/step | 14.9 samples/s +Step 34580/44000 | Loss: 2.9222 | LR: 5.63e-05 | 1345.2ms/step | 14.9 samples/s +Step 34590/44000 | Loss: 2.9057 | LR: 5.62e-05 | 1345.9ms/step | 14.9 samples/s +Step 34600/44000 | Loss: 2.9025 | LR: 5.60e-05 | 1346.2ms/step | 14.9 samples/s +Step 34610/44000 | Loss: 2.9031 | LR: 5.59e-05 | 1351.1ms/step | 14.8 samples/s +Step 34620/44000 | Loss: 2.9240 | LR: 5.58e-05 | 1342.6ms/step | 14.9 samples/s +Step 34630/44000 | Loss: 2.9364 | LR: 5.57e-05 | 1341.5ms/step | 14.9 samples/s +Step 34640/44000 | Loss: 2.9223 | LR: 5.56e-05 | 1339.3ms/step | 14.9 samples/s +Step 34650/44000 | Loss: 2.9342 | LR: 5.55e-05 | 1339.8ms/step | 14.9 samples/s +Step 34660/44000 | Loss: 2.9077 | LR: 5.54e-05 | 1337.6ms/step | 15.0 samples/s +Step 34670/44000 | Loss: 2.9243 | LR: 5.52e-05 | 1338.1ms/step | 14.9 samples/s +Step 34680/44000 | Loss: 2.9624 | LR: 5.51e-05 | 1339.1ms/step | 14.9 samples/s +Step 34690/44000 | Loss: 2.9178 | LR: 5.50e-05 | 1334.5ms/step | 15.0 samples/s +Step 34700/44000 | Loss: 2.9077 | LR: 5.49e-05 | 1335.0ms/step | 15.0 samples/s +Step 34710/44000 | Loss: 2.9154 | LR: 5.48e-05 | 1337.1ms/step | 15.0 samples/s +Step 34720/44000 | Loss: 2.9223 | LR: 5.47e-05 | 1336.9ms/step | 15.0 samples/s +Step 34730/44000 | Loss: 2.9270 | LR: 5.46e-05 | 1337.1ms/step | 15.0 samples/s +Step 34740/44000 | Loss: 2.8876 | LR: 5.45e-05 | 1338.7ms/step | 14.9 samples/s +Step 34750/44000 | Loss: 2.9074 | LR: 5.43e-05 | 1341.0ms/step | 14.9 samples/s +Validation at step 34750: Loss = 2.9071, Perplexity = 18.30 +Step 34760/44000 | Loss: 2.9089 | LR: 5.42e-05 | 3573.4ms/step | 5.6 samples/s +Step 34770/44000 | Loss: 2.9167 | LR: 5.41e-05 | 1338.9ms/step | 14.9 samples/s +Step 34780/44000 | Loss: 2.8880 | LR: 5.40e-05 | 1339.1ms/step | 14.9 samples/s +Step 34790/44000 | Loss: 2.8963 | LR: 5.39e-05 | 1338.7ms/step | 14.9 samples/s +Step 34800/44000 | Loss: 2.8899 | LR: 5.38e-05 | 1339.3ms/step | 14.9 samples/s +Step 34810/44000 | Loss: 2.9217 | LR: 5.37e-05 | 1339.4ms/step | 14.9 samples/s +Step 34820/44000 | Loss: 2.9540 | LR: 5.36e-05 | 1337.6ms/step | 15.0 samples/s +Step 34830/44000 | Loss: 2.9165 | LR: 5.34e-05 | 1337.0ms/step | 15.0 samples/s +Step 34840/44000 | Loss: 2.8936 | LR: 5.33e-05 | 1333.9ms/step | 15.0 samples/s +Step 34850/44000 | Loss: 2.8926 | LR: 5.32e-05 | 1336.2ms/step | 15.0 samples/s +Step 34860/44000 | Loss: 2.9242 | LR: 5.31e-05 | 1340.3ms/step | 14.9 samples/s +Step 34870/44000 | Loss: 2.9177 | LR: 5.30e-05 | 1338.7ms/step | 14.9 samples/s +Step 34880/44000 | Loss: 2.9112 | LR: 5.29e-05 | 1339.9ms/step | 14.9 samples/s +Step 34890/44000 | Loss: 2.9241 | LR: 5.28e-05 | 1337.2ms/step | 15.0 samples/s +Step 34900/44000 | Loss: 2.9315 | LR: 5.27e-05 | 1337.7ms/step | 15.0 samples/s +Step 34910/44000 | Loss: 2.8937 | LR: 5.25e-05 | 1337.7ms/step | 15.0 samples/s +Step 34920/44000 | Loss: 2.9703 | LR: 5.24e-05 | 1336.5ms/step | 15.0 samples/s +Step 34930/44000 | Loss: 2.8867 | LR: 5.23e-05 | 1334.6ms/step | 15.0 samples/s +Step 34940/44000 | Loss: 2.9122 | LR: 5.22e-05 | 1336.4ms/step | 15.0 samples/s +Step 34950/44000 | Loss: 2.9017 | LR: 5.21e-05 | 1336.5ms/step | 15.0 samples/s +Step 34960/44000 | Loss: 2.9173 | LR: 5.20e-05 | 1336.3ms/step | 15.0 samples/s +Step 34970/44000 | Loss: 2.8838 | LR: 5.19e-05 | 1337.6ms/step | 15.0 samples/s +Step 34980/44000 | Loss: 2.9038 | LR: 5.18e-05 | 1339.2ms/step | 14.9 samples/s +Step 34990/44000 | Loss: 2.9449 | LR: 5.17e-05 | 1339.8ms/step | 14.9 samples/s +Step 35000/44000 | Loss: 2.9361 | LR: 5.15e-05 | 1339.6ms/step | 14.9 samples/s +Validation at step 35000: Loss = 2.9069, Perplexity = 18.30 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-35000 +Step 35010/44000 | Loss: 2.9175 | LR: 5.14e-05 | 3877.0ms/step | 5.2 samples/s +Step 35020/44000 | Loss: 2.9274 | LR: 5.13e-05 | 1332.8ms/step | 15.0 samples/s +Step 35030/44000 | Loss: 2.9116 | LR: 5.12e-05 | 1334.0ms/step | 15.0 samples/s +Step 35040/44000 | Loss: 2.9166 | LR: 5.11e-05 | 1332.8ms/step | 15.0 samples/s +Step 35050/44000 | Loss: 2.9122 | LR: 5.10e-05 | 1336.9ms/step | 15.0 samples/s +Step 35060/44000 | Loss: 2.9199 | LR: 5.09e-05 | 1336.8ms/step | 15.0 samples/s +Step 35070/44000 | Loss: 2.9172 | LR: 5.08e-05 | 1336.6ms/step | 15.0 samples/s +Step 35080/44000 | Loss: 2.9088 | LR: 5.07e-05 | 1336.6ms/step | 15.0 samples/s +Step 35090/44000 | Loss: 2.9038 | LR: 5.06e-05 | 1334.8ms/step | 15.0 samples/s +Step 35100/44000 | Loss: 2.8938 | LR: 5.04e-05 | 1334.6ms/step | 15.0 samples/s +Step 35110/44000 | Loss: 2.9256 | LR: 5.03e-05 | 1334.8ms/step | 15.0 samples/s +Step 35120/44000 | Loss: 2.9160 | LR: 5.02e-05 | 1333.3ms/step | 15.0 samples/s +Step 35130/44000 | Loss: 2.9135 | LR: 5.01e-05 | 1338.1ms/step | 14.9 samples/s +Step 35140/44000 | Loss: 2.9112 | LR: 5.00e-05 | 1337.9ms/step | 14.9 samples/s +Step 35150/44000 | Loss: 2.9213 | LR: 4.99e-05 | 1339.4ms/step | 14.9 samples/s +Step 35160/44000 | Loss: 2.9261 | LR: 4.98e-05 | 1340.6ms/step | 14.9 samples/s +Step 35170/44000 | Loss: 2.9121 | LR: 4.97e-05 | 1339.9ms/step | 14.9 samples/s +Step 35180/44000 | Loss: 2.9099 | LR: 4.96e-05 | 1334.6ms/step | 15.0 samples/s +Step 35190/44000 | Loss: 2.9217 | LR: 4.95e-05 | 1336.1ms/step | 15.0 samples/s +Step 35200/44000 | Loss: 2.8946 | LR: 4.94e-05 | 1337.4ms/step | 15.0 samples/s +Step 35210/44000 | Loss: 2.8979 | LR: 4.93e-05 | 1338.0ms/step | 14.9 samples/s +Step 35220/44000 | Loss: 2.8863 | LR: 4.91e-05 | 1342.2ms/step | 14.9 samples/s +Step 35230/44000 | Loss: 2.9004 | LR: 4.90e-05 | 1339.9ms/step | 14.9 samples/s +Step 35240/44000 | Loss: 2.9236 | LR: 4.89e-05 | 1341.0ms/step | 14.9 samples/s +Step 35250/44000 | Loss: 2.8965 | LR: 4.88e-05 | 1341.1ms/step | 14.9 samples/s +Validation at step 35250: Loss = 2.9067, Perplexity = 18.30 +Step 35260/44000 | Loss: 2.8998 | LR: 4.87e-05 | 3579.1ms/step | 5.6 samples/s +Step 35270/44000 | Loss: 2.9340 | LR: 4.86e-05 | 1340.8ms/step | 14.9 samples/s +Step 35280/44000 | Loss: 2.9383 | LR: 4.85e-05 | 1343.1ms/step | 14.9 samples/s +Step 35290/44000 | Loss: 2.9129 | LR: 4.84e-05 | 1343.9ms/step | 14.9 samples/s +Step 35300/44000 | Loss: 2.9114 | LR: 4.83e-05 | 1344.1ms/step | 14.9 samples/s +Step 35310/44000 | Loss: 2.9105 | LR: 4.82e-05 | 1345.8ms/step | 14.9 samples/s +Step 35320/44000 | Loss: 2.8831 | LR: 4.81e-05 | 1347.3ms/step | 14.8 samples/s +Step 35330/44000 | Loss: 2.9020 | LR: 4.80e-05 | 1345.0ms/step | 14.9 samples/s +Step 35340/44000 | Loss: 2.8940 | LR: 4.79e-05 | 1345.7ms/step | 14.9 samples/s +Step 35350/44000 | Loss: 2.9314 | LR: 4.77e-05 | 1344.9ms/step | 14.9 samples/s +Step 35360/44000 | Loss: 2.9092 | LR: 4.76e-05 | 1342.8ms/step | 14.9 samples/s +Step 35370/44000 | Loss: 2.8916 | LR: 4.75e-05 | 1346.1ms/step | 14.9 samples/s +Step 35380/44000 | Loss: 2.8911 | LR: 4.74e-05 | 1343.0ms/step | 14.9 samples/s +Step 35390/44000 | Loss: 2.9272 | LR: 4.73e-05 | 1344.3ms/step | 14.9 samples/s +Step 35400/44000 | Loss: 2.8992 | LR: 4.72e-05 | 1344.6ms/step | 14.9 samples/s +Step 35410/44000 | Loss: 2.9260 | LR: 4.71e-05 | 1342.9ms/step | 14.9 samples/s +Step 35420/44000 | Loss: 2.9451 | LR: 4.70e-05 | 1344.8ms/step | 14.9 samples/s +Step 35430/44000 | Loss: 2.9282 | LR: 4.69e-05 | 1344.5ms/step | 14.9 samples/s +Step 35440/44000 | Loss: 2.9284 | LR: 4.68e-05 | 1344.8ms/step | 14.9 samples/s +Step 35450/44000 | Loss: 2.9253 | LR: 4.67e-05 | 1345.1ms/step | 14.9 samples/s +Step 35460/44000 | Loss: 2.9337 | LR: 4.66e-05 | 1342.4ms/step | 14.9 samples/s +Step 35470/44000 | Loss: 2.9153 | LR: 4.65e-05 | 1345.7ms/step | 14.9 samples/s +Step 35480/44000 | Loss: 2.9308 | LR: 4.64e-05 | 1344.3ms/step | 14.9 samples/s +Step 35490/44000 | Loss: 2.9144 | LR: 4.63e-05 | 1344.0ms/step | 14.9 samples/s +Step 35500/44000 | Loss: 2.9345 | LR: 4.62e-05 | 1344.3ms/step | 14.9 samples/s +Validation at step 35500: Loss = 2.9064, Perplexity = 18.29 +Step 35510/44000 | Loss: 2.9212 | LR: 4.61e-05 | 3582.9ms/step | 5.6 samples/s +Step 35520/44000 | Loss: 2.9146 | LR: 4.59e-05 | 1344.4ms/step | 14.9 samples/s +Step 35530/44000 | Loss: 2.9278 | LR: 4.58e-05 | 1345.4ms/step | 14.9 samples/s +Step 35540/44000 | Loss: 2.9403 | LR: 4.57e-05 | 1343.5ms/step | 14.9 samples/s +Step 35550/44000 | Loss: 2.9271 | LR: 4.56e-05 | 1342.3ms/step | 14.9 samples/s +Step 35560/44000 | Loss: 2.9228 | LR: 4.55e-05 | 1345.2ms/step | 14.9 samples/s +Step 35570/44000 | Loss: 2.9554 | LR: 4.54e-05 | 1348.9ms/step | 14.8 samples/s +Step 35580/44000 | Loss: 2.8999 | LR: 4.53e-05 | 1346.0ms/step | 14.9 samples/s +Step 35590/44000 | Loss: 2.9379 | LR: 4.52e-05 | 1346.0ms/step | 14.9 samples/s +Step 35600/44000 | Loss: 2.9438 | LR: 4.51e-05 | 1344.3ms/step | 14.9 samples/s +Step 35610/44000 | Loss: 2.8943 | LR: 4.50e-05 | 1345.7ms/step | 14.9 samples/s +Step 35620/44000 | Loss: 2.9379 | LR: 4.49e-05 | 1345.8ms/step | 14.9 samples/s +Step 35630/44000 | Loss: 2.9123 | LR: 4.48e-05 | 1345.3ms/step | 14.9 samples/s +Step 35640/44000 | Loss: 2.8686 | LR: 4.47e-05 | 1343.3ms/step | 14.9 samples/s +Step 35650/44000 | Loss: 2.9160 | LR: 4.46e-05 | 1341.0ms/step | 14.9 samples/s +Step 35660/44000 | Loss: 2.9450 | LR: 4.45e-05 | 1340.8ms/step | 14.9 samples/s +Step 35670/44000 | Loss: 2.9215 | LR: 4.44e-05 | 1339.1ms/step | 14.9 samples/s +Step 35680/44000 | Loss: 2.9041 | LR: 4.43e-05 | 1336.9ms/step | 15.0 samples/s +Step 35690/44000 | Loss: 2.9162 | LR: 4.42e-05 | 1335.2ms/step | 15.0 samples/s +Step 35700/44000 | Loss: 2.8994 | LR: 4.41e-05 | 1333.4ms/step | 15.0 samples/s +Step 35710/44000 | Loss: 2.9187 | LR: 4.40e-05 | 1334.3ms/step | 15.0 samples/s +Step 35720/44000 | Loss: 2.8911 | LR: 4.39e-05 | 1336.4ms/step | 15.0 samples/s +Step 35730/44000 | Loss: 2.9401 | LR: 4.38e-05 | 1336.4ms/step | 15.0 samples/s +Step 35740/44000 | Loss: 2.8836 | LR: 4.37e-05 | 1334.7ms/step | 15.0 samples/s +Step 35750/44000 | Loss: 2.9035 | LR: 4.36e-05 | 1339.6ms/step | 14.9 samples/s +Validation at step 35750: Loss = 2.9062, Perplexity = 18.29 +Step 35760/44000 | Loss: 2.9330 | LR: 4.35e-05 | 3561.8ms/step | 5.6 samples/s +Step 35770/44000 | Loss: 2.9216 | LR: 4.34e-05 | 1332.7ms/step | 15.0 samples/s +Step 35780/44000 | Loss: 2.9044 | LR: 4.33e-05 | 1334.6ms/step | 15.0 samples/s +Step 35790/44000 | Loss: 2.9145 | LR: 4.32e-05 | 1340.7ms/step | 14.9 samples/s +Step 35800/44000 | Loss: 2.9447 | LR: 4.31e-05 | 1339.0ms/step | 14.9 samples/s +Step 35810/44000 | Loss: 2.9282 | LR: 4.29e-05 | 1337.0ms/step | 15.0 samples/s +Step 35820/44000 | Loss: 2.9157 | LR: 4.28e-05 | 1333.9ms/step | 15.0 samples/s +Step 35830/44000 | Loss: 2.9137 | LR: 4.27e-05 | 1331.8ms/step | 15.0 samples/s +Step 35840/44000 | Loss: 2.9245 | LR: 4.26e-05 | 1332.1ms/step | 15.0 samples/s +Step 35850/44000 | Loss: 2.9358 | LR: 4.25e-05 | 1336.1ms/step | 15.0 samples/s +Step 35860/44000 | Loss: 2.9239 | LR: 4.24e-05 | 1339.0ms/step | 14.9 samples/s +Step 35870/44000 | Loss: 2.9027 | LR: 4.23e-05 | 1338.3ms/step | 14.9 samples/s +Step 35880/44000 | Loss: 2.9237 | LR: 4.22e-05 | 1338.7ms/step | 14.9 samples/s +Step 35890/44000 | Loss: 2.9056 | LR: 4.21e-05 | 1338.1ms/step | 14.9 samples/s +Step 35900/44000 | Loss: 2.8769 | LR: 4.20e-05 | 1334.6ms/step | 15.0 samples/s +Step 35910/44000 | Loss: 2.9098 | LR: 4.19e-05 | 1332.5ms/step | 15.0 samples/s +Step 35920/44000 | Loss: 2.8936 | LR: 4.18e-05 | 1331.9ms/step | 15.0 samples/s +Step 35930/44000 | Loss: 2.9228 | LR: 4.17e-05 | 1335.9ms/step | 15.0 samples/s +Step 35940/44000 | Loss: 2.9371 | LR: 4.16e-05 | 1334.8ms/step | 15.0 samples/s +Step 35950/44000 | Loss: 2.9278 | LR: 4.15e-05 | 1336.1ms/step | 15.0 samples/s +Step 35960/44000 | Loss: 2.9277 | LR: 4.14e-05 | 1339.0ms/step | 14.9 samples/s +Step 35970/44000 | Loss: 2.9199 | LR: 4.13e-05 | 1335.7ms/step | 15.0 samples/s +Step 35980/44000 | Loss: 2.8802 | LR: 4.12e-05 | 1333.9ms/step | 15.0 samples/s +Step 35990/44000 | Loss: 2.9102 | LR: 4.11e-05 | 1336.5ms/step | 15.0 samples/s +Step 36000/44000 | Loss: 2.9163 | LR: 4.10e-05 | 1338.8ms/step | 14.9 samples/s +Validation at step 36000: Loss = 2.9061, Perplexity = 18.29 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-36000 +Step 36010/44000 | Loss: 2.9188 | LR: 4.09e-05 | 3893.5ms/step | 5.1 samples/s +Step 36020/44000 | Loss: 2.9212 | LR: 4.08e-05 | 1337.8ms/step | 14.9 samples/s +Step 36030/44000 | Loss: 2.9152 | LR: 4.07e-05 | 1337.7ms/step | 15.0 samples/s +Step 36040/44000 | Loss: 2.9166 | LR: 4.06e-05 | 1337.6ms/step | 15.0 samples/s +Step 36050/44000 | Loss: 2.9145 | LR: 4.05e-05 | 1335.2ms/step | 15.0 samples/s +Step 36060/44000 | Loss: 2.9140 | LR: 4.04e-05 | 1335.5ms/step | 15.0 samples/s +Step 36070/44000 | Loss: 2.8814 | LR: 4.03e-05 | 1336.1ms/step | 15.0 samples/s +Step 36080/44000 | Loss: 2.9226 | LR: 4.02e-05 | 1339.5ms/step | 14.9 samples/s +Step 36090/44000 | Loss: 2.9071 | LR: 4.01e-05 | 1339.2ms/step | 14.9 samples/s +Step 36100/44000 | Loss: 2.9093 | LR: 4.00e-05 | 1340.3ms/step | 14.9 samples/s +Step 36110/44000 | Loss: 2.9413 | LR: 3.99e-05 | 1338.0ms/step | 14.9 samples/s +Step 36120/44000 | Loss: 2.8855 | LR: 3.98e-05 | 1338.7ms/step | 14.9 samples/s +Step 36130/44000 | Loss: 2.8984 | LR: 3.97e-05 | 1338.4ms/step | 14.9 samples/s +Step 36140/44000 | Loss: 2.9219 | LR: 3.97e-05 | 1338.2ms/step | 14.9 samples/s +Step 36150/44000 | Loss: 2.8969 | LR: 3.96e-05 | 1337.7ms/step | 15.0 samples/s +Step 36160/44000 | Loss: 2.9296 | LR: 3.95e-05 | 1338.7ms/step | 14.9 samples/s +Step 36170/44000 | Loss: 2.9511 | LR: 3.94e-05 | 1338.7ms/step | 14.9 samples/s +Step 36180/44000 | Loss: 2.9378 | LR: 3.93e-05 | 1340.2ms/step | 14.9 samples/s +Step 36190/44000 | Loss: 2.9063 | LR: 3.92e-05 | 1340.6ms/step | 14.9 samples/s +Step 36200/44000 | Loss: 2.9222 | LR: 3.91e-05 | 1342.9ms/step | 14.9 samples/s +Step 36210/44000 | Loss: 2.9271 | LR: 3.90e-05 | 1344.8ms/step | 14.9 samples/s +Step 36220/44000 | Loss: 2.9268 | LR: 3.89e-05 | 1345.0ms/step | 14.9 samples/s +Step 36230/44000 | Loss: 2.8886 | LR: 3.88e-05 | 1343.4ms/step | 14.9 samples/s +Step 36240/44000 | Loss: 2.9182 | LR: 3.87e-05 | 1341.4ms/step | 14.9 samples/s +Step 36250/44000 | Loss: 2.9331 | LR: 3.86e-05 | 1344.0ms/step | 14.9 samples/s +Validation at step 36250: Loss = 2.9059, Perplexity = 18.28 +Step 36260/44000 | Loss: 2.8819 | LR: 3.85e-05 | 3564.7ms/step | 5.6 samples/s +Step 36270/44000 | Loss: 2.8828 | LR: 3.84e-05 | 1335.8ms/step | 15.0 samples/s +Step 36280/44000 | Loss: 2.8951 | LR: 3.83e-05 | 1334.2ms/step | 15.0 samples/s +Step 36290/44000 | Loss: 2.9113 | LR: 3.82e-05 | 1339.2ms/step | 14.9 samples/s +Step 36300/44000 | Loss: 2.9124 | LR: 3.81e-05 | 1340.4ms/step | 14.9 samples/s +Step 36310/44000 | Loss: 2.8903 | LR: 3.80e-05 | 1340.5ms/step | 14.9 samples/s +Step 36320/44000 | Loss: 2.8913 | LR: 3.79e-05 | 1340.1ms/step | 14.9 samples/s +Step 36330/44000 | Loss: 2.8775 | LR: 3.78e-05 | 1342.2ms/step | 14.9 samples/s +Step 36340/44000 | Loss: 2.9087 | LR: 3.77e-05 | 1347.9ms/step | 14.8 samples/s +Step 36350/44000 | Loss: 2.9349 | LR: 3.76e-05 | 1343.9ms/step | 14.9 samples/s +Step 36360/44000 | Loss: 2.9268 | LR: 3.75e-05 | 1342.2ms/step | 14.9 samples/s +Step 36370/44000 | Loss: 2.9313 | LR: 3.74e-05 | 1342.6ms/step | 14.9 samples/s +Step 36380/44000 | Loss: 2.9074 | LR: 3.73e-05 | 1342.9ms/step | 14.9 samples/s +Step 36390/44000 | Loss: 2.9184 | LR: 3.72e-05 | 1341.7ms/step | 14.9 samples/s +Step 36400/44000 | Loss: 2.9347 | LR: 3.71e-05 | 1342.4ms/step | 14.9 samples/s +Step 36410/44000 | Loss: 2.9245 | LR: 3.70e-05 | 1342.2ms/step | 14.9 samples/s +Step 36420/44000 | Loss: 2.9348 | LR: 3.69e-05 | 1344.7ms/step | 14.9 samples/s +Step 36430/44000 | Loss: 2.9276 | LR: 3.69e-05 | 1343.1ms/step | 14.9 samples/s +Step 36440/44000 | Loss: 2.9188 | LR: 3.68e-05 | 1343.7ms/step | 14.9 samples/s +Step 36450/44000 | Loss: 2.8897 | LR: 3.67e-05 | 1342.5ms/step | 14.9 samples/s +Step 36460/44000 | Loss: 2.8868 | LR: 3.66e-05 | 1345.1ms/step | 14.9 samples/s +Step 36470/44000 | Loss: 2.9138 | LR: 3.65e-05 | 1344.1ms/step | 14.9 samples/s +Step 36480/44000 | Loss: 2.9295 | LR: 3.64e-05 | 1344.1ms/step | 14.9 samples/s +Step 36490/44000 | Loss: 2.9095 | LR: 3.63e-05 | 1341.0ms/step | 14.9 samples/s +Step 36500/44000 | Loss: 2.9213 | LR: 3.62e-05 | 1340.3ms/step | 14.9 samples/s +Validation at step 36500: Loss = 2.9058, Perplexity = 18.28 +Step 36510/44000 | Loss: 2.9329 | LR: 3.61e-05 | 3584.4ms/step | 5.6 samples/s +Step 36520/44000 | Loss: 2.9671 | LR: 3.60e-05 | 1345.0ms/step | 14.9 samples/s +Step 36530/44000 | Loss: 2.8872 | LR: 3.59e-05 | 1343.5ms/step | 14.9 samples/s +Step 36540/44000 | Loss: 2.8938 | LR: 3.58e-05 | 1342.3ms/step | 14.9 samples/s +Step 36550/44000 | Loss: 2.9299 | LR: 3.57e-05 | 1341.5ms/step | 14.9 samples/s +Step 36560/44000 | Loss: 2.8863 | LR: 3.56e-05 | 1343.9ms/step | 14.9 samples/s +Step 36570/44000 | Loss: 2.9290 | LR: 3.55e-05 | 1342.8ms/step | 14.9 samples/s +Step 36580/44000 | Loss: 2.9179 | LR: 3.54e-05 | 1342.2ms/step | 14.9 samples/s +Step 36590/44000 | Loss: 2.9177 | LR: 3.53e-05 | 1339.8ms/step | 14.9 samples/s +Step 36600/44000 | Loss: 2.9159 | LR: 3.53e-05 | 1341.2ms/step | 14.9 samples/s +Step 36610/44000 | Loss: 2.9445 | LR: 3.52e-05 | 1341.7ms/step | 14.9 samples/s +Step 36620/44000 | Loss: 2.9476 | LR: 3.51e-05 | 1343.4ms/step | 14.9 samples/s +Step 36630/44000 | Loss: 2.8788 | LR: 3.50e-05 | 1341.1ms/step | 14.9 samples/s +Step 36640/44000 | Loss: 2.9287 | LR: 3.49e-05 | 1338.2ms/step | 14.9 samples/s +Step 36650/44000 | Loss: 2.9081 | LR: 3.48e-05 | 1337.9ms/step | 14.9 samples/s +Step 36660/44000 | Loss: 2.9039 | LR: 3.47e-05 | 1340.2ms/step | 14.9 samples/s +Step 36670/44000 | Loss: 2.9228 | LR: 3.46e-05 | 1339.6ms/step | 14.9 samples/s +Step 36680/44000 | Loss: 2.9025 | LR: 3.45e-05 | 1338.4ms/step | 14.9 samples/s +Step 36690/44000 | Loss: 2.9197 | LR: 3.44e-05 | 1336.6ms/step | 15.0 samples/s +Step 36700/44000 | Loss: 2.9503 | LR: 3.43e-05 | 1341.0ms/step | 14.9 samples/s +Step 36710/44000 | Loss: 2.9286 | LR: 3.42e-05 | 1342.3ms/step | 14.9 samples/s +Step 36720/44000 | Loss: 2.9152 | LR: 3.41e-05 | 1340.5ms/step | 14.9 samples/s +Step 36730/44000 | Loss: 2.8940 | LR: 3.41e-05 | 1337.6ms/step | 15.0 samples/s +Step 36740/44000 | Loss: 2.9412 | LR: 3.40e-05 | 1336.7ms/step | 15.0 samples/s +Step 36750/44000 | Loss: 2.9191 | LR: 3.39e-05 | 1340.2ms/step | 14.9 samples/s +Validation at step 36750: Loss = 2.9057, Perplexity = 18.28 +Step 36760/44000 | Loss: 2.9478 | LR: 3.38e-05 | 3575.8ms/step | 5.6 samples/s +Step 36770/44000 | Loss: 2.9229 | LR: 3.37e-05 | 1337.9ms/step | 14.9 samples/s +Step 36780/44000 | Loss: 2.9339 | LR: 3.36e-05 | 1338.1ms/step | 14.9 samples/s +Step 36790/44000 | Loss: 2.8956 | LR: 3.35e-05 | 1342.1ms/step | 14.9 samples/s +Step 36800/44000 | Loss: 2.8930 | LR: 3.34e-05 | 1341.3ms/step | 14.9 samples/s +Step 36810/44000 | Loss: 2.9011 | LR: 3.33e-05 | 1338.9ms/step | 14.9 samples/s +Step 36820/44000 | Loss: 2.9191 | LR: 3.32e-05 | 1338.4ms/step | 14.9 samples/s +Step 36830/44000 | Loss: 2.9173 | LR: 3.31e-05 | 1336.8ms/step | 15.0 samples/s +Step 36840/44000 | Loss: 2.8907 | LR: 3.31e-05 | 1338.1ms/step | 14.9 samples/s +Step 36850/44000 | Loss: 2.9198 | LR: 3.30e-05 | 1338.4ms/step | 14.9 samples/s +Step 36860/44000 | Loss: 2.9230 | LR: 3.29e-05 | 1340.9ms/step | 14.9 samples/s +Step 36870/44000 | Loss: 2.8983 | LR: 3.28e-05 | 1340.0ms/step | 14.9 samples/s +Step 36880/44000 | Loss: 2.8898 | LR: 3.27e-05 | 1338.6ms/step | 14.9 samples/s +Step 36890/44000 | Loss: 2.9433 | LR: 3.26e-05 | 1337.1ms/step | 15.0 samples/s +Step 36900/44000 | Loss: 2.9089 | LR: 3.25e-05 | 1334.4ms/step | 15.0 samples/s +Step 36910/44000 | Loss: 2.8952 | LR: 3.24e-05 | 1333.2ms/step | 15.0 samples/s +Step 36920/44000 | Loss: 2.8970 | LR: 3.23e-05 | 1335.3ms/step | 15.0 samples/s +Step 36930/44000 | Loss: 2.9270 | LR: 3.22e-05 | 1335.5ms/step | 15.0 samples/s +Step 36940/44000 | Loss: 2.8979 | LR: 3.22e-05 | 1336.3ms/step | 15.0 samples/s +Step 36950/44000 | Loss: 2.9135 | LR: 3.21e-05 | 1338.0ms/step | 14.9 samples/s +Step 36960/44000 | Loss: 2.9188 | LR: 3.20e-05 | 1338.6ms/step | 14.9 samples/s +Step 36970/44000 | Loss: 2.9115 | LR: 3.19e-05 | 1334.0ms/step | 15.0 samples/s +Step 36980/44000 | Loss: 2.9288 | LR: 3.18e-05 | 1335.9ms/step | 15.0 samples/s +Step 36990/44000 | Loss: 2.9082 | LR: 3.17e-05 | 1340.3ms/step | 14.9 samples/s +Step 37000/44000 | Loss: 2.9002 | LR: 3.16e-05 | 1338.7ms/step | 14.9 samples/s +Validation at step 37000: Loss = 2.9055, Perplexity = 18.27 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-37000 +Step 37010/44000 | Loss: 2.9272 | LR: 3.15e-05 | 3886.9ms/step | 5.1 samples/s +Step 37020/44000 | Loss: 2.9020 | LR: 3.15e-05 | 1334.3ms/step | 15.0 samples/s +Step 37030/44000 | Loss: 2.9443 | LR: 3.14e-05 | 1336.0ms/step | 15.0 samples/s +Step 37040/44000 | Loss: 2.8999 | LR: 3.13e-05 | 1337.7ms/step | 15.0 samples/s +Step 37050/44000 | Loss: 2.9033 | LR: 3.12e-05 | 1339.9ms/step | 14.9 samples/s +Step 37060/44000 | Loss: 2.9043 | LR: 3.11e-05 | 1340.4ms/step | 14.9 samples/s +Step 37070/44000 | Loss: 2.9323 | LR: 3.10e-05 | 1339.7ms/step | 14.9 samples/s +Step 37080/44000 | Loss: 2.9210 | LR: 3.09e-05 | 1339.4ms/step | 14.9 samples/s +Step 37090/44000 | Loss: 2.9381 | LR: 3.08e-05 | 1334.0ms/step | 15.0 samples/s +Step 37100/44000 | Loss: 2.9017 | LR: 3.07e-05 | 1336.6ms/step | 15.0 samples/s +Step 37110/44000 | Loss: 2.8923 | LR: 3.07e-05 | 1338.7ms/step | 14.9 samples/s +Step 37120/44000 | Loss: 2.8749 | LR: 3.06e-05 | 1337.8ms/step | 14.9 samples/s +Step 37130/44000 | Loss: 2.9150 | LR: 3.05e-05 | 1336.7ms/step | 15.0 samples/s +Step 37140/44000 | Loss: 2.9150 | LR: 3.04e-05 | 1338.6ms/step | 14.9 samples/s +Step 37150/44000 | Loss: 2.9132 | LR: 3.03e-05 | 1337.7ms/step | 15.0 samples/s +Step 37160/44000 | Loss: 2.9085 | LR: 3.02e-05 | 1335.2ms/step | 15.0 samples/s +Step 37170/44000 | Loss: 2.9048 | LR: 3.01e-05 | 1334.8ms/step | 15.0 samples/s +Step 37180/44000 | Loss: 2.9276 | LR: 3.01e-05 | 1333.1ms/step | 15.0 samples/s +Step 37190/44000 | Loss: 2.8876 | LR: 3.00e-05 | 1334.1ms/step | 15.0 samples/s +Step 37200/44000 | Loss: 2.9353 | LR: 2.99e-05 | 1337.0ms/step | 15.0 samples/s +Step 37210/44000 | Loss: 2.9172 | LR: 2.98e-05 | 1337.3ms/step | 15.0 samples/s +Step 37220/44000 | Loss: 2.9034 | LR: 2.97e-05 | 1338.6ms/step | 14.9 samples/s +Step 37230/44000 | Loss: 2.9266 | LR: 2.96e-05 | 1341.0ms/step | 14.9 samples/s +Step 37240/44000 | Loss: 2.9211 | LR: 2.95e-05 | 1342.2ms/step | 14.9 samples/s +Step 37250/44000 | Loss: 2.9029 | LR: 2.95e-05 | 1341.9ms/step | 14.9 samples/s +Validation at step 37250: Loss = 2.9054, Perplexity = 18.27 +Step 37260/44000 | Loss: 2.8813 | LR: 2.94e-05 | 3581.3ms/step | 5.6 samples/s +Step 37270/44000 | Loss: 2.9293 | LR: 2.93e-05 | 1338.5ms/step | 14.9 samples/s +Step 37280/44000 | Loss: 2.9229 | LR: 2.92e-05 | 1338.3ms/step | 14.9 samples/s +Step 37290/44000 | Loss: 2.9266 | LR: 2.91e-05 | 1340.2ms/step | 14.9 samples/s +Step 37300/44000 | Loss: 2.9130 | LR: 2.90e-05 | 1339.7ms/step | 14.9 samples/s +Step 37310/44000 | Loss: 2.8898 | LR: 2.89e-05 | 1339.0ms/step | 14.9 samples/s +Step 37320/44000 | Loss: 2.9227 | LR: 2.89e-05 | 1340.2ms/step | 14.9 samples/s +Step 37330/44000 | Loss: 2.9209 | LR: 2.88e-05 | 1341.3ms/step | 14.9 samples/s +Step 37340/44000 | Loss: 2.9315 | LR: 2.87e-05 | 1339.4ms/step | 14.9 samples/s +Step 37350/44000 | Loss: 2.9150 | LR: 2.86e-05 | 1342.4ms/step | 14.9 samples/s +Step 37360/44000 | Loss: 2.9126 | LR: 2.85e-05 | 1342.1ms/step | 14.9 samples/s +Step 37370/44000 | Loss: 2.9286 | LR: 2.84e-05 | 1341.9ms/step | 14.9 samples/s +Step 37380/44000 | Loss: 2.8951 | LR: 2.84e-05 | 1341.6ms/step | 14.9 samples/s +Step 37390/44000 | Loss: 2.9070 | LR: 2.83e-05 | 1342.3ms/step | 14.9 samples/s +Step 37400/44000 | Loss: 2.8781 | LR: 2.82e-05 | 1342.0ms/step | 14.9 samples/s +Step 37410/44000 | Loss: 2.8746 | LR: 2.81e-05 | 1342.1ms/step | 14.9 samples/s +Step 37420/44000 | Loss: 2.9382 | LR: 2.80e-05 | 1340.8ms/step | 14.9 samples/s +Step 37430/44000 | Loss: 2.8713 | LR: 2.79e-05 | 1341.4ms/step | 14.9 samples/s +Step 37440/44000 | Loss: 2.9323 | LR: 2.78e-05 | 1343.5ms/step | 14.9 samples/s +Step 37450/44000 | Loss: 2.9222 | LR: 2.78e-05 | 1344.6ms/step | 14.9 samples/s +Step 37460/44000 | Loss: 2.9194 | LR: 2.77e-05 | 1343.9ms/step | 14.9 samples/s +Step 37470/44000 | Loss: 2.9184 | LR: 2.76e-05 | 1343.7ms/step | 14.9 samples/s +Step 37480/44000 | Loss: 2.9087 | LR: 2.75e-05 | 1343.5ms/step | 14.9 samples/s +Step 37490/44000 | Loss: 2.8990 | LR: 2.74e-05 | 1345.7ms/step | 14.9 samples/s +Step 37500/44000 | Loss: 2.9341 | LR: 2.74e-05 | 1345.1ms/step | 14.9 samples/s +Validation at step 37500: Loss = 2.9053, Perplexity = 18.27 +Step 37510/44000 | Loss: 2.9236 | LR: 2.73e-05 | 3587.4ms/step | 5.6 samples/s +Step 37520/44000 | Loss: 2.9108 | LR: 2.72e-05 | 1345.1ms/step | 14.9 samples/s +Step 37530/44000 | Loss: 2.9215 | LR: 2.71e-05 | 1343.8ms/step | 14.9 samples/s +Step 37540/44000 | Loss: 2.9126 | LR: 2.70e-05 | 1343.4ms/step | 14.9 samples/s +Step 37550/44000 | Loss: 2.9171 | LR: 2.69e-05 | 1345.1ms/step | 14.9 samples/s +Step 37560/44000 | Loss: 2.9129 | LR: 2.69e-05 | 1340.4ms/step | 14.9 samples/s +Step 37570/44000 | Loss: 2.9312 | LR: 2.68e-05 | 1341.1ms/step | 14.9 samples/s +Step 37580/44000 | Loss: 2.8828 | LR: 2.67e-05 | 1339.9ms/step | 14.9 samples/s +Step 37590/44000 | Loss: 2.9200 | LR: 2.66e-05 | 1340.0ms/step | 14.9 samples/s +Step 37600/44000 | Loss: 2.9288 | LR: 2.65e-05 | 1338.3ms/step | 14.9 samples/s +Step 37610/44000 | Loss: 2.8988 | LR: 2.65e-05 | 1341.3ms/step | 14.9 samples/s +Step 37620/44000 | Loss: 2.8967 | LR: 2.64e-05 | 1341.4ms/step | 14.9 samples/s +Step 37630/44000 | Loss: 2.8901 | LR: 2.63e-05 | 1340.2ms/step | 14.9 samples/s +Step 37640/44000 | Loss: 2.9112 | LR: 2.62e-05 | 1341.4ms/step | 14.9 samples/s +Step 37650/44000 | Loss: 2.9184 | LR: 2.61e-05 | 1343.5ms/step | 14.9 samples/s +Step 37660/44000 | Loss: 2.9239 | LR: 2.60e-05 | 1338.8ms/step | 14.9 samples/s +Step 37670/44000 | Loss: 2.9389 | LR: 2.60e-05 | 1338.9ms/step | 14.9 samples/s +Step 37680/44000 | Loss: 2.9244 | LR: 2.59e-05 | 1336.3ms/step | 15.0 samples/s +Step 37690/44000 | Loss: 2.9185 | LR: 2.58e-05 | 1333.4ms/step | 15.0 samples/s +Step 37700/44000 | Loss: 2.9086 | LR: 2.57e-05 | 1335.1ms/step | 15.0 samples/s +Step 37710/44000 | Loss: 2.9061 | LR: 2.56e-05 | 1339.2ms/step | 14.9 samples/s +Step 37720/44000 | Loss: 2.9148 | LR: 2.56e-05 | 1341.9ms/step | 14.9 samples/s +Step 37730/44000 | Loss: 2.8995 | LR: 2.55e-05 | 1343.2ms/step | 14.9 samples/s +Step 37740/44000 | Loss: 2.9018 | LR: 2.54e-05 | 1342.4ms/step | 14.9 samples/s +Step 37750/44000 | Loss: 2.9133 | LR: 2.53e-05 | 1339.7ms/step | 14.9 samples/s +Validation at step 37750: Loss = 2.9052, Perplexity = 18.27 +Step 37760/44000 | Loss: 2.9245 | LR: 2.52e-05 | 3576.2ms/step | 5.6 samples/s +Step 37770/44000 | Loss: 2.9214 | LR: 2.52e-05 | 1340.4ms/step | 14.9 samples/s +Step 37780/44000 | Loss: 2.9071 | LR: 2.51e-05 | 1339.2ms/step | 14.9 samples/s +Step 37790/44000 | Loss: 2.9154 | LR: 2.50e-05 | 1343.7ms/step | 14.9 samples/s +Step 37800/44000 | Loss: 2.9199 | LR: 2.49e-05 | 1340.3ms/step | 14.9 samples/s +Step 37810/44000 | Loss: 2.8744 | LR: 2.48e-05 | 1334.9ms/step | 15.0 samples/s +Step 37820/44000 | Loss: 2.9110 | LR: 2.48e-05 | 1332.9ms/step | 15.0 samples/s +Step 37830/44000 | Loss: 2.9119 | LR: 2.47e-05 | 1330.7ms/step | 15.0 samples/s +Step 37840/44000 | Loss: 2.9257 | LR: 2.46e-05 | 1333.6ms/step | 15.0 samples/s +Step 37850/44000 | Loss: 2.9283 | LR: 2.45e-05 | 1336.8ms/step | 15.0 samples/s +Step 37860/44000 | Loss: 2.9150 | LR: 2.45e-05 | 1334.9ms/step | 15.0 samples/s +Step 37870/44000 | Loss: 2.9137 | LR: 2.44e-05 | 1337.9ms/step | 14.9 samples/s +Step 37880/44000 | Loss: 2.8952 | LR: 2.43e-05 | 1337.3ms/step | 15.0 samples/s +Step 37890/44000 | Loss: 2.8962 | LR: 2.42e-05 | 1339.5ms/step | 14.9 samples/s +Step 37900/44000 | Loss: 2.9384 | LR: 2.41e-05 | 1335.1ms/step | 15.0 samples/s +Step 37910/44000 | Loss: 2.9123 | LR: 2.41e-05 | 1334.9ms/step | 15.0 samples/s +Step 37920/44000 | Loss: 2.9002 | LR: 2.40e-05 | 1334.7ms/step | 15.0 samples/s +Step 37930/44000 | Loss: 2.9040 | LR: 2.39e-05 | 1333.4ms/step | 15.0 samples/s +Step 37940/44000 | Loss: 2.9022 | LR: 2.38e-05 | 1333.6ms/step | 15.0 samples/s +Step 37950/44000 | Loss: 2.9305 | LR: 2.38e-05 | 1334.5ms/step | 15.0 samples/s +Step 37960/44000 | Loss: 2.9001 | LR: 2.37e-05 | 1335.5ms/step | 15.0 samples/s +Step 37970/44000 | Loss: 2.8940 | LR: 2.36e-05 | 1337.6ms/step | 15.0 samples/s +Step 37980/44000 | Loss: 2.9389 | LR: 2.35e-05 | 1335.6ms/step | 15.0 samples/s +Step 37990/44000 | Loss: 2.9150 | LR: 2.34e-05 | 1334.3ms/step | 15.0 samples/s +Step 38000/44000 | Loss: 2.9147 | LR: 2.34e-05 | 1334.0ms/step | 15.0 samples/s +Validation at step 38000: Loss = 2.9052, Perplexity = 18.27 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-38000 +Step 38010/44000 | Loss: 2.9040 | LR: 2.33e-05 | 3857.6ms/step | 5.2 samples/s +Step 38020/44000 | Loss: 2.8933 | LR: 2.32e-05 | 1331.2ms/step | 15.0 samples/s +Step 38030/44000 | Loss: 2.8878 | LR: 2.31e-05 | 1333.7ms/step | 15.0 samples/s +Step 38040/44000 | Loss: 2.9072 | LR: 2.31e-05 | 1333.2ms/step | 15.0 samples/s +Step 38050/44000 | Loss: 2.9320 | LR: 2.30e-05 | 1333.2ms/step | 15.0 samples/s +Step 38060/44000 | Loss: 2.8986 | LR: 2.29e-05 | 1334.5ms/step | 15.0 samples/s +Step 38070/44000 | Loss: 2.9000 | LR: 2.28e-05 | 1333.1ms/step | 15.0 samples/s +Step 38080/44000 | Loss: 2.9234 | LR: 2.28e-05 | 1332.4ms/step | 15.0 samples/s +Step 38090/44000 | Loss: 2.9273 | LR: 2.27e-05 | 1334.0ms/step | 15.0 samples/s +Step 38100/44000 | Loss: 2.9310 | LR: 2.26e-05 | 1333.4ms/step | 15.0 samples/s +Step 38110/44000 | Loss: 2.9099 | LR: 2.25e-05 | 1331.9ms/step | 15.0 samples/s +Step 38120/44000 | Loss: 2.8970 | LR: 2.25e-05 | 1334.5ms/step | 15.0 samples/s +Step 38130/44000 | Loss: 2.9403 | LR: 2.24e-05 | 1333.9ms/step | 15.0 samples/s +Step 38140/44000 | Loss: 2.9275 | LR: 2.23e-05 | 1339.6ms/step | 14.9 samples/s +Step 38150/44000 | Loss: 2.8976 | LR: 2.22e-05 | 1339.7ms/step | 14.9 samples/s +Step 38160/44000 | Loss: 2.9273 | LR: 2.22e-05 | 1338.3ms/step | 14.9 samples/s +Step 38170/44000 | Loss: 2.9164 | LR: 2.21e-05 | 1339.7ms/step | 14.9 samples/s +Step 38180/44000 | Loss: 2.9054 | LR: 2.20e-05 | 1340.5ms/step | 14.9 samples/s +Step 38190/44000 | Loss: 2.8958 | LR: 2.19e-05 | 1339.9ms/step | 14.9 samples/s +Step 38200/44000 | Loss: 2.9243 | LR: 2.19e-05 | 1339.3ms/step | 14.9 samples/s +Step 38210/44000 | Loss: 2.9385 | LR: 2.18e-05 | 1342.5ms/step | 14.9 samples/s +Step 38220/44000 | Loss: 2.9007 | LR: 2.17e-05 | 1339.5ms/step | 14.9 samples/s +Step 38230/44000 | Loss: 2.8881 | LR: 2.16e-05 | 1340.7ms/step | 14.9 samples/s +Step 38240/44000 | Loss: 2.9009 | LR: 2.16e-05 | 1340.4ms/step | 14.9 samples/s +Step 38250/44000 | Loss: 2.9239 | LR: 2.15e-05 | 1346.8ms/step | 14.9 samples/s +Validation at step 38250: Loss = 2.9051, Perplexity = 18.27 +Step 38260/44000 | Loss: 2.9182 | LR: 2.14e-05 | 3567.9ms/step | 5.6 samples/s +Step 38270/44000 | Loss: 2.9377 | LR: 2.13e-05 | 1340.8ms/step | 14.9 samples/s +Step 38280/44000 | Loss: 2.9196 | LR: 2.13e-05 | 1340.3ms/step | 14.9 samples/s +Step 38290/44000 | Loss: 2.9233 | LR: 2.12e-05 | 1342.9ms/step | 14.9 samples/s +Step 38300/44000 | Loss: 2.9463 | LR: 2.11e-05 | 1340.3ms/step | 14.9 samples/s +Step 38310/44000 | Loss: 2.9068 | LR: 2.11e-05 | 1340.5ms/step | 14.9 samples/s +Step 38320/44000 | Loss: 2.9052 | LR: 2.10e-05 | 1337.6ms/step | 15.0 samples/s +Step 38330/44000 | Loss: 2.9406 | LR: 2.09e-05 | 1337.4ms/step | 15.0 samples/s +Step 38340/44000 | Loss: 2.9033 | LR: 2.08e-05 | 1338.0ms/step | 14.9 samples/s +Step 38350/44000 | Loss: 2.9170 | LR: 2.08e-05 | 1338.5ms/step | 14.9 samples/s +Step 38360/44000 | Loss: 2.9112 | LR: 2.07e-05 | 1340.5ms/step | 14.9 samples/s +Step 38370/44000 | Loss: 2.9543 | LR: 2.06e-05 | 1339.8ms/step | 14.9 samples/s +Step 38380/44000 | Loss: 2.8944 | LR: 2.05e-05 | 1339.6ms/step | 14.9 samples/s +Step 38390/44000 | Loss: 2.8997 | LR: 2.05e-05 | 1335.7ms/step | 15.0 samples/s +Step 38400/44000 | Loss: 2.9389 | LR: 2.04e-05 | 1336.1ms/step | 15.0 samples/s +Step 38410/44000 | Loss: 2.9232 | LR: 2.03e-05 | 1336.4ms/step | 15.0 samples/s +Step 38420/44000 | Loss: 2.8960 | LR: 2.03e-05 | 1340.7ms/step | 14.9 samples/s +Step 38430/44000 | Loss: 2.9440 | LR: 2.02e-05 | 1343.1ms/step | 14.9 samples/s +Step 38440/44000 | Loss: 2.9269 | LR: 2.01e-05 | 1340.0ms/step | 14.9 samples/s +Step 38450/44000 | Loss: 2.9452 | LR: 2.00e-05 | 1342.8ms/step | 14.9 samples/s +Step 38460/44000 | Loss: 2.9173 | LR: 2.00e-05 | 1342.7ms/step | 14.9 samples/s +Step 38470/44000 | Loss: 2.9006 | LR: 1.99e-05 | 1343.6ms/step | 14.9 samples/s +Step 38480/44000 | Loss: 2.9447 | LR: 1.98e-05 | 1343.3ms/step | 14.9 samples/s +Step 38490/44000 | Loss: 2.9125 | LR: 1.98e-05 | 1343.4ms/step | 14.9 samples/s +Step 38500/44000 | Loss: 2.8828 | LR: 1.97e-05 | 1342.7ms/step | 14.9 samples/s +Validation at step 38500: Loss = 2.9051, Perplexity = 18.27 +Step 38510/44000 | Loss: 2.9167 | LR: 1.96e-05 | 3574.5ms/step | 5.6 samples/s +Step 38520/44000 | Loss: 2.8952 | LR: 1.95e-05 | 1342.0ms/step | 14.9 samples/s +Step 38530/44000 | Loss: 2.9187 | LR: 1.95e-05 | 1342.2ms/step | 14.9 samples/s +Step 38540/44000 | Loss: 2.9470 | LR: 1.94e-05 | 1341.6ms/step | 14.9 samples/s +Step 38550/44000 | Loss: 2.8955 | LR: 1.93e-05 | 1341.8ms/step | 14.9 samples/s +Step 38560/44000 | Loss: 2.9385 | LR: 1.93e-05 | 1343.7ms/step | 14.9 samples/s +Step 38570/44000 | Loss: 2.9162 | LR: 1.92e-05 | 1342.1ms/step | 14.9 samples/s +Step 38580/44000 | Loss: 2.9295 | LR: 1.91e-05 | 1345.3ms/step | 14.9 samples/s +Step 38590/44000 | Loss: 2.9258 | LR: 1.91e-05 | 1345.3ms/step | 14.9 samples/s +Step 38600/44000 | Loss: 2.8997 | LR: 1.90e-05 | 1344.2ms/step | 14.9 samples/s +Step 38610/44000 | Loss: 2.9258 | LR: 1.89e-05 | 1346.0ms/step | 14.9 samples/s +Step 38620/44000 | Loss: 2.9324 | LR: 1.88e-05 | 1346.4ms/step | 14.9 samples/s +Step 38630/44000 | Loss: 2.9269 | LR: 1.88e-05 | 1344.8ms/step | 14.9 samples/s +Step 38640/44000 | Loss: 2.9266 | LR: 1.87e-05 | 1345.2ms/step | 14.9 samples/s +Step 38650/44000 | Loss: 2.9010 | LR: 1.86e-05 | 1344.1ms/step | 14.9 samples/s +Step 38660/44000 | Loss: 2.9126 | LR: 1.86e-05 | 1343.7ms/step | 14.9 samples/s +Step 38670/44000 | Loss: 2.9184 | LR: 1.85e-05 | 1342.8ms/step | 14.9 samples/s +Step 38680/44000 | Loss: 2.9500 | LR: 1.84e-05 | 1340.9ms/step | 14.9 samples/s +Step 38690/44000 | Loss: 2.9054 | LR: 1.84e-05 | 1341.1ms/step | 14.9 samples/s +Step 38700/44000 | Loss: 2.9159 | LR: 1.83e-05 | 1343.4ms/step | 14.9 samples/s +Step 38710/44000 | Loss: 2.9056 | LR: 1.82e-05 | 1342.1ms/step | 14.9 samples/s +Step 38720/44000 | Loss: 2.9117 | LR: 1.82e-05 | 1343.2ms/step | 14.9 samples/s +Step 38730/44000 | Loss: 2.8804 | LR: 1.81e-05 | 1342.1ms/step | 14.9 samples/s +Step 38740/44000 | Loss: 2.9024 | LR: 1.80e-05 | 1340.1ms/step | 14.9 samples/s +Step 38750/44000 | Loss: 2.9220 | LR: 1.80e-05 | 1338.3ms/step | 14.9 samples/s +Validation at step 38750: Loss = 2.9050, Perplexity = 18.27 +Step 38760/44000 | Loss: 2.9144 | LR: 1.79e-05 | 3570.7ms/step | 5.6 samples/s +Step 38770/44000 | Loss: 2.8684 | LR: 1.78e-05 | 1339.3ms/step | 14.9 samples/s +Step 38780/44000 | Loss: 2.9458 | LR: 1.78e-05 | 1338.3ms/step | 14.9 samples/s +Step 38790/44000 | Loss: 2.9096 | LR: 1.77e-05 | 1341.9ms/step | 14.9 samples/s +Step 38800/44000 | Loss: 2.9209 | LR: 1.76e-05 | 1344.0ms/step | 14.9 samples/s +Step 38810/44000 | Loss: 2.9261 | LR: 1.76e-05 | 1338.1ms/step | 14.9 samples/s +Step 38820/44000 | Loss: 2.9094 | LR: 1.75e-05 | 1336.7ms/step | 15.0 samples/s +Step 38830/44000 | Loss: 2.9202 | LR: 1.74e-05 | 1338.4ms/step | 14.9 samples/s +Step 38840/44000 | Loss: 2.8970 | LR: 1.74e-05 | 1338.8ms/step | 14.9 samples/s +Step 38850/44000 | Loss: 2.9310 | LR: 1.73e-05 | 1340.1ms/step | 14.9 samples/s +Step 38860/44000 | Loss: 2.9617 | LR: 1.72e-05 | 1342.1ms/step | 14.9 samples/s +Step 38870/44000 | Loss: 2.9185 | LR: 1.72e-05 | 1344.7ms/step | 14.9 samples/s +Step 38880/44000 | Loss: 2.9061 | LR: 1.71e-05 | 1342.3ms/step | 14.9 samples/s +Step 38890/44000 | Loss: 2.9051 | LR: 1.70e-05 | 1341.0ms/step | 14.9 samples/s +Step 38900/44000 | Loss: 2.9030 | LR: 1.70e-05 | 1341.7ms/step | 14.9 samples/s +Step 38910/44000 | Loss: 2.9235 | LR: 1.69e-05 | 1344.1ms/step | 14.9 samples/s +Step 38920/44000 | Loss: 2.9286 | LR: 1.68e-05 | 1343.2ms/step | 14.9 samples/s +Step 38930/44000 | Loss: 2.9061 | LR: 1.68e-05 | 1339.9ms/step | 14.9 samples/s +Step 38940/44000 | Loss: 2.9267 | LR: 1.67e-05 | 1334.8ms/step | 15.0 samples/s +Step 38950/44000 | Loss: 2.9242 | LR: 1.66e-05 | 1337.2ms/step | 15.0 samples/s +Step 38960/44000 | Loss: 2.9089 | LR: 1.66e-05 | 1339.2ms/step | 14.9 samples/s +Step 38970/44000 | Loss: 2.9149 | LR: 1.65e-05 | 1338.9ms/step | 14.9 samples/s +Step 38980/44000 | Loss: 2.9077 | LR: 1.64e-05 | 1338.5ms/step | 14.9 samples/s +Step 38990/44000 | Loss: 2.9179 | LR: 1.64e-05 | 1337.5ms/step | 15.0 samples/s +Step 39000/44000 | Loss: 2.9095 | LR: 1.63e-05 | 1340.8ms/step | 14.9 samples/s +Validation at step 39000: Loss = 2.9050, Perplexity = 18.27 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-39000 +Step 39010/44000 | Loss: 2.9245 | LR: 1.62e-05 | 3889.8ms/step | 5.1 samples/s +Step 39020/44000 | Loss: 2.9088 | LR: 1.62e-05 | 1340.8ms/step | 14.9 samples/s +Step 39030/44000 | Loss: 2.8945 | LR: 1.61e-05 | 1337.8ms/step | 14.9 samples/s +Step 39040/44000 | Loss: 2.9157 | LR: 1.61e-05 | 1334.4ms/step | 15.0 samples/s +Step 39050/44000 | Loss: 2.9274 | LR: 1.60e-05 | 1340.9ms/step | 14.9 samples/s +Step 39060/44000 | Loss: 2.9079 | LR: 1.59e-05 | 1344.3ms/step | 14.9 samples/s +Step 39070/44000 | Loss: 2.9062 | LR: 1.59e-05 | 1340.6ms/step | 14.9 samples/s +Step 39080/44000 | Loss: 2.9221 | LR: 1.58e-05 | 1339.3ms/step | 14.9 samples/s +Step 39090/44000 | Loss: 2.9357 | LR: 1.57e-05 | 1338.5ms/step | 14.9 samples/s +Step 39100/44000 | Loss: 2.9376 | LR: 1.57e-05 | 1337.0ms/step | 15.0 samples/s +Step 39110/44000 | Loss: 2.9005 | LR: 1.56e-05 | 1339.6ms/step | 14.9 samples/s +Step 39120/44000 | Loss: 2.9052 | LR: 1.55e-05 | 1339.5ms/step | 14.9 samples/s +Step 39130/44000 | Loss: 2.9478 | LR: 1.55e-05 | 1339.8ms/step | 14.9 samples/s +Step 39140/44000 | Loss: 2.8950 | LR: 1.54e-05 | 1341.0ms/step | 14.9 samples/s +Step 39150/44000 | Loss: 2.9005 | LR: 1.54e-05 | 1342.1ms/step | 14.9 samples/s +Step 39160/44000 | Loss: 2.8765 | LR: 1.53e-05 | 1342.3ms/step | 14.9 samples/s +Step 39170/44000 | Loss: 2.9181 | LR: 1.52e-05 | 1343.4ms/step | 14.9 samples/s +Step 39180/44000 | Loss: 2.9128 | LR: 1.52e-05 | 1343.4ms/step | 14.9 samples/s +Step 39190/44000 | Loss: 2.9326 | LR: 1.51e-05 | 1343.8ms/step | 14.9 samples/s +Step 39200/44000 | Loss: 2.9279 | LR: 1.50e-05 | 1337.9ms/step | 14.9 samples/s +Step 39210/44000 | Loss: 2.9114 | LR: 1.50e-05 | 1335.0ms/step | 15.0 samples/s +Step 39220/44000 | Loss: 2.9056 | LR: 1.49e-05 | 1335.8ms/step | 15.0 samples/s +Step 39230/44000 | Loss: 2.8923 | LR: 1.49e-05 | 1334.8ms/step | 15.0 samples/s +Step 39240/44000 | Loss: 2.9227 | LR: 1.48e-05 | 1336.0ms/step | 15.0 samples/s +Step 39250/44000 | Loss: 2.9331 | LR: 1.47e-05 | 1338.4ms/step | 14.9 samples/s +Validation at step 39250: Loss = 2.9050, Perplexity = 18.26 +Step 39260/44000 | Loss: 2.9098 | LR: 1.47e-05 | 3575.1ms/step | 5.6 samples/s +Step 39270/44000 | Loss: 2.9150 | LR: 1.46e-05 | 1341.4ms/step | 14.9 samples/s +Step 39280/44000 | Loss: 2.9045 | LR: 1.46e-05 | 1341.5ms/step | 14.9 samples/s +Step 39290/44000 | Loss: 2.9333 | LR: 1.45e-05 | 1337.7ms/step | 15.0 samples/s +Step 39300/44000 | Loss: 2.9239 | LR: 1.44e-05 | 1338.1ms/step | 14.9 samples/s +Step 39310/44000 | Loss: 2.9167 | LR: 1.44e-05 | 1338.5ms/step | 14.9 samples/s +Step 39320/44000 | Loss: 2.9034 | LR: 1.43e-05 | 1341.0ms/step | 14.9 samples/s +Step 39330/44000 | Loss: 2.9101 | LR: 1.42e-05 | 1344.5ms/step | 14.9 samples/s +Step 39340/44000 | Loss: 2.9170 | LR: 1.42e-05 | 1344.9ms/step | 14.9 samples/s +Step 39350/44000 | Loss: 2.8924 | LR: 1.41e-05 | 1341.8ms/step | 14.9 samples/s +Step 39360/44000 | Loss: 2.8887 | LR: 1.41e-05 | 1340.7ms/step | 14.9 samples/s +Step 39370/44000 | Loss: 2.9099 | LR: 1.40e-05 | 1338.3ms/step | 14.9 samples/s +Step 39380/44000 | Loss: 2.9313 | LR: 1.39e-05 | 1343.5ms/step | 14.9 samples/s +Step 39390/44000 | Loss: 2.9174 | LR: 1.39e-05 | 1350.5ms/step | 14.8 samples/s +Step 39400/44000 | Loss: 2.9242 | LR: 1.38e-05 | 1350.8ms/step | 14.8 samples/s +Step 39410/44000 | Loss: 2.9287 | LR: 1.38e-05 | 1343.8ms/step | 14.9 samples/s +Step 39420/44000 | Loss: 2.9185 | LR: 1.37e-05 | 1343.6ms/step | 14.9 samples/s +Step 39430/44000 | Loss: 2.8972 | LR: 1.36e-05 | 1340.8ms/step | 14.9 samples/s +Step 39440/44000 | Loss: 2.8970 | LR: 1.36e-05 | 1341.8ms/step | 14.9 samples/s +Step 39450/44000 | Loss: 2.9525 | LR: 1.35e-05 | 1340.7ms/step | 14.9 samples/s +Step 39460/44000 | Loss: 2.9059 | LR: 1.35e-05 | 1343.3ms/step | 14.9 samples/s +Step 39470/44000 | Loss: 2.9240 | LR: 1.34e-05 | 1348.3ms/step | 14.8 samples/s +Step 39480/44000 | Loss: 2.9340 | LR: 1.34e-05 | 1345.0ms/step | 14.9 samples/s +Step 39490/44000 | Loss: 2.8924 | LR: 1.33e-05 | 1345.4ms/step | 14.9 samples/s +Step 39500/44000 | Loss: 2.9202 | LR: 1.32e-05 | 1341.8ms/step | 14.9 samples/s +Validation at step 39500: Loss = 2.9049, Perplexity = 18.26 +Step 39510/44000 | Loss: 2.8827 | LR: 1.32e-05 | 3582.7ms/step | 5.6 samples/s +Step 39520/44000 | Loss: 2.9216 | LR: 1.31e-05 | 1341.7ms/step | 14.9 samples/s +Step 39530/44000 | Loss: 2.9073 | LR: 1.31e-05 | 1340.9ms/step | 14.9 samples/s +Step 39540/44000 | Loss: 2.9481 | LR: 1.30e-05 | 1340.0ms/step | 14.9 samples/s +Step 39550/44000 | Loss: 2.9342 | LR: 1.29e-05 | 1344.3ms/step | 14.9 samples/s +Step 39560/44000 | Loss: 2.9191 | LR: 1.29e-05 | 1339.6ms/step | 14.9 samples/s +Step 39570/44000 | Loss: 2.9332 | LR: 1.28e-05 | 1334.7ms/step | 15.0 samples/s +Step 39580/44000 | Loss: 2.9334 | LR: 1.28e-05 | 1339.4ms/step | 14.9 samples/s +Step 39590/44000 | Loss: 2.9089 | LR: 1.27e-05 | 1341.2ms/step | 14.9 samples/s +Step 39600/44000 | Loss: 2.9098 | LR: 1.27e-05 | 1342.2ms/step | 14.9 samples/s +Step 39610/44000 | Loss: 2.9096 | LR: 1.26e-05 | 1341.7ms/step | 14.9 samples/s +Step 39620/44000 | Loss: 2.8903 | LR: 1.25e-05 | 1340.6ms/step | 14.9 samples/s +Step 39630/44000 | Loss: 2.9259 | LR: 1.25e-05 | 1339.6ms/step | 14.9 samples/s +Step 39640/44000 | Loss: 2.9097 | LR: 1.24e-05 | 1339.5ms/step | 14.9 samples/s +Step 39650/44000 | Loss: 2.9038 | LR: 1.24e-05 | 1344.1ms/step | 14.9 samples/s +Step 39660/44000 | Loss: 2.9288 | LR: 1.23e-05 | 1342.0ms/step | 14.9 samples/s +Step 39670/44000 | Loss: 2.9188 | LR: 1.23e-05 | 1341.5ms/step | 14.9 samples/s +Step 39680/44000 | Loss: 2.9133 | LR: 1.22e-05 | 1341.1ms/step | 14.9 samples/s +Step 39690/44000 | Loss: 2.8972 | LR: 1.22e-05 | 1339.6ms/step | 14.9 samples/s +Step 39700/44000 | Loss: 2.9004 | LR: 1.21e-05 | 1335.9ms/step | 15.0 samples/s +Step 39710/44000 | Loss: 2.9010 | LR: 1.20e-05 | 1337.6ms/step | 15.0 samples/s +Step 39720/44000 | Loss: 2.9327 | LR: 1.20e-05 | 1338.7ms/step | 14.9 samples/s +Step 39730/44000 | Loss: 2.9027 | LR: 1.19e-05 | 1337.0ms/step | 15.0 samples/s +Step 39740/44000 | Loss: 2.9060 | LR: 1.19e-05 | 1340.6ms/step | 14.9 samples/s +Step 39750/44000 | Loss: 2.8945 | LR: 1.18e-05 | 1341.7ms/step | 14.9 samples/s +Validation at step 39750: Loss = 2.9049, Perplexity = 18.26 +Step 39760/44000 | Loss: 2.8983 | LR: 1.18e-05 | 3564.4ms/step | 5.6 samples/s +Step 39770/44000 | Loss: 2.9214 | LR: 1.17e-05 | 1336.7ms/step | 15.0 samples/s +Step 39780/44000 | Loss: 2.9165 | LR: 1.17e-05 | 1339.3ms/step | 14.9 samples/s +Step 39790/44000 | Loss: 2.8985 | LR: 1.16e-05 | 1338.5ms/step | 14.9 samples/s +Step 39800/44000 | Loss: 2.9134 | LR: 1.15e-05 | 1341.7ms/step | 14.9 samples/s +Step 39810/44000 | Loss: 2.9214 | LR: 1.15e-05 | 1340.7ms/step | 14.9 samples/s +Step 39820/44000 | Loss: 2.9202 | LR: 1.14e-05 | 1341.3ms/step | 14.9 samples/s +Step 39830/44000 | Loss: 2.9030 | LR: 1.14e-05 | 1341.1ms/step | 14.9 samples/s +Step 39840/44000 | Loss: 2.9057 | LR: 1.13e-05 | 1337.9ms/step | 14.9 samples/s +Step 39850/44000 | Loss: 2.9060 | LR: 1.13e-05 | 1337.9ms/step | 14.9 samples/s +Step 39860/44000 | Loss: 2.9482 | LR: 1.12e-05 | 1339.5ms/step | 14.9 samples/s +Step 39870/44000 | Loss: 2.9150 | LR: 1.12e-05 | 1337.8ms/step | 15.0 samples/s +Step 39880/44000 | Loss: 2.8822 | LR: 1.11e-05 | 1332.8ms/step | 15.0 samples/s +Step 39890/44000 | Loss: 2.8962 | LR: 1.11e-05 | 1336.6ms/step | 15.0 samples/s +Step 39900/44000 | Loss: 2.9275 | LR: 1.10e-05 | 1334.0ms/step | 15.0 samples/s +Step 39910/44000 | Loss: 2.9184 | LR: 1.10e-05 | 1333.3ms/step | 15.0 samples/s +Step 39920/44000 | Loss: 2.9192 | LR: 1.09e-05 | 1337.4ms/step | 15.0 samples/s +Step 39930/44000 | Loss: 2.9060 | LR: 1.08e-05 | 1339.7ms/step | 14.9 samples/s +Step 39940/44000 | Loss: 2.9223 | LR: 1.08e-05 | 1339.7ms/step | 14.9 samples/s +Step 39950/44000 | Loss: 2.9178 | LR: 1.07e-05 | 1338.4ms/step | 14.9 samples/s +Step 39960/44000 | Loss: 2.9147 | LR: 1.07e-05 | 1335.5ms/step | 15.0 samples/s +Step 39970/44000 | Loss: 2.9215 | LR: 1.06e-05 | 1336.8ms/step | 15.0 samples/s +Step 39980/44000 | Loss: 2.8934 | LR: 1.06e-05 | 1337.8ms/step | 14.9 samples/s +Step 39990/44000 | Loss: 2.9234 | LR: 1.05e-05 | 1342.1ms/step | 14.9 samples/s +Step 40000/44000 | Loss: 2.9120 | LR: 1.05e-05 | 1340.6ms/step | 14.9 samples/s +Validation at step 40000: Loss = 2.9049, Perplexity = 18.26 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-40000 +Step 40010/44000 | Loss: 2.8941 | LR: 1.04e-05 | 3906.7ms/step | 5.1 samples/s +Step 40020/44000 | Loss: 2.9179 | LR: 1.04e-05 | 1338.1ms/step | 14.9 samples/s +Step 40030/44000 | Loss: 2.9262 | LR: 1.03e-05 | 1338.4ms/step | 14.9 samples/s +Step 40040/44000 | Loss: 2.9229 | LR: 1.03e-05 | 1343.5ms/step | 14.9 samples/s +Step 40050/44000 | Loss: 2.9209 | LR: 1.02e-05 | 1344.0ms/step | 14.9 samples/s +Step 40060/44000 | Loss: 2.9314 | LR: 1.02e-05 | 1343.2ms/step | 14.9 samples/s +Step 40070/44000 | Loss: 2.9340 | LR: 1.01e-05 | 1341.1ms/step | 14.9 samples/s +Step 40080/44000 | Loss: 2.8910 | LR: 1.01e-05 | 1339.8ms/step | 14.9 samples/s +Step 40090/44000 | Loss: 2.9322 | LR: 1.00e-05 | 1337.1ms/step | 15.0 samples/s +Step 40100/44000 | Loss: 2.9227 | LR: 9.96e-06 | 1339.5ms/step | 14.9 samples/s +Step 40110/44000 | Loss: 2.9312 | LR: 9.91e-06 | 1340.5ms/step | 14.9 samples/s +Step 40120/44000 | Loss: 2.9527 | LR: 9.86e-06 | 1340.3ms/step | 14.9 samples/s +Step 40130/44000 | Loss: 2.9412 | LR: 9.81e-06 | 1340.6ms/step | 14.9 samples/s +Step 40140/44000 | Loss: 2.8992 | LR: 9.76e-06 | 1341.2ms/step | 14.9 samples/s +Step 40150/44000 | Loss: 2.9180 | LR: 9.71e-06 | 1339.0ms/step | 14.9 samples/s +Step 40160/44000 | Loss: 2.9226 | LR: 9.66e-06 | 1340.5ms/step | 14.9 samples/s +Step 40170/44000 | Loss: 2.8961 | LR: 9.61e-06 | 1341.9ms/step | 14.9 samples/s +Step 40180/44000 | Loss: 2.9135 | LR: 9.56e-06 | 1343.1ms/step | 14.9 samples/s +Step 40190/44000 | Loss: 2.9019 | LR: 9.51e-06 | 1339.5ms/step | 14.9 samples/s +Step 40200/44000 | Loss: 2.9166 | LR: 9.46e-06 | 1339.2ms/step | 14.9 samples/s +Step 40210/44000 | Loss: 2.9011 | LR: 9.41e-06 | 1339.7ms/step | 14.9 samples/s +Step 40220/44000 | Loss: 2.8918 | LR: 9.36e-06 | 1338.1ms/step | 14.9 samples/s +Step 40230/44000 | Loss: 2.9137 | LR: 9.32e-06 | 1335.2ms/step | 15.0 samples/s +Step 40240/44000 | Loss: 2.9183 | LR: 9.27e-06 | 1336.5ms/step | 15.0 samples/s +Step 40250/44000 | Loss: 2.9413 | LR: 9.22e-06 | 1337.0ms/step | 15.0 samples/s +Validation at step 40250: Loss = 2.9049, Perplexity = 18.26 +Step 40260/44000 | Loss: 2.9218 | LR: 9.17e-06 | 3575.9ms/step | 5.6 samples/s +Step 40270/44000 | Loss: 2.8953 | LR: 9.12e-06 | 1342.7ms/step | 14.9 samples/s +Step 40280/44000 | Loss: 2.8998 | LR: 9.07e-06 | 1343.3ms/step | 14.9 samples/s +Step 40290/44000 | Loss: 2.8954 | LR: 9.02e-06 | 1342.8ms/step | 14.9 samples/s +Step 40300/44000 | Loss: 2.9232 | LR: 8.97e-06 | 1343.8ms/step | 14.9 samples/s +Step 40310/44000 | Loss: 2.9310 | LR: 8.93e-06 | 1345.7ms/step | 14.9 samples/s +Step 40320/44000 | Loss: 2.9109 | LR: 8.88e-06 | 1338.3ms/step | 14.9 samples/s +Step 40330/44000 | Loss: 2.9379 | LR: 8.83e-06 | 1338.9ms/step | 14.9 samples/s +Step 40340/44000 | Loss: 2.9481 | LR: 8.78e-06 | 1341.6ms/step | 14.9 samples/s +Step 40350/44000 | Loss: 2.9213 | LR: 8.74e-06 | 1341.9ms/step | 14.9 samples/s +Step 40360/44000 | Loss: 2.8930 | LR: 8.69e-06 | 1343.6ms/step | 14.9 samples/s +Step 40370/44000 | Loss: 2.8994 | LR: 8.64e-06 | 1343.4ms/step | 14.9 samples/s +Step 40380/44000 | Loss: 2.9189 | LR: 8.59e-06 | 1340.8ms/step | 14.9 samples/s +Step 40390/44000 | Loss: 2.8850 | LR: 8.55e-06 | 1338.8ms/step | 14.9 samples/s +Step 40400/44000 | Loss: 2.9553 | LR: 8.50e-06 | 1338.0ms/step | 14.9 samples/s +Step 40410/44000 | Loss: 2.9169 | LR: 8.45e-06 | 1340.3ms/step | 14.9 samples/s +Step 40420/44000 | Loss: 2.9039 | LR: 8.41e-06 | 1343.1ms/step | 14.9 samples/s +Step 40430/44000 | Loss: 2.8978 | LR: 8.36e-06 | 1342.7ms/step | 14.9 samples/s +Step 40440/44000 | Loss: 2.9112 | LR: 8.31e-06 | 1342.0ms/step | 14.9 samples/s +Step 40450/44000 | Loss: 2.9143 | LR: 8.27e-06 | 1340.7ms/step | 14.9 samples/s +Step 40460/44000 | Loss: 2.9421 | LR: 8.22e-06 | 1338.5ms/step | 14.9 samples/s +Step 40470/44000 | Loss: 2.9197 | LR: 8.17e-06 | 1339.0ms/step | 14.9 samples/s +Step 40480/44000 | Loss: 2.9112 | LR: 8.13e-06 | 1339.2ms/step | 14.9 samples/s +Step 40490/44000 | Loss: 2.9308 | LR: 8.08e-06 | 1339.9ms/step | 14.9 samples/s +Step 40500/44000 | Loss: 2.9162 | LR: 8.04e-06 | 1341.0ms/step | 14.9 samples/s +Validation at step 40500: Loss = 2.9049, Perplexity = 18.26 +Step 40510/44000 | Loss: 2.8674 | LR: 7.99e-06 | 3574.8ms/step | 5.6 samples/s +Step 40520/44000 | Loss: 2.9186 | LR: 7.94e-06 | 1340.3ms/step | 14.9 samples/s +Step 40530/44000 | Loss: 2.9177 | LR: 7.90e-06 | 1339.4ms/step | 14.9 samples/s +Step 40540/44000 | Loss: 2.8984 | LR: 7.85e-06 | 1340.6ms/step | 14.9 samples/s +Step 40550/44000 | Loss: 2.9289 | LR: 7.81e-06 | 1340.7ms/step | 14.9 samples/s +Step 40560/44000 | Loss: 2.9282 | LR: 7.76e-06 | 1341.5ms/step | 14.9 samples/s +Step 40570/44000 | Loss: 2.9046 | LR: 7.72e-06 | 1340.6ms/step | 14.9 samples/s +Step 40580/44000 | Loss: 2.9081 | LR: 7.67e-06 | 1341.5ms/step | 14.9 samples/s +Step 40590/44000 | Loss: 2.9071 | LR: 7.63e-06 | 1340.3ms/step | 14.9 samples/s +Step 40600/44000 | Loss: 2.9054 | LR: 7.59e-06 | 1339.8ms/step | 14.9 samples/s +Step 40610/44000 | Loss: 2.9019 | LR: 7.54e-06 | 1341.0ms/step | 14.9 samples/s +Step 40620/44000 | Loss: 2.9018 | LR: 7.50e-06 | 1337.1ms/step | 15.0 samples/s +Step 40630/44000 | Loss: 2.9196 | LR: 7.45e-06 | 1336.1ms/step | 15.0 samples/s +Step 40640/44000 | Loss: 2.8930 | LR: 7.41e-06 | 1337.4ms/step | 15.0 samples/s +Step 40650/44000 | Loss: 2.9119 | LR: 7.37e-06 | 1340.1ms/step | 14.9 samples/s +Step 40660/44000 | Loss: 2.9536 | LR: 7.32e-06 | 1341.0ms/step | 14.9 samples/s +Step 40670/44000 | Loss: 2.9508 | LR: 7.28e-06 | 1342.2ms/step | 14.9 samples/s +Step 40680/44000 | Loss: 2.8964 | LR: 7.23e-06 | 1339.9ms/step | 14.9 samples/s +Step 40690/44000 | Loss: 2.8749 | LR: 7.19e-06 | 1338.8ms/step | 14.9 samples/s +Step 40700/44000 | Loss: 2.9211 | LR: 7.15e-06 | 1340.7ms/step | 14.9 samples/s +Step 40710/44000 | Loss: 2.8966 | LR: 7.10e-06 | 1342.3ms/step | 14.9 samples/s +Step 40720/44000 | Loss: 2.9114 | LR: 7.06e-06 | 1341.8ms/step | 14.9 samples/s +Step 40730/44000 | Loss: 2.9189 | LR: 7.02e-06 | 1340.7ms/step | 14.9 samples/s +Step 40740/44000 | Loss: 2.9189 | LR: 6.98e-06 | 1340.2ms/step | 14.9 samples/s +Step 40750/44000 | Loss: 2.9135 | LR: 6.93e-06 | 1340.3ms/step | 14.9 samples/s +Validation at step 40750: Loss = 2.9049, Perplexity = 18.26 +Step 40760/44000 | Loss: 2.9435 | LR: 6.89e-06 | 3572.6ms/step | 5.6 samples/s +Step 40770/44000 | Loss: 2.9177 | LR: 6.85e-06 | 1341.2ms/step | 14.9 samples/s +Step 40780/44000 | Loss: 2.9033 | LR: 6.81e-06 | 1341.0ms/step | 14.9 samples/s +Step 40790/44000 | Loss: 2.8989 | LR: 6.77e-06 | 1340.4ms/step | 14.9 samples/s +Step 40800/44000 | Loss: 2.8998 | LR: 6.72e-06 | 1338.5ms/step | 14.9 samples/s +Step 40810/44000 | Loss: 2.9095 | LR: 6.68e-06 | 1341.7ms/step | 14.9 samples/s +Step 40820/44000 | Loss: 2.9202 | LR: 6.64e-06 | 1341.9ms/step | 14.9 samples/s +Step 40830/44000 | Loss: 2.9140 | LR: 6.60e-06 | 1341.2ms/step | 14.9 samples/s +Step 40840/44000 | Loss: 2.9329 | LR: 6.56e-06 | 1340.1ms/step | 14.9 samples/s +Step 40850/44000 | Loss: 2.9236 | LR: 6.52e-06 | 1340.1ms/step | 14.9 samples/s +Step 40860/44000 | Loss: 2.9118 | LR: 6.47e-06 | 1341.1ms/step | 14.9 samples/s +Step 40870/44000 | Loss: 2.9139 | LR: 6.43e-06 | 1345.1ms/step | 14.9 samples/s +Step 40880/44000 | Loss: 2.8598 | LR: 6.39e-06 | 1343.1ms/step | 14.9 samples/s +Step 40890/44000 | Loss: 2.8907 | LR: 6.35e-06 | 1344.2ms/step | 14.9 samples/s +Step 40900/44000 | Loss: 2.9014 | LR: 6.31e-06 | 1342.7ms/step | 14.9 samples/s +Step 40910/44000 | Loss: 2.9235 | LR: 6.27e-06 | 1340.8ms/step | 14.9 samples/s +Step 40920/44000 | Loss: 2.9212 | LR: 6.23e-06 | 1337.8ms/step | 14.9 samples/s +Step 40930/44000 | Loss: 2.9475 | LR: 6.19e-06 | 1333.1ms/step | 15.0 samples/s +Step 40940/44000 | Loss: 2.8770 | LR: 6.15e-06 | 1332.2ms/step | 15.0 samples/s +Step 40950/44000 | Loss: 2.8995 | LR: 6.11e-06 | 1333.3ms/step | 15.0 samples/s +Step 40960/44000 | Loss: 2.8906 | LR: 6.07e-06 | 1333.5ms/step | 15.0 samples/s +Step 40970/44000 | Loss: 2.9146 | LR: 6.03e-06 | 1332.4ms/step | 15.0 samples/s +Step 40980/44000 | Loss: 2.9097 | LR: 5.99e-06 | 1333.2ms/step | 15.0 samples/s +Step 40990/44000 | Loss: 2.9058 | LR: 5.95e-06 | 1335.0ms/step | 15.0 samples/s +Step 41000/44000 | Loss: 2.8865 | LR: 5.91e-06 | 1337.4ms/step | 15.0 samples/s +Validation at step 41000: Loss = 2.9049, Perplexity = 18.26 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-41000 +Step 41010/44000 | Loss: 2.9035 | LR: 5.87e-06 | 3883.2ms/step | 5.2 samples/s +Step 41020/44000 | Loss: 2.9032 | LR: 5.83e-06 | 1340.4ms/step | 14.9 samples/s +Step 41030/44000 | Loss: 2.9189 | LR: 5.80e-06 | 1343.5ms/step | 14.9 samples/s +Step 41040/44000 | Loss: 2.9303 | LR: 5.76e-06 | 1342.8ms/step | 14.9 samples/s +Step 41050/44000 | Loss: 2.9231 | LR: 5.72e-06 | 1341.4ms/step | 14.9 samples/s +Step 41060/44000 | Loss: 2.8926 | LR: 5.68e-06 | 1342.2ms/step | 14.9 samples/s +Step 41070/44000 | Loss: 2.8960 | LR: 5.64e-06 | 1342.3ms/step | 14.9 samples/s +Step 41080/44000 | Loss: 2.9224 | LR: 5.60e-06 | 1341.5ms/step | 14.9 samples/s +Step 41090/44000 | Loss: 2.9395 | LR: 5.56e-06 | 1338.3ms/step | 14.9 samples/s +Step 41100/44000 | Loss: 2.9068 | LR: 5.53e-06 | 1335.2ms/step | 15.0 samples/s +Step 41110/44000 | Loss: 2.8936 | LR: 5.49e-06 | 1336.4ms/step | 15.0 samples/s +Step 41120/44000 | Loss: 2.9208 | LR: 5.45e-06 | 1341.4ms/step | 14.9 samples/s +Step 41130/44000 | Loss: 2.9144 | LR: 5.41e-06 | 1341.8ms/step | 14.9 samples/s +Step 41140/44000 | Loss: 2.8920 | LR: 5.38e-06 | 1343.2ms/step | 14.9 samples/s +Step 41150/44000 | Loss: 2.9197 | LR: 5.34e-06 | 1343.2ms/step | 14.9 samples/s +Step 41160/44000 | Loss: 2.9067 | LR: 5.30e-06 | 1342.6ms/step | 14.9 samples/s +Step 41170/44000 | Loss: 2.8982 | LR: 5.26e-06 | 1342.3ms/step | 14.9 samples/s +Step 41180/44000 | Loss: 2.9032 | LR: 5.23e-06 | 1338.8ms/step | 14.9 samples/s +Step 41190/44000 | Loss: 2.9339 | LR: 5.19e-06 | 1336.5ms/step | 15.0 samples/s +Step 41200/44000 | Loss: 2.8998 | LR: 5.15e-06 | 1336.3ms/step | 15.0 samples/s +Step 41210/44000 | Loss: 2.9140 | LR: 5.12e-06 | 1340.0ms/step | 14.9 samples/s +Step 41220/44000 | Loss: 2.9056 | LR: 5.08e-06 | 1344.4ms/step | 14.9 samples/s +Step 41230/44000 | Loss: 2.9024 | LR: 5.04e-06 | 1347.5ms/step | 14.8 samples/s +Step 41240/44000 | Loss: 2.9234 | LR: 5.01e-06 | 1343.8ms/step | 14.9 samples/s +Step 41250/44000 | Loss: 2.8962 | LR: 4.97e-06 | 1340.9ms/step | 14.9 samples/s +Validation at step 41250: Loss = 2.9049, Perplexity = 18.26 +Step 41260/44000 | Loss: 2.9343 | LR: 4.94e-06 | 3567.8ms/step | 5.6 samples/s +Step 41270/44000 | Loss: 2.8761 | LR: 4.90e-06 | 1344.5ms/step | 14.9 samples/s +Step 41280/44000 | Loss: 2.9339 | LR: 4.86e-06 | 1344.2ms/step | 14.9 samples/s +Step 41290/44000 | Loss: 2.9295 | LR: 4.83e-06 | 1343.8ms/step | 14.9 samples/s +Step 41300/44000 | Loss: 2.9262 | LR: 4.79e-06 | 1343.3ms/step | 14.9 samples/s +Step 41310/44000 | Loss: 2.9133 | LR: 4.76e-06 | 1340.8ms/step | 14.9 samples/s +Step 41320/44000 | Loss: 2.9410 | LR: 4.72e-06 | 1334.4ms/step | 15.0 samples/s +Step 41330/44000 | Loss: 2.8875 | LR: 4.69e-06 | 1333.9ms/step | 15.0 samples/s +Step 41340/44000 | Loss: 2.9363 | LR: 4.65e-06 | 1337.2ms/step | 15.0 samples/s +Step 41350/44000 | Loss: 2.9414 | LR: 4.62e-06 | 1337.2ms/step | 15.0 samples/s +Step 41360/44000 | Loss: 2.8899 | LR: 4.58e-06 | 1335.8ms/step | 15.0 samples/s +Step 41370/44000 | Loss: 2.9243 | LR: 4.55e-06 | 1335.7ms/step | 15.0 samples/s +Step 41380/44000 | Loss: 2.9107 | LR: 4.51e-06 | 1338.2ms/step | 14.9 samples/s +Step 41390/44000 | Loss: 2.9083 | LR: 4.48e-06 | 1340.9ms/step | 14.9 samples/s +Step 41400/44000 | Loss: 2.9199 | LR: 4.45e-06 | 1347.6ms/step | 14.8 samples/s +Step 41410/44000 | Loss: 2.9544 | LR: 4.41e-06 | 1344.7ms/step | 14.9 samples/s +Step 41420/44000 | Loss: 2.9264 | LR: 4.38e-06 | 1345.9ms/step | 14.9 samples/s +Step 41430/44000 | Loss: 2.8947 | LR: 4.34e-06 | 1343.4ms/step | 14.9 samples/s +Step 41440/44000 | Loss: 2.9024 | LR: 4.31e-06 | 1340.3ms/step | 14.9 samples/s +Step 41450/44000 | Loss: 2.9102 | LR: 4.28e-06 | 1335.1ms/step | 15.0 samples/s +Step 41460/44000 | Loss: 2.9087 | LR: 4.24e-06 | 1337.5ms/step | 15.0 samples/s +Step 41470/44000 | Loss: 2.9422 | LR: 4.21e-06 | 1339.7ms/step | 14.9 samples/s +Step 41480/44000 | Loss: 2.9193 | LR: 4.18e-06 | 1339.0ms/step | 14.9 samples/s +Step 41490/44000 | Loss: 2.9258 | LR: 4.14e-06 | 1334.1ms/step | 15.0 samples/s +Step 41500/44000 | Loss: 2.8904 | LR: 4.11e-06 | 1333.7ms/step | 15.0 samples/s +Validation at step 41500: Loss = 2.9048, Perplexity = 18.26 +Step 41510/44000 | Loss: 2.9282 | LR: 4.08e-06 | 3563.4ms/step | 5.6 samples/s +Step 41520/44000 | Loss: 2.9145 | LR: 4.05e-06 | 1340.1ms/step | 14.9 samples/s +Step 41530/44000 | Loss: 2.9320 | LR: 4.01e-06 | 1339.5ms/step | 14.9 samples/s +Step 41540/44000 | Loss: 2.9266 | LR: 3.98e-06 | 1339.3ms/step | 14.9 samples/s +Step 41550/44000 | Loss: 2.8960 | LR: 3.95e-06 | 1339.2ms/step | 14.9 samples/s +Step 41560/44000 | Loss: 2.9190 | LR: 3.92e-06 | 1337.5ms/step | 15.0 samples/s +Step 41570/44000 | Loss: 2.9026 | LR: 3.88e-06 | 1338.4ms/step | 14.9 samples/s +Step 41580/44000 | Loss: 2.8834 | LR: 3.85e-06 | 1340.7ms/step | 14.9 samples/s +Step 41590/44000 | Loss: 2.9249 | LR: 3.82e-06 | 1339.5ms/step | 14.9 samples/s +Step 41600/44000 | Loss: 2.8754 | LR: 3.79e-06 | 1343.2ms/step | 14.9 samples/s +Step 41610/44000 | Loss: 2.8981 | LR: 3.76e-06 | 1346.9ms/step | 14.8 samples/s +Step 41620/44000 | Loss: 2.9146 | LR: 3.73e-06 | 1339.3ms/step | 14.9 samples/s +Step 41630/44000 | Loss: 2.8844 | LR: 3.70e-06 | 1339.7ms/step | 14.9 samples/s +Step 41640/44000 | Loss: 2.9265 | LR: 3.66e-06 | 1338.1ms/step | 14.9 samples/s +Step 41650/44000 | Loss: 2.9096 | LR: 3.63e-06 | 1338.7ms/step | 14.9 samples/s +Step 41660/44000 | Loss: 2.9070 | LR: 3.60e-06 | 1340.3ms/step | 14.9 samples/s +Step 41670/44000 | Loss: 2.9375 | LR: 3.57e-06 | 1335.6ms/step | 15.0 samples/s +Step 41680/44000 | Loss: 2.9145 | LR: 3.54e-06 | 1338.8ms/step | 14.9 samples/s +Step 41690/44000 | Loss: 2.9006 | LR: 3.51e-06 | 1336.8ms/step | 15.0 samples/s +Step 41700/44000 | Loss: 2.8883 | LR: 3.48e-06 | 1335.9ms/step | 15.0 samples/s +Step 41710/44000 | Loss: 2.8985 | LR: 3.45e-06 | 1335.5ms/step | 15.0 samples/s +Step 41720/44000 | Loss: 2.9390 | LR: 3.42e-06 | 1337.0ms/step | 15.0 samples/s +Step 41730/44000 | Loss: 2.9344 | LR: 3.39e-06 | 1339.1ms/step | 14.9 samples/s +Step 41740/44000 | Loss: 2.9581 | LR: 3.36e-06 | 1338.1ms/step | 14.9 samples/s +Step 41750/44000 | Loss: 2.9007 | LR: 3.33e-06 | 1337.7ms/step | 15.0 samples/s +Validation at step 41750: Loss = 2.9049, Perplexity = 18.26 +Step 41760/44000 | Loss: 2.9134 | LR: 3.30e-06 | 3564.3ms/step | 5.6 samples/s +Step 41770/44000 | Loss: 2.8842 | LR: 3.27e-06 | 1331.8ms/step | 15.0 samples/s +Step 41780/44000 | Loss: 2.9034 | LR: 3.24e-06 | 1335.2ms/step | 15.0 samples/s +Step 41790/44000 | Loss: 2.9137 | LR: 3.21e-06 | 1336.7ms/step | 15.0 samples/s +Step 41800/44000 | Loss: 2.9616 | LR: 3.19e-06 | 1338.7ms/step | 14.9 samples/s +Step 41810/44000 | Loss: 2.9246 | LR: 3.16e-06 | 1336.2ms/step | 15.0 samples/s +Step 41820/44000 | Loss: 2.9449 | LR: 3.13e-06 | 1341.2ms/step | 14.9 samples/s +Step 41830/44000 | Loss: 2.8869 | LR: 3.10e-06 | 1339.7ms/step | 14.9 samples/s +Step 41840/44000 | Loss: 2.9146 | LR: 3.07e-06 | 1340.4ms/step | 14.9 samples/s +Step 41850/44000 | Loss: 2.9336 | LR: 3.04e-06 | 1338.0ms/step | 14.9 samples/s +Step 41860/44000 | Loss: 2.9014 | LR: 3.01e-06 | 1337.4ms/step | 15.0 samples/s +Step 41870/44000 | Loss: 2.9010 | LR: 2.99e-06 | 1341.1ms/step | 14.9 samples/s +Step 41880/44000 | Loss: 2.8766 | LR: 2.96e-06 | 1340.1ms/step | 14.9 samples/s +Step 41890/44000 | Loss: 2.9265 | LR: 2.93e-06 | 1337.1ms/step | 15.0 samples/s +Step 41900/44000 | Loss: 2.9049 | LR: 2.90e-06 | 1336.0ms/step | 15.0 samples/s +Step 41910/44000 | Loss: 2.9019 | LR: 2.88e-06 | 1331.9ms/step | 15.0 samples/s +Step 41920/44000 | Loss: 2.9163 | LR: 2.85e-06 | 1331.7ms/step | 15.0 samples/s +Step 41930/44000 | Loss: 2.8960 | LR: 2.82e-06 | 1333.1ms/step | 15.0 samples/s +Step 41940/44000 | Loss: 2.9369 | LR: 2.79e-06 | 1335.7ms/step | 15.0 samples/s +Step 41950/44000 | Loss: 2.9068 | LR: 2.77e-06 | 1338.1ms/step | 14.9 samples/s +Step 41960/44000 | Loss: 2.8893 | LR: 2.74e-06 | 1338.3ms/step | 14.9 samples/s +Step 41970/44000 | Loss: 2.9116 | LR: 2.71e-06 | 1338.6ms/step | 14.9 samples/s +Step 41980/44000 | Loss: 2.9232 | LR: 2.69e-06 | 1342.0ms/step | 14.9 samples/s +Step 41990/44000 | Loss: 2.9456 | LR: 2.66e-06 | 1341.5ms/step | 14.9 samples/s +Step 42000/44000 | Loss: 2.8832 | LR: 2.63e-06 | 1340.8ms/step | 14.9 samples/s +Validation at step 42000: Loss = 2.9049, Perplexity = 18.26 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-42000 +Step 42010/44000 | Loss: 2.9243 | LR: 2.61e-06 | 3901.2ms/step | 5.1 samples/s +Step 42020/44000 | Loss: 2.9189 | LR: 2.58e-06 | 1335.7ms/step | 15.0 samples/s +Step 42030/44000 | Loss: 2.9048 | LR: 2.56e-06 | 1341.6ms/step | 14.9 samples/s +Step 42040/44000 | Loss: 2.9078 | LR: 2.53e-06 | 1340.5ms/step | 14.9 samples/s +Step 42050/44000 | Loss: 2.9086 | LR: 2.50e-06 | 1340.6ms/step | 14.9 samples/s +Step 42060/44000 | Loss: 2.9160 | LR: 2.48e-06 | 1341.5ms/step | 14.9 samples/s +Step 42070/44000 | Loss: 2.9365 | LR: 2.45e-06 | 1341.7ms/step | 14.9 samples/s +Step 42080/44000 | Loss: 2.8959 | LR: 2.43e-06 | 1342.3ms/step | 14.9 samples/s +Step 42090/44000 | Loss: 2.9097 | LR: 2.40e-06 | 1338.6ms/step | 14.9 samples/s +Step 42100/44000 | Loss: 2.8865 | LR: 2.38e-06 | 1342.5ms/step | 14.9 samples/s +Step 42110/44000 | Loss: 2.9331 | LR: 2.35e-06 | 1342.0ms/step | 14.9 samples/s +Step 42120/44000 | Loss: 2.9151 | LR: 2.33e-06 | 1343.0ms/step | 14.9 samples/s +Step 42130/44000 | Loss: 2.9191 | LR: 2.30e-06 | 1343.1ms/step | 14.9 samples/s +Step 42140/44000 | Loss: 2.9211 | LR: 2.28e-06 | 1342.2ms/step | 14.9 samples/s +Step 42150/44000 | Loss: 2.8805 | LR: 2.25e-06 | 1345.1ms/step | 14.9 samples/s +Step 42160/44000 | Loss: 2.8869 | LR: 2.23e-06 | 1344.5ms/step | 14.9 samples/s +Step 42170/44000 | Loss: 2.8921 | LR: 2.21e-06 | 1343.9ms/step | 14.9 samples/s +Step 42180/44000 | Loss: 2.9316 | LR: 2.18e-06 | 1343.9ms/step | 14.9 samples/s +Step 42190/44000 | Loss: 2.9010 | LR: 2.16e-06 | 1350.6ms/step | 14.8 samples/s +Step 42200/44000 | Loss: 2.9445 | LR: 2.13e-06 | 1344.2ms/step | 14.9 samples/s +Step 42210/44000 | Loss: 2.9439 | LR: 2.11e-06 | 1339.8ms/step | 14.9 samples/s +Step 42220/44000 | Loss: 2.9104 | LR: 2.09e-06 | 1339.2ms/step | 14.9 samples/s +Step 42230/44000 | Loss: 2.9231 | LR: 2.06e-06 | 1337.9ms/step | 14.9 samples/s +Step 42240/44000 | Loss: 2.9216 | LR: 2.04e-06 | 1335.2ms/step | 15.0 samples/s +Step 42250/44000 | Loss: 2.9286 | LR: 2.02e-06 | 1333.6ms/step | 15.0 samples/s +Validation at step 42250: Loss = 2.9048, Perplexity = 18.26 +Step 42260/44000 | Loss: 2.8874 | LR: 1.99e-06 | 3555.4ms/step | 5.6 samples/s +Step 42270/44000 | Loss: 2.9209 | LR: 1.97e-06 | 1333.6ms/step | 15.0 samples/s +Step 42280/44000 | Loss: 2.9069 | LR: 1.95e-06 | 1331.2ms/step | 15.0 samples/s +Step 42290/44000 | Loss: 2.9236 | LR: 1.93e-06 | 1329.2ms/step | 15.0 samples/s +Step 42300/44000 | Loss: 2.9094 | LR: 1.90e-06 | 1326.7ms/step | 15.1 samples/s +Step 42310/44000 | Loss: 2.8855 | LR: 1.88e-06 | 1331.6ms/step | 15.0 samples/s +Step 42320/44000 | Loss: 2.9058 | LR: 1.86e-06 | 1330.4ms/step | 15.0 samples/s +Step 42330/44000 | Loss: 2.9124 | LR: 1.84e-06 | 1331.8ms/step | 15.0 samples/s +Step 42340/44000 | Loss: 2.9240 | LR: 1.82e-06 | 1334.3ms/step | 15.0 samples/s +Step 42350/44000 | Loss: 2.9322 | LR: 1.79e-06 | 1337.3ms/step | 15.0 samples/s +Step 42360/44000 | Loss: 2.9133 | LR: 1.77e-06 | 1334.7ms/step | 15.0 samples/s +Step 42370/44000 | Loss: 2.8968 | LR: 1.75e-06 | 1332.4ms/step | 15.0 samples/s +Step 42380/44000 | Loss: 2.9085 | LR: 1.73e-06 | 1328.8ms/step | 15.1 samples/s +Step 42390/44000 | Loss: 2.9374 | LR: 1.71e-06 | 1327.8ms/step | 15.1 samples/s +Step 42400/44000 | Loss: 2.9232 | LR: 1.69e-06 | 1328.6ms/step | 15.1 samples/s +Step 42410/44000 | Loss: 2.9261 | LR: 1.67e-06 | 1329.9ms/step | 15.0 samples/s +Step 42420/44000 | Loss: 2.8896 | LR: 1.64e-06 | 1332.8ms/step | 15.0 samples/s +Step 42430/44000 | Loss: 2.8946 | LR: 1.62e-06 | 1333.0ms/step | 15.0 samples/s +Step 42440/44000 | Loss: 2.9145 | LR: 1.60e-06 | 1332.3ms/step | 15.0 samples/s +Step 42450/44000 | Loss: 2.9032 | LR: 1.58e-06 | 1333.2ms/step | 15.0 samples/s +Step 42460/44000 | Loss: 2.9240 | LR: 1.56e-06 | 1334.7ms/step | 15.0 samples/s +Step 42470/44000 | Loss: 2.9070 | LR: 1.54e-06 | 1334.4ms/step | 15.0 samples/s +Step 42480/44000 | Loss: 2.9290 | LR: 1.52e-06 | 1334.5ms/step | 15.0 samples/s +Step 42490/44000 | Loss: 2.9408 | LR: 1.50e-06 | 1330.1ms/step | 15.0 samples/s +Step 42500/44000 | Loss: 2.8968 | LR: 1.48e-06 | 1328.7ms/step | 15.1 samples/s +Validation at step 42500: Loss = 2.9048, Perplexity = 18.26 +Step 42510/44000 | Loss: 2.9273 | LR: 1.46e-06 | 3558.7ms/step | 5.6 samples/s +Step 42520/44000 | Loss: 2.8987 | LR: 1.44e-06 | 1335.2ms/step | 15.0 samples/s +Step 42530/44000 | Loss: 2.9128 | LR: 1.42e-06 | 1335.4ms/step | 15.0 samples/s +Step 42540/44000 | Loss: 2.9506 | LR: 1.40e-06 | 1331.3ms/step | 15.0 samples/s +Step 42550/44000 | Loss: 2.9287 | LR: 1.39e-06 | 1329.8ms/step | 15.0 samples/s +Step 42560/44000 | Loss: 2.8821 | LR: 1.37e-06 | 1324.8ms/step | 15.1 samples/s +Step 42570/44000 | Loss: 2.9387 | LR: 1.35e-06 | 1330.5ms/step | 15.0 samples/s +Step 42580/44000 | Loss: 2.9122 | LR: 1.33e-06 | 1331.5ms/step | 15.0 samples/s +Step 42590/44000 | Loss: 2.8957 | LR: 1.31e-06 | 1332.2ms/step | 15.0 samples/s +Step 42600/44000 | Loss: 2.9169 | LR: 1.29e-06 | 1333.2ms/step | 15.0 samples/s +Step 42610/44000 | Loss: 2.8926 | LR: 1.27e-06 | 1332.1ms/step | 15.0 samples/s +Step 42620/44000 | Loss: 2.9155 | LR: 1.25e-06 | 1332.1ms/step | 15.0 samples/s +Step 42630/44000 | Loss: 2.9319 | LR: 1.24e-06 | 1332.4ms/step | 15.0 samples/s +Step 42640/44000 | Loss: 2.9166 | LR: 1.22e-06 | 1332.7ms/step | 15.0 samples/s +Step 42650/44000 | Loss: 2.9144 | LR: 1.20e-06 | 1331.4ms/step | 15.0 samples/s +Step 42660/44000 | Loss: 2.9415 | LR: 1.18e-06 | 1334.1ms/step | 15.0 samples/s +Step 42670/44000 | Loss: 2.9067 | LR: 1.17e-06 | 1331.9ms/step | 15.0 samples/s +Step 42680/44000 | Loss: 2.9219 | LR: 1.15e-06 | 1327.5ms/step | 15.1 samples/s +Step 42690/44000 | Loss: 2.9183 | LR: 1.13e-06 | 1327.0ms/step | 15.1 samples/s +Step 42700/44000 | Loss: 2.9076 | LR: 1.11e-06 | 1330.6ms/step | 15.0 samples/s +Step 42710/44000 | Loss: 2.8911 | LR: 1.10e-06 | 1331.5ms/step | 15.0 samples/s +Step 42720/44000 | Loss: 2.9235 | LR: 1.08e-06 | 1327.9ms/step | 15.1 samples/s +Step 42730/44000 | Loss: 2.9354 | LR: 1.06e-06 | 1328.9ms/step | 15.1 samples/s +Step 42740/44000 | Loss: 2.8913 | LR: 1.05e-06 | 1332.6ms/step | 15.0 samples/s +Step 42750/44000 | Loss: 2.9445 | LR: 1.03e-06 | 1332.5ms/step | 15.0 samples/s +Validation at step 42750: Loss = 2.9048, Perplexity = 18.26 +Step 42760/44000 | Loss: 2.9243 | LR: 1.01e-06 | 3557.0ms/step | 5.6 samples/s +Step 42770/44000 | Loss: 2.9192 | LR: 9.97e-07 | 1333.7ms/step | 15.0 samples/s +Step 42780/44000 | Loss: 2.9197 | LR: 9.81e-07 | 1330.8ms/step | 15.0 samples/s +Step 42790/44000 | Loss: 2.9205 | LR: 9.65e-07 | 1331.9ms/step | 15.0 samples/s +Step 42800/44000 | Loss: 2.9117 | LR: 9.49e-07 | 1329.2ms/step | 15.0 samples/s +Step 42810/44000 | Loss: 2.9178 | LR: 9.33e-07 | 1330.1ms/step | 15.0 samples/s +Step 42820/44000 | Loss: 2.9166 | LR: 9.18e-07 | 1328.4ms/step | 15.1 samples/s +Step 42830/44000 | Loss: 2.8991 | LR: 9.02e-07 | 1329.4ms/step | 15.0 samples/s +Step 42840/44000 | Loss: 2.9451 | LR: 8.87e-07 | 1340.9ms/step | 14.9 samples/s +Step 42850/44000 | Loss: 2.8943 | LR: 8.72e-07 | 1360.7ms/step | 14.7 samples/s +Step 42860/44000 | Loss: 2.9342 | LR: 8.57e-07 | 1349.1ms/step | 14.8 samples/s +Step 42870/44000 | Loss: 2.9092 | LR: 8.42e-07 | 1345.8ms/step | 14.9 samples/s +Step 42880/44000 | Loss: 2.9240 | LR: 8.27e-07 | 1336.4ms/step | 15.0 samples/s +Step 42890/44000 | Loss: 2.9089 | LR: 8.12e-07 | 1325.8ms/step | 15.1 samples/s +Step 42900/44000 | Loss: 2.8844 | LR: 7.98e-07 | 1328.4ms/step | 15.1 samples/s +Step 42910/44000 | Loss: 2.9294 | LR: 7.83e-07 | 1330.5ms/step | 15.0 samples/s +Step 42920/44000 | Loss: 2.8792 | LR: 7.69e-07 | 1332.4ms/step | 15.0 samples/s +Step 42930/44000 | Loss: 2.9105 | LR: 7.55e-07 | 1334.5ms/step | 15.0 samples/s +Step 42940/44000 | Loss: 2.9189 | LR: 7.41e-07 | 1332.2ms/step | 15.0 samples/s +Step 42950/44000 | Loss: 2.9337 | LR: 7.27e-07 | 1329.7ms/step | 15.0 samples/s +Step 42960/44000 | Loss: 2.8999 | LR: 7.13e-07 | 1332.7ms/step | 15.0 samples/s +Step 42970/44000 | Loss: 2.8999 | LR: 6.99e-07 | 1333.9ms/step | 15.0 samples/s +Step 42980/44000 | Loss: 2.9144 | LR: 6.86e-07 | 1332.1ms/step | 15.0 samples/s +Step 42990/44000 | Loss: 2.8801 | LR: 6.72e-07 | 1331.8ms/step | 15.0 samples/s +Step 43000/44000 | Loss: 2.9184 | LR: 6.59e-07 | 1332.6ms/step | 15.0 samples/s +Validation at step 43000: Loss = 2.9048, Perplexity = 18.26 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-43000 +Step 43010/44000 | Loss: 2.9442 | LR: 6.46e-07 | 3874.4ms/step | 5.2 samples/s +Step 43020/44000 | Loss: 2.9285 | LR: 6.33e-07 | 1333.4ms/step | 15.0 samples/s +Step 43030/44000 | Loss: 2.9287 | LR: 6.20e-07 | 1332.4ms/step | 15.0 samples/s +Step 43040/44000 | Loss: 2.9168 | LR: 6.08e-07 | 1331.1ms/step | 15.0 samples/s +Step 43050/44000 | Loss: 2.9314 | LR: 5.95e-07 | 1331.5ms/step | 15.0 samples/s +Step 43060/44000 | Loss: 2.9318 | LR: 5.83e-07 | 1333.1ms/step | 15.0 samples/s +Step 43070/44000 | Loss: 2.9296 | LR: 5.70e-07 | 1333.1ms/step | 15.0 samples/s +Step 43080/44000 | Loss: 2.8956 | LR: 5.58e-07 | 1334.2ms/step | 15.0 samples/s +Step 43090/44000 | Loss: 2.8914 | LR: 5.46e-07 | 1333.2ms/step | 15.0 samples/s +Step 43100/44000 | Loss: 2.9075 | LR: 5.34e-07 | 1335.0ms/step | 15.0 samples/s +Step 43110/44000 | Loss: 2.9407 | LR: 5.22e-07 | 1331.8ms/step | 15.0 samples/s +Step 43120/44000 | Loss: 2.9144 | LR: 5.11e-07 | 1330.9ms/step | 15.0 samples/s +Step 43130/44000 | Loss: 2.9268 | LR: 4.99e-07 | 1330.7ms/step | 15.0 samples/s +Step 43140/44000 | Loss: 2.9480 | LR: 4.88e-07 | 1331.0ms/step | 15.0 samples/s +Step 43150/44000 | Loss: 2.8971 | LR: 4.76e-07 | 1333.0ms/step | 15.0 samples/s +Step 43160/44000 | Loss: 2.9268 | LR: 4.65e-07 | 1333.5ms/step | 15.0 samples/s +Step 43170/44000 | Loss: 2.8599 | LR: 4.54e-07 | 1337.0ms/step | 15.0 samples/s +Step 43180/44000 | Loss: 2.8994 | LR: 4.43e-07 | 1334.3ms/step | 15.0 samples/s +Step 43190/44000 | Loss: 2.9308 | LR: 4.33e-07 | 1336.2ms/step | 15.0 samples/s +Step 43200/44000 | Loss: 2.9319 | LR: 4.22e-07 | 1334.3ms/step | 15.0 samples/s +Step 43210/44000 | Loss: 2.9139 | LR: 4.12e-07 | 1334.4ms/step | 15.0 samples/s +Step 43220/44000 | Loss: 2.9018 | LR: 4.01e-07 | 1335.3ms/step | 15.0 samples/s +Step 43230/44000 | Loss: 2.9276 | LR: 3.91e-07 | 1332.3ms/step | 15.0 samples/s +Step 43240/44000 | Loss: 2.9121 | LR: 3.81e-07 | 1332.8ms/step | 15.0 samples/s +Step 43250/44000 | Loss: 2.9108 | LR: 3.71e-07 | 1337.5ms/step | 15.0 samples/s +Validation at step 43250: Loss = 2.9048, Perplexity = 18.26 +Step 43260/44000 | Loss: 2.8945 | LR: 3.61e-07 | 3561.0ms/step | 5.6 samples/s +Step 43270/44000 | Loss: 2.9316 | LR: 3.51e-07 | 1332.4ms/step | 15.0 samples/s +Step 43280/44000 | Loss: 2.9212 | LR: 3.42e-07 | 1333.8ms/step | 15.0 samples/s +Step 43290/44000 | Loss: 2.9245 | LR: 3.32e-07 | 1333.9ms/step | 15.0 samples/s +Step 43300/44000 | Loss: 2.9101 | LR: 3.23e-07 | 1333.5ms/step | 15.0 samples/s +Step 43310/44000 | Loss: 2.9099 | LR: 3.14e-07 | 1333.5ms/step | 15.0 samples/s +Step 43320/44000 | Loss: 2.9003 | LR: 3.05e-07 | 1338.0ms/step | 14.9 samples/s +Step 43330/44000 | Loss: 2.8944 | LR: 2.96e-07 | 1340.7ms/step | 14.9 samples/s +Step 43340/44000 | Loss: 2.9145 | LR: 2.87e-07 | 1332.0ms/step | 15.0 samples/s +Step 43350/44000 | Loss: 2.9150 | LR: 2.79e-07 | 1328.6ms/step | 15.1 samples/s +Step 43360/44000 | Loss: 2.9158 | LR: 2.70e-07 | 1329.5ms/step | 15.0 samples/s +Step 43370/44000 | Loss: 2.9227 | LR: 2.62e-07 | 1333.9ms/step | 15.0 samples/s +Step 43380/44000 | Loss: 2.9195 | LR: 2.53e-07 | 1329.0ms/step | 15.0 samples/s +Step 43390/44000 | Loss: 2.9180 | LR: 2.45e-07 | 1328.3ms/step | 15.1 samples/s +Step 43400/44000 | Loss: 2.9123 | LR: 2.37e-07 | 1329.1ms/step | 15.0 samples/s +Step 43410/44000 | Loss: 2.9091 | LR: 2.30e-07 | 1326.9ms/step | 15.1 samples/s +Step 43420/44000 | Loss: 2.9379 | LR: 2.22e-07 | 1330.2ms/step | 15.0 samples/s +Step 43430/44000 | Loss: 2.9174 | LR: 2.14e-07 | 1333.3ms/step | 15.0 samples/s +Step 43440/44000 | Loss: 2.9045 | LR: 2.07e-07 | 1333.7ms/step | 15.0 samples/s +Step 43450/44000 | Loss: 2.9093 | LR: 1.99e-07 | 1334.4ms/step | 15.0 samples/s +Step 43460/44000 | Loss: 2.8967 | LR: 1.92e-07 | 1333.5ms/step | 15.0 samples/s +Step 43470/44000 | Loss: 2.9106 | LR: 1.85e-07 | 1342.9ms/step | 14.9 samples/s +Step 43480/44000 | Loss: 2.9058 | LR: 1.78e-07 | 1342.3ms/step | 14.9 samples/s +Step 43490/44000 | Loss: 2.9273 | LR: 1.72e-07 | 1344.1ms/step | 14.9 samples/s +Step 43500/44000 | Loss: 2.9077 | LR: 1.65e-07 | 1344.2ms/step | 14.9 samples/s +Validation at step 43500: Loss = 2.9048, Perplexity = 18.26 +Step 43510/44000 | Loss: 2.9002 | LR: 1.58e-07 | 3591.9ms/step | 5.6 samples/s +Step 43520/44000 | Loss: 2.8926 | LR: 1.52e-07 | 1344.7ms/step | 14.9 samples/s +Step 43530/44000 | Loss: 2.9114 | LR: 1.46e-07 | 1340.9ms/step | 14.9 samples/s +Step 43540/44000 | Loss: 2.9043 | LR: 1.40e-07 | 1339.4ms/step | 14.9 samples/s +Step 43550/44000 | Loss: 2.8982 | LR: 1.34e-07 | 1337.6ms/step | 15.0 samples/s +Step 43560/44000 | Loss: 2.8719 | LR: 1.28e-07 | 1336.4ms/step | 15.0 samples/s +Step 43570/44000 | Loss: 2.9201 | LR: 1.22e-07 | 1336.3ms/step | 15.0 samples/s +Step 43580/44000 | Loss: 2.9401 | LR: 1.16e-07 | 1337.7ms/step | 15.0 samples/s +Step 43590/44000 | Loss: 2.9165 | LR: 1.11e-07 | 1340.4ms/step | 14.9 samples/s +Step 43600/44000 | Loss: 2.9292 | LR: 1.06e-07 | 1341.1ms/step | 14.9 samples/s +Step 43610/44000 | Loss: 2.9157 | LR: 1.00e-07 | 1337.2ms/step | 15.0 samples/s +Step 43620/44000 | Loss: 2.9094 | LR: 9.52e-08 | 1331.8ms/step | 15.0 samples/s +Step 43630/44000 | Loss: 2.9591 | LR: 9.03e-08 | 1333.9ms/step | 15.0 samples/s +Step 43640/44000 | Loss: 2.9182 | LR: 8.55e-08 | 1335.6ms/step | 15.0 samples/s +Step 43650/44000 | Loss: 2.9243 | LR: 8.08e-08 | 1337.7ms/step | 15.0 samples/s +Step 43660/44000 | Loss: 2.9044 | LR: 7.62e-08 | 1336.3ms/step | 15.0 samples/s +Step 43670/44000 | Loss: 2.9272 | LR: 7.18e-08 | 1334.6ms/step | 15.0 samples/s +Step 43680/44000 | Loss: 2.9092 | LR: 6.75e-08 | 1335.0ms/step | 15.0 samples/s +Step 43690/44000 | Loss: 2.9363 | LR: 6.34e-08 | 1334.3ms/step | 15.0 samples/s +Step 43700/44000 | Loss: 2.9039 | LR: 5.94e-08 | 1334.5ms/step | 15.0 samples/s +Step 43710/44000 | Loss: 2.9279 | LR: 5.55e-08 | 1331.6ms/step | 15.0 samples/s +Step 43720/44000 | Loss: 2.9433 | LR: 5.17e-08 | 1329.8ms/step | 15.0 samples/s +Step 43730/44000 | Loss: 2.8970 | LR: 4.81e-08 | 1326.6ms/step | 15.1 samples/s +Step 43740/44000 | Loss: 2.9040 | LR: 4.46e-08 | 1330.9ms/step | 15.0 samples/s +Step 43750/44000 | Loss: 2.9314 | LR: 4.12e-08 | 1332.5ms/step | 15.0 samples/s +Validation at step 43750: Loss = 2.9048, Perplexity = 18.26 +Step 43760/44000 | Loss: 2.9215 | LR: 3.80e-08 | 3558.5ms/step | 5.6 samples/s +Step 43770/44000 | Loss: 2.9134 | LR: 3.49e-08 | 1334.0ms/step | 15.0 samples/s +Step 43780/44000 | Loss: 2.8981 | LR: 3.19e-08 | 1335.5ms/step | 15.0 samples/s +Step 43790/44000 | Loss: 2.8873 | LR: 2.91e-08 | 1331.4ms/step | 15.0 samples/s +Step 43800/44000 | Loss: 2.9132 | LR: 2.64e-08 | 1332.3ms/step | 15.0 samples/s +Step 43810/44000 | Loss: 2.9061 | LR: 2.38e-08 | 1332.7ms/step | 15.0 samples/s +Step 43820/44000 | Loss: 2.9099 | LR: 2.14e-08 | 1332.9ms/step | 15.0 samples/s +Step 43830/44000 | Loss: 2.9267 | LR: 1.91e-08 | 1327.4ms/step | 15.1 samples/s +Step 43840/44000 | Loss: 2.9243 | LR: 1.69e-08 | 1328.5ms/step | 15.1 samples/s +Step 43850/44000 | Loss: 2.9310 | LR: 1.48e-08 | 1330.0ms/step | 15.0 samples/s +Step 43860/44000 | Loss: 2.8977 | LR: 1.29e-08 | 1329.7ms/step | 15.0 samples/s +Step 43870/44000 | Loss: 2.8973 | LR: 1.11e-08 | 1330.4ms/step | 15.0 samples/s +Step 43880/44000 | Loss: 2.8885 | LR: 9.50e-09 | 1329.7ms/step | 15.0 samples/s +Step 43890/44000 | Loss: 2.9510 | LR: 7.98e-09 | 1325.3ms/step | 15.1 samples/s +Step 43900/44000 | Loss: 2.8748 | LR: 6.60e-09 | 1325.6ms/step | 15.1 samples/s +Step 43910/44000 | Loss: 2.9169 | LR: 5.34e-09 | 1325.8ms/step | 15.1 samples/s +Step 43920/44000 | Loss: 2.9201 | LR: 4.22e-09 | 1328.7ms/step | 15.1 samples/s +Step 43930/44000 | Loss: 2.9016 | LR: 3.23e-09 | 1329.8ms/step | 15.0 samples/s +Step 43940/44000 | Loss: 2.9356 | LR: 2.37e-09 | 1330.1ms/step | 15.0 samples/s +Step 43950/44000 | Loss: 2.8997 | LR: 1.65e-09 | 1330.7ms/step | 15.0 samples/s +Step 43960/44000 | Loss: 2.9336 | LR: 1.06e-09 | 1330.7ms/step | 15.0 samples/s +Step 43970/44000 | Loss: 2.8766 | LR: 5.94e-10 | 1332.1ms/step | 15.0 samples/s +Step 43980/44000 | Loss: 2.9158 | LR: 2.64e-10 | 1331.7ms/step | 15.0 samples/s +Step 43990/44000 | Loss: 2.9380 | LR: 6.60e-11 | 1332.0ms/step | 15.0 samples/s +Step 44000/44000 | Loss: 2.9183 | LR: 0.00e+00 | 1331.4ms/step | 15.0 samples/s +Validation at step 44000: Loss = 2.9048, Perplexity = 18.26 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-44000 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_static_nrb35_seed43/run_20260821_164417/checkpoint-44000 diff --git a/epfl_final/SparseAtt/wandb/run-20260822_042228-ino9n2jx/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260822_042228-ino9n2jx/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c3e38c4cce87cb53d52f45f6ac8cbf8688a7d92 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260822_042228-ino9n2jx/files/requirements.txt @@ -0,0 +1,142 @@ +pip==26.0.1 +nvidia-cusparselt-cu13==0.8.0 +mpmath==1.3.0 +cuda-toolkit==13.0.2 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+aiohappyeyeballs==2.6.1 +yarl==1.23.0 +typing-inspection==0.4.2 +sentry-sdk==2.58.0 +requests==2.33.1 +python-dateutil==2.9.0.post0 +pydantic_core==2.46.3 +nvidia-cusparse==12.6.3.3 +nvidia-cufft==12.0.0.61 +nvidia-cudnn-cu13==9.19.0.56 +multiprocess==0.70.19 +markdown-it-py==4.0.0 +Jinja2==3.1.6 +httpcore==1.0.9 +gitdb==4.0.12 +cuda-bindings==13.2.0 +anyio==4.13.0 +aiosignal==1.4.0 +rich==15.0.0 +pydantic==2.13.3 +pandas==3.0.2 +nvidia-cusolver==12.0.4.66 +httpx==0.28.1 +GitPython==3.1.49 +aiohttp==3.13.5 +wandb==0.26.1 +typer==0.25.1 +torch==2.11.0 +huggingface_hub==1.13.0 +tokenizers==0.22.2 +datasets==4.8.5 +accelerate==1.13.0 +transformers==5.7.0 +word2number==1.1 +sqlitedict==2.1.0 +pytz==2026.2 +threadpoolctl==3.6.0 +tcolorpy==0.1.7 +tabulate==0.10.0 +scipy==1.17.1 +portalocker==3.2.0 +pathvalidate==3.3.1 +narwhals==2.22.1 +more-itertools==11.1.0 +lxml==6.1.1 +joblib==1.5.3 +colorama==0.4.6 +chardet==6.0.0.post1 +absl-py==2.4.0 +scikit-learn==1.9.0 +sacrebleu==2.6.0 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stochastic_sparsity +wandb_tags: + value: + - p1 + - structured-control + - qwen3 + - 365m + - 8k + - resampled + - nrb35 + - seed42 + - resume + - h1004 + - step19000 +warmup_steps: + value: 750 +weight_decay: + value: 0.01 diff --git a/epfl_final/SparseAtt/wandb/run-20260822_042436-n56uphgo/files/output.log b/epfl_final/SparseAtt/wandb/run-20260822_042436-n56uphgo/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..cc0c5a730afc428d39e07f21bff01bdb9e85d609 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260822_042436-n56uphgo/files/output.log @@ -0,0 +1,2728 @@ +Starting training... +Validation at step 19000: Loss = 3.0254, Perplexity = 20.60 +wandb: WARNING Tried to log to step 19000 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Switching attention mode for step 19001: sparse_stochastic (configured sparse attention) +Step 19010/44000 | Loss: 2.9795 | LR: 3.11e-04 | 37888.4ms/step | 0.5 samples/s +wandb: WARNING Tried to log to step 19010 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19020/44000 | Loss: 3.0176 | LR: 3.10e-04 | 1335.9ms/step | 15.0 samples/s +wandb: WARNING Tried to log to step 19020 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19030/44000 | Loss: 2.9970 | LR: 3.10e-04 | 1343.0ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19030 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19040/44000 | Loss: 3.0084 | LR: 3.10e-04 | 1344.0ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19040 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19050/44000 | Loss: 3.0254 | LR: 3.10e-04 | 1357.3ms/step | 14.7 samples/s +wandb: WARNING Tried to log to step 19050 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19060/44000 | Loss: 3.0378 | LR: 3.10e-04 | 1342.1ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19060 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19070/44000 | Loss: 3.0122 | LR: 3.09e-04 | 1343.5ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19070 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19080/44000 | Loss: 2.9816 | LR: 3.09e-04 | 1343.9ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19080 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19090/44000 | Loss: 3.0036 | LR: 3.09e-04 | 1341.5ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19090 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19100/44000 | Loss: 2.9866 | LR: 3.09e-04 | 1343.7ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19100 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19110/44000 | Loss: 3.0184 | LR: 3.09e-04 | 1341.0ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19110 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19120/44000 | Loss: 3.0103 | LR: 3.09e-04 | 1340.0ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19120 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19130/44000 | Loss: 3.0241 | LR: 3.08e-04 | 1341.1ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19130 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19140/44000 | Loss: 2.9901 | LR: 3.08e-04 | 1342.2ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19140 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19150/44000 | Loss: 3.0037 | LR: 3.08e-04 | 1344.1ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19150 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19160/44000 | Loss: 3.0052 | LR: 3.08e-04 | 1344.8ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19160 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19170/44000 | Loss: 2.9655 | LR: 3.08e-04 | 1344.4ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19170 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19180/44000 | Loss: 3.0276 | LR: 3.08e-04 | 1341.5ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19180 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19190/44000 | Loss: 2.9799 | LR: 3.07e-04 | 1340.7ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19190 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19200/44000 | Loss: 2.9863 | LR: 3.07e-04 | 1342.1ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19200 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19210/44000 | Loss: 3.0127 | LR: 3.07e-04 | 1344.2ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19210 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19220/44000 | Loss: 2.9988 | LR: 3.07e-04 | 1341.1ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19220 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19230/44000 | Loss: 3.0626 | LR: 3.07e-04 | 1340.0ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19230 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19240/44000 | Loss: 3.0143 | LR: 3.06e-04 | 1340.8ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19240 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19250/44000 | Loss: 2.9982 | LR: 3.06e-04 | 1340.6ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19250 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 19250: Loss = 3.0238, Perplexity = 20.57 +Step 19260/44000 | Loss: 3.0085 | LR: 3.06e-04 | 3613.3ms/step | 5.5 samples/s +wandb: WARNING Tried to log to step 19260 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19270/44000 | Loss: 2.9949 | LR: 3.06e-04 | 1346.9ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19270 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19280/44000 | Loss: 2.9824 | LR: 3.06e-04 | 1349.0ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19280 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19290/44000 | Loss: 3.0049 | LR: 3.06e-04 | 1348.5ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19290 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19300/44000 | Loss: 2.9946 | LR: 3.05e-04 | 1349.9ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19300 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19310/44000 | Loss: 3.0196 | LR: 3.05e-04 | 1349.8ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19310 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19320/44000 | Loss: 3.0176 | LR: 3.05e-04 | 1349.8ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19320 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19330/44000 | Loss: 3.0297 | LR: 3.05e-04 | 1349.5ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19330 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19340/44000 | Loss: 3.0229 | LR: 3.05e-04 | 1348.6ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19340 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19350/44000 | Loss: 3.0092 | LR: 3.04e-04 | 1347.6ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19350 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19360/44000 | Loss: 3.0221 | LR: 3.04e-04 | 1347.1ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19360 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19370/44000 | Loss: 3.0156 | LR: 3.04e-04 | 1346.6ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19370 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19380/44000 | Loss: 2.9797 | LR: 3.04e-04 | 1344.1ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19380 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19390/44000 | Loss: 2.9868 | LR: 3.04e-04 | 1344.4ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19390 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19400/44000 | Loss: 3.0088 | LR: 3.04e-04 | 1347.5ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19400 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19410/44000 | Loss: 2.9982 | LR: 3.03e-04 | 1345.6ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19410 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19420/44000 | Loss: 3.0143 | LR: 3.03e-04 | 1348.9ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19420 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19430/44000 | Loss: 2.9756 | LR: 3.03e-04 | 1347.7ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19430 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19440/44000 | Loss: 3.0272 | LR: 3.03e-04 | 1347.7ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19440 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19450/44000 | Loss: 2.9991 | LR: 3.03e-04 | 1349.5ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19450 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19460/44000 | Loss: 3.0135 | LR: 3.03e-04 | 1345.7ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19460 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19470/44000 | Loss: 3.0215 | LR: 3.02e-04 | 1346.8ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19470 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19480/44000 | Loss: 2.9777 | LR: 3.02e-04 | 1344.6ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19480 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19490/44000 | Loss: 3.0272 | LR: 3.02e-04 | 1346.7ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19490 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19500/44000 | Loss: 2.9871 | LR: 3.02e-04 | 1349.0ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19500 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 19500: Loss = 3.0200, Perplexity = 20.49 +Step 19510/44000 | Loss: 3.0115 | LR: 3.02e-04 | 3606.5ms/step | 5.5 samples/s +wandb: WARNING Tried to log to step 19510 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19520/44000 | Loss: 2.9945 | LR: 3.01e-04 | 1347.0ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19520 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19530/44000 | Loss: 2.9731 | LR: 3.01e-04 | 1347.5ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19530 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19540/44000 | Loss: 3.0037 | LR: 3.01e-04 | 1349.2ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19540 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19550/44000 | Loss: 2.9922 | LR: 3.01e-04 | 1347.3ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19550 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19560/44000 | Loss: 2.9963 | LR: 3.01e-04 | 1344.0ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19560 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19570/44000 | Loss: 3.0122 | LR: 3.01e-04 | 1344.8ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19570 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19580/44000 | Loss: 3.0224 | LR: 3.00e-04 | 1343.4ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19580 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19590/44000 | Loss: 3.0081 | LR: 3.00e-04 | 1344.2ms/step | 14.9 samples/s +wandb: WARNING Tried to log to step 19590 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19600/44000 | Loss: 2.9819 | LR: 3.00e-04 | 1354.7ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19600 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19610/44000 | Loss: 3.0039 | LR: 3.00e-04 | 1378.9ms/step | 14.5 samples/s +wandb: WARNING Tried to log to step 19610 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19620/44000 | Loss: 3.0010 | LR: 3.00e-04 | 1371.8ms/step | 14.6 samples/s +wandb: WARNING Tried to log to step 19620 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19630/44000 | Loss: 3.0269 | LR: 3.00e-04 | 1367.4ms/step | 14.6 samples/s +wandb: WARNING Tried to log to step 19630 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19640/44000 | Loss: 3.0203 | LR: 2.99e-04 | 1369.1ms/step | 14.6 samples/s +wandb: WARNING Tried to log to step 19640 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19650/44000 | Loss: 2.9883 | LR: 2.99e-04 | 1355.4ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19650 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19660/44000 | Loss: 3.0035 | LR: 2.99e-04 | 1367.3ms/step | 14.6 samples/s +wandb: WARNING Tried to log to step 19660 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19670/44000 | Loss: 3.0126 | LR: 2.99e-04 | 1361.1ms/step | 14.7 samples/s +wandb: WARNING Tried to log to step 19670 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19680/44000 | Loss: 3.0276 | LR: 2.99e-04 | 1387.2ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 19680 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19690/44000 | Loss: 2.9870 | LR: 2.98e-04 | 1372.5ms/step | 14.6 samples/s +wandb: WARNING Tried to log to step 19690 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19700/44000 | Loss: 3.0206 | LR: 2.98e-04 | 1370.9ms/step | 14.6 samples/s +wandb: WARNING Tried to log to step 19700 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19710/44000 | Loss: 3.0141 | LR: 2.98e-04 | 1360.3ms/step | 14.7 samples/s +wandb: WARNING Tried to log to step 19710 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19720/44000 | Loss: 3.0017 | LR: 2.98e-04 | 1362.9ms/step | 14.7 samples/s +wandb: WARNING Tried to log to step 19720 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19730/44000 | Loss: 3.0277 | LR: 2.98e-04 | 1367.3ms/step | 14.6 samples/s +wandb: WARNING Tried to log to step 19730 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19740/44000 | Loss: 3.0025 | LR: 2.98e-04 | 1366.3ms/step | 14.6 samples/s +wandb: WARNING Tried to log to step 19740 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19750/44000 | Loss: 2.9838 | LR: 2.97e-04 | 1354.7ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19750 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 19750: Loss = 3.0181, Perplexity = 20.45 +Step 19760/44000 | Loss: 3.0176 | LR: 2.97e-04 | 3631.8ms/step | 5.5 samples/s +wandb: WARNING Tried to log to step 19760 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19770/44000 | Loss: 3.0237 | LR: 2.97e-04 | 1356.4ms/step | 14.7 samples/s +wandb: WARNING Tried to log to step 19770 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19780/44000 | Loss: 3.0202 | LR: 2.97e-04 | 1356.9ms/step | 14.7 samples/s +wandb: WARNING Tried to log to step 19780 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19790/44000 | Loss: 2.9995 | LR: 2.97e-04 | 1349.6ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19790 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19800/44000 | Loss: 3.0278 | LR: 2.96e-04 | 1350.1ms/step | 14.8 samples/s +wandb: WARNING Tried to log to step 19800 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19810/44000 | Loss: 2.9871 | LR: 2.96e-04 | 1390.0ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 19810 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19820/44000 | Loss: 2.9774 | LR: 2.96e-04 | 1400.8ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 19820 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19830/44000 | Loss: 3.0267 | LR: 2.96e-04 | 1387.4ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 19830 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19840/44000 | Loss: 3.0002 | LR: 2.96e-04 | 1366.9ms/step | 14.6 samples/s +wandb: WARNING Tried to log to step 19840 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19850/44000 | Loss: 2.9956 | LR: 2.96e-04 | 1366.6ms/step | 14.6 samples/s +wandb: WARNING Tried to log to step 19850 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19860/44000 | Loss: 3.0278 | LR: 2.95e-04 | 1369.7ms/step | 14.6 samples/s +wandb: WARNING Tried to log to step 19860 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19870/44000 | Loss: 3.0230 | LR: 2.95e-04 | 1371.3ms/step | 14.6 samples/s +wandb: WARNING Tried to log to step 19870 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19880/44000 | Loss: 3.0081 | LR: 2.95e-04 | 1365.9ms/step | 14.6 samples/s +wandb: WARNING Tried to log to step 19880 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19890/44000 | Loss: 3.0110 | LR: 2.95e-04 | 1369.0ms/step | 14.6 samples/s +wandb: WARNING Tried to log to step 19890 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19900/44000 | Loss: 2.9945 | LR: 2.95e-04 | 1370.2ms/step | 14.6 samples/s +wandb: WARNING Tried to log to step 19900 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19910/44000 | Loss: 3.0051 | LR: 2.95e-04 | 1369.0ms/step | 14.6 samples/s +wandb: WARNING Tried to log to step 19910 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19920/44000 | Loss: 3.0005 | LR: 2.94e-04 | 1372.5ms/step | 14.6 samples/s +wandb: WARNING Tried to log to step 19920 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19930/44000 | Loss: 3.0115 | LR: 2.94e-04 | 1390.8ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 19930 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19940/44000 | Loss: 2.9736 | LR: 2.94e-04 | 1372.6ms/step | 14.6 samples/s +wandb: WARNING Tried to log to step 19940 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19950/44000 | Loss: 2.9949 | LR: 2.94e-04 | 1371.8ms/step | 14.6 samples/s +wandb: WARNING Tried to log to step 19950 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19960/44000 | Loss: 3.0340 | LR: 2.94e-04 | 1371.0ms/step | 14.6 samples/s +wandb: WARNING Tried to log to step 19960 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19970/44000 | Loss: 3.0234 | LR: 2.93e-04 | 1376.6ms/step | 14.5 samples/s +wandb: WARNING Tried to log to step 19970 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19980/44000 | Loss: 3.0193 | LR: 2.93e-04 | 1364.4ms/step | 14.7 samples/s +wandb: WARNING Tried to log to step 19980 that is less than the current step 19981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 19990/44000 | Loss: 3.0069 | LR: 2.93e-04 | 1387.4ms/step | 14.4 samples/s +Step 20000/44000 | Loss: 3.0118 | LR: 2.93e-04 | 1370.2ms/step | 14.6 samples/s +Validation at step 20000: Loss = 3.0148, Perplexity = 20.39 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-20000 +Step 20010/44000 | Loss: 2.9882 | LR: 2.93e-04 | 3926.7ms/step | 5.1 samples/s +Step 20020/44000 | Loss: 3.0116 | LR: 2.93e-04 | 1392.4ms/step | 14.4 samples/s +Step 20030/44000 | Loss: 2.9849 | LR: 2.92e-04 | 1368.8ms/step | 14.6 samples/s +Step 20040/44000 | Loss: 2.9905 | LR: 2.92e-04 | 1370.9ms/step | 14.6 samples/s +Step 20050/44000 | Loss: 3.0049 | LR: 2.92e-04 | 1364.5ms/step | 14.7 samples/s +Step 20060/44000 | Loss: 2.9754 | LR: 2.92e-04 | 1363.9ms/step | 14.7 samples/s +Step 20070/44000 | Loss: 3.0004 | LR: 2.92e-04 | 1360.0ms/step | 14.7 samples/s +Step 20080/44000 | Loss: 2.9830 | LR: 2.91e-04 | 1353.4ms/step | 14.8 samples/s +Step 20090/44000 | Loss: 2.9915 | LR: 2.91e-04 | 1349.2ms/step | 14.8 samples/s +Step 20100/44000 | Loss: 3.0081 | LR: 2.91e-04 | 1349.9ms/step | 14.8 samples/s +Step 20110/44000 | Loss: 3.0004 | LR: 2.91e-04 | 1393.4ms/step | 14.4 samples/s +Step 20120/44000 | Loss: 3.0096 | LR: 2.91e-04 | 1379.9ms/step | 14.5 samples/s +Step 20130/44000 | Loss: 3.0062 | LR: 2.91e-04 | 1369.1ms/step | 14.6 samples/s +Step 20140/44000 | Loss: 3.0076 | LR: 2.90e-04 | 1375.6ms/step | 14.5 samples/s +Step 20150/44000 | Loss: 2.9942 | LR: 2.90e-04 | 1388.2ms/step | 14.4 samples/s +Step 20160/44000 | Loss: 3.0095 | LR: 2.90e-04 | 1369.6ms/step | 14.6 samples/s +Step 20170/44000 | Loss: 2.9642 | LR: 2.90e-04 | 1366.1ms/step | 14.6 samples/s +Step 20180/44000 | Loss: 2.9867 | LR: 2.90e-04 | 1376.3ms/step | 14.5 samples/s +Step 20190/44000 | Loss: 3.0163 | LR: 2.90e-04 | 1389.8ms/step | 14.4 samples/s +Step 20200/44000 | Loss: 2.9766 | LR: 2.89e-04 | 1383.9ms/step | 14.5 samples/s +Step 20210/44000 | Loss: 2.9668 | LR: 2.89e-04 | 1384.7ms/step | 14.4 samples/s +Step 20220/44000 | Loss: 3.0167 | LR: 2.89e-04 | 1385.5ms/step | 14.4 samples/s +Step 20230/44000 | Loss: 3.0044 | LR: 2.89e-04 | 1382.1ms/step | 14.5 samples/s +Step 20240/44000 | Loss: 3.0056 | LR: 2.89e-04 | 1382.9ms/step | 14.5 samples/s +Step 20250/44000 | Loss: 2.9897 | LR: 2.88e-04 | 1385.1ms/step | 14.4 samples/s +Validation at step 20250: Loss = 3.0124, Perplexity = 20.34 +Step 20260/44000 | Loss: 2.9589 | LR: 2.88e-04 | 3704.0ms/step | 5.4 samples/s +Step 20270/44000 | Loss: 3.0084 | LR: 2.88e-04 | 1381.1ms/step | 14.5 samples/s +Step 20280/44000 | Loss: 3.0050 | LR: 2.88e-04 | 1381.4ms/step | 14.5 samples/s +Step 20290/44000 | Loss: 2.9978 | LR: 2.88e-04 | 1378.3ms/step | 14.5 samples/s +Step 20300/44000 | Loss: 3.0206 | LR: 2.88e-04 | 1377.3ms/step | 14.5 samples/s +Step 20310/44000 | Loss: 2.9872 | LR: 2.87e-04 | 1374.7ms/step | 14.5 samples/s +Step 20320/44000 | Loss: 2.9947 | LR: 2.87e-04 | 1373.9ms/step | 14.6 samples/s +Step 20330/44000 | Loss: 2.9849 | LR: 2.87e-04 | 1374.6ms/step | 14.5 samples/s +Step 20340/44000 | Loss: 2.9735 | LR: 2.87e-04 | 1376.1ms/step | 14.5 samples/s +Step 20350/44000 | Loss: 3.0018 | LR: 2.87e-04 | 1376.0ms/step | 14.5 samples/s +Step 20360/44000 | Loss: 3.0159 | LR: 2.86e-04 | 1376.8ms/step | 14.5 samples/s +Step 20370/44000 | Loss: 2.9684 | LR: 2.86e-04 | 1373.9ms/step | 14.6 samples/s +Step 20380/44000 | Loss: 2.9777 | LR: 2.86e-04 | 1373.3ms/step | 14.6 samples/s +Step 20390/44000 | Loss: 2.9968 | LR: 2.86e-04 | 1370.3ms/step | 14.6 samples/s +Step 20400/44000 | Loss: 3.0132 | LR: 2.86e-04 | 1373.4ms/step | 14.6 samples/s +Step 20410/44000 | Loss: 2.9843 | LR: 2.86e-04 | 1370.2ms/step | 14.6 samples/s +Step 20420/44000 | Loss: 3.0102 | LR: 2.85e-04 | 1370.0ms/step | 14.6 samples/s +Step 20430/44000 | Loss: 2.9741 | LR: 2.85e-04 | 1373.8ms/step | 14.6 samples/s +Step 20440/44000 | Loss: 3.0044 | LR: 2.85e-04 | 1374.8ms/step | 14.5 samples/s +Step 20450/44000 | Loss: 2.9942 | LR: 2.85e-04 | 1372.8ms/step | 14.6 samples/s +Step 20460/44000 | Loss: 2.9991 | LR: 2.85e-04 | 1373.3ms/step | 14.6 samples/s +Step 20470/44000 | Loss: 3.0155 | LR: 2.84e-04 | 1372.8ms/step | 14.6 samples/s +Step 20480/44000 | Loss: 2.9931 | LR: 2.84e-04 | 1372.7ms/step | 14.6 samples/s +Step 20490/44000 | Loss: 2.9926 | LR: 2.84e-04 | 1372.7ms/step | 14.6 samples/s +Step 20500/44000 | Loss: 2.9748 | LR: 2.84e-04 | 1371.1ms/step | 14.6 samples/s +Validation at step 20500: Loss = 3.0099, Perplexity = 20.28 +Step 20510/44000 | Loss: 3.0215 | LR: 2.84e-04 | 3681.5ms/step | 5.4 samples/s +Step 20520/44000 | Loss: 2.9757 | LR: 2.84e-04 | 1370.4ms/step | 14.6 samples/s +Step 20530/44000 | Loss: 2.9676 | LR: 2.83e-04 | 1372.4ms/step | 14.6 samples/s +Step 20540/44000 | Loss: 2.9964 | LR: 2.83e-04 | 1371.6ms/step | 14.6 samples/s +Step 20550/44000 | Loss: 3.0056 | LR: 2.83e-04 | 1370.3ms/step | 14.6 samples/s +Step 20560/44000 | Loss: 3.0099 | LR: 2.83e-04 | 1370.3ms/step | 14.6 samples/s +Step 20570/44000 | Loss: 3.0050 | LR: 2.83e-04 | 1370.7ms/step | 14.6 samples/s +Step 20580/44000 | Loss: 2.9772 | LR: 2.83e-04 | 1370.3ms/step | 14.6 samples/s +Step 20590/44000 | Loss: 3.0160 | LR: 2.82e-04 | 1371.5ms/step | 14.6 samples/s +Step 20600/44000 | Loss: 2.9926 | LR: 2.82e-04 | 1369.9ms/step | 14.6 samples/s +Step 20610/44000 | Loss: 3.0007 | LR: 2.82e-04 | 1370.8ms/step | 14.6 samples/s +Step 20620/44000 | Loss: 2.9928 | LR: 2.82e-04 | 1369.2ms/step | 14.6 samples/s +Step 20630/44000 | Loss: 3.0031 | LR: 2.82e-04 | 1370.3ms/step | 14.6 samples/s +Step 20640/44000 | Loss: 2.9617 | LR: 2.81e-04 | 1366.0ms/step | 14.6 samples/s +Step 20650/44000 | Loss: 3.0103 | LR: 2.81e-04 | 1365.3ms/step | 14.6 samples/s +Step 20660/44000 | Loss: 2.9623 | LR: 2.81e-04 | 1368.8ms/step | 14.6 samples/s +Step 20670/44000 | Loss: 3.0096 | LR: 2.81e-04 | 1365.7ms/step | 14.6 samples/s +Step 20680/44000 | Loss: 3.0008 | LR: 2.81e-04 | 1371.7ms/step | 14.6 samples/s +Step 20690/44000 | Loss: 2.9887 | LR: 2.81e-04 | 1369.7ms/step | 14.6 samples/s +Step 20700/44000 | Loss: 2.9997 | LR: 2.80e-04 | 1370.1ms/step | 14.6 samples/s +Step 20710/44000 | Loss: 3.0058 | LR: 2.80e-04 | 1369.2ms/step | 14.6 samples/s +Step 20720/44000 | Loss: 3.0051 | LR: 2.80e-04 | 1371.2ms/step | 14.6 samples/s +Step 20730/44000 | Loss: 3.0189 | LR: 2.80e-04 | 1371.9ms/step | 14.6 samples/s +Step 20740/44000 | Loss: 3.0021 | LR: 2.80e-04 | 1370.5ms/step | 14.6 samples/s +Step 20750/44000 | Loss: 2.9967 | LR: 2.79e-04 | 1368.9ms/step | 14.6 samples/s +Validation at step 20750: Loss = 3.0068, Perplexity = 20.22 +Step 20760/44000 | Loss: 3.0041 | LR: 2.79e-04 | 3673.3ms/step | 5.4 samples/s +Step 20770/44000 | Loss: 2.9876 | LR: 2.79e-04 | 1371.0ms/step | 14.6 samples/s +Step 20780/44000 | Loss: 2.9637 | LR: 2.79e-04 | 1372.9ms/step | 14.6 samples/s +Step 20790/44000 | Loss: 2.9833 | LR: 2.79e-04 | 1370.3ms/step | 14.6 samples/s +Step 20800/44000 | Loss: 2.9844 | LR: 2.79e-04 | 1369.3ms/step | 14.6 samples/s +Step 20810/44000 | Loss: 3.0025 | LR: 2.78e-04 | 1370.2ms/step | 14.6 samples/s +Step 20820/44000 | Loss: 2.9983 | LR: 2.78e-04 | 1371.2ms/step | 14.6 samples/s +Step 20830/44000 | Loss: 3.0031 | LR: 2.78e-04 | 1372.4ms/step | 14.6 samples/s +Step 20840/44000 | Loss: 2.9898 | LR: 2.78e-04 | 1372.7ms/step | 14.6 samples/s +Step 20850/44000 | Loss: 2.9897 | LR: 2.78e-04 | 1366.8ms/step | 14.6 samples/s +Step 20860/44000 | Loss: 3.0081 | LR: 2.77e-04 | 1366.2ms/step | 14.6 samples/s +Step 20870/44000 | Loss: 3.0137 | LR: 2.77e-04 | 1366.7ms/step | 14.6 samples/s +Step 20880/44000 | Loss: 2.9862 | LR: 2.77e-04 | 1368.9ms/step | 14.6 samples/s +Step 20890/44000 | Loss: 2.9717 | LR: 2.77e-04 | 1365.9ms/step | 14.6 samples/s +Step 20900/44000 | Loss: 2.9726 | LR: 2.77e-04 | 1367.8ms/step | 14.6 samples/s +Step 20910/44000 | Loss: 3.0050 | LR: 2.77e-04 | 1364.6ms/step | 14.7 samples/s +Step 20920/44000 | Loss: 2.9666 | LR: 2.76e-04 | 1363.1ms/step | 14.7 samples/s +Step 20930/44000 | Loss: 2.9758 | LR: 2.76e-04 | 1366.7ms/step | 14.6 samples/s +Step 20940/44000 | Loss: 3.0011 | LR: 2.76e-04 | 1365.4ms/step | 14.6 samples/s +Step 20950/44000 | Loss: 2.9645 | LR: 2.76e-04 | 1364.0ms/step | 14.7 samples/s +Step 20960/44000 | Loss: 2.9806 | LR: 2.76e-04 | 1364.8ms/step | 14.7 samples/s +Step 20970/44000 | Loss: 2.9639 | LR: 2.75e-04 | 1364.6ms/step | 14.7 samples/s +Step 20980/44000 | Loss: 2.9697 | LR: 2.75e-04 | 1364.6ms/step | 14.7 samples/s +Step 20990/44000 | Loss: 2.9759 | LR: 2.75e-04 | 1363.7ms/step | 14.7 samples/s +Step 21000/44000 | Loss: 2.9785 | LR: 2.75e-04 | 1363.9ms/step | 14.7 samples/s +Validation at step 21000: Loss = 3.0060, Perplexity = 20.21 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-21000 +Step 21010/44000 | Loss: 2.9824 | LR: 2.75e-04 | 3945.8ms/step | 5.1 samples/s +Step 21020/44000 | Loss: 2.9843 | LR: 2.75e-04 | 1366.6ms/step | 14.6 samples/s +Step 21030/44000 | Loss: 3.0220 | LR: 2.74e-04 | 1370.4ms/step | 14.6 samples/s +Step 21040/44000 | Loss: 2.9646 | LR: 2.74e-04 | 1368.1ms/step | 14.6 samples/s +Step 21050/44000 | Loss: 2.9844 | LR: 2.74e-04 | 1358.8ms/step | 14.7 samples/s +Step 21060/44000 | Loss: 2.9685 | LR: 2.74e-04 | 1361.2ms/step | 14.7 samples/s +Step 21070/44000 | Loss: 3.0115 | LR: 2.74e-04 | 1362.9ms/step | 14.7 samples/s +Step 21080/44000 | Loss: 2.9545 | LR: 2.73e-04 | 1357.1ms/step | 14.7 samples/s +Step 21090/44000 | Loss: 3.0164 | LR: 2.73e-04 | 1355.3ms/step | 14.8 samples/s +Step 21100/44000 | Loss: 2.9982 | LR: 2.73e-04 | 1360.0ms/step | 14.7 samples/s +Step 21110/44000 | Loss: 2.9886 | LR: 2.73e-04 | 1361.1ms/step | 14.7 samples/s +Step 21120/44000 | Loss: 2.9996 | LR: 2.73e-04 | 1362.3ms/step | 14.7 samples/s +Step 21130/44000 | Loss: 3.0226 | LR: 2.73e-04 | 1363.0ms/step | 14.7 samples/s +Step 21140/44000 | Loss: 2.9834 | LR: 2.72e-04 | 1362.4ms/step | 14.7 samples/s +Step 21150/44000 | Loss: 2.9926 | LR: 2.72e-04 | 1360.2ms/step | 14.7 samples/s +Step 21160/44000 | Loss: 2.9718 | LR: 2.72e-04 | 1361.2ms/step | 14.7 samples/s +Step 21170/44000 | Loss: 2.9892 | LR: 2.72e-04 | 1362.6ms/step | 14.7 samples/s +Step 21180/44000 | Loss: 2.9960 | LR: 2.72e-04 | 1366.3ms/step | 14.6 samples/s +Step 21190/44000 | Loss: 2.9360 | LR: 2.71e-04 | 1361.6ms/step | 14.7 samples/s +Step 21200/44000 | Loss: 3.0076 | LR: 2.71e-04 | 1363.5ms/step | 14.7 samples/s +Step 21210/44000 | Loss: 2.9899 | LR: 2.71e-04 | 1362.4ms/step | 14.7 samples/s +Step 21220/44000 | Loss: 2.9793 | LR: 2.71e-04 | 1362.7ms/step | 14.7 samples/s +Step 21230/44000 | Loss: 2.9919 | LR: 2.71e-04 | 1362.3ms/step | 14.7 samples/s +Step 21240/44000 | Loss: 2.9817 | LR: 2.71e-04 | 1359.6ms/step | 14.7 samples/s +Step 21250/44000 | Loss: 2.9757 | LR: 2.70e-04 | 1360.8ms/step | 14.7 samples/s +Validation at step 21250: Loss = 3.0020, Perplexity = 20.12 +Step 21260/44000 | Loss: 3.0173 | LR: 2.70e-04 | 3646.3ms/step | 5.5 samples/s +Step 21270/44000 | Loss: 2.9955 | LR: 2.70e-04 | 1360.3ms/step | 14.7 samples/s +Step 21280/44000 | Loss: 2.9854 | LR: 2.70e-04 | 1360.7ms/step | 14.7 samples/s +Step 21290/44000 | Loss: 2.9807 | LR: 2.70e-04 | 1359.7ms/step | 14.7 samples/s +Step 21300/44000 | Loss: 2.9893 | LR: 2.70e-04 | 1362.3ms/step | 14.7 samples/s +Step 21310/44000 | Loss: 2.9907 | LR: 2.69e-04 | 1365.6ms/step | 14.6 samples/s +Step 21320/44000 | Loss: 3.0042 | LR: 2.69e-04 | 1362.9ms/step | 14.7 samples/s +Step 21330/44000 | Loss: 2.9852 | LR: 2.69e-04 | 1361.1ms/step | 14.7 samples/s +Step 21340/44000 | Loss: 2.9811 | LR: 2.69e-04 | 1359.5ms/step | 14.7 samples/s +Step 21350/44000 | Loss: 3.0150 | LR: 2.69e-04 | 1362.2ms/step | 14.7 samples/s +Step 21360/44000 | Loss: 2.9856 | LR: 2.68e-04 | 1363.8ms/step | 14.7 samples/s +Step 21370/44000 | Loss: 2.9863 | LR: 2.68e-04 | 1363.3ms/step | 14.7 samples/s +Step 21380/44000 | Loss: 2.9763 | LR: 2.68e-04 | 1363.7ms/step | 14.7 samples/s +Step 21390/44000 | Loss: 3.0063 | LR: 2.68e-04 | 1363.1ms/step | 14.7 samples/s +Step 21400/44000 | Loss: 2.9675 | LR: 2.68e-04 | 1365.0ms/step | 14.7 samples/s +Step 21410/44000 | Loss: 3.0082 | LR: 2.68e-04 | 1363.8ms/step | 14.7 samples/s +Step 21420/44000 | Loss: 2.9573 | LR: 2.67e-04 | 1360.1ms/step | 14.7 samples/s +Step 21430/44000 | Loss: 2.9735 | LR: 2.67e-04 | 1358.8ms/step | 14.7 samples/s +Step 21440/44000 | Loss: 2.9645 | LR: 2.67e-04 | 1357.1ms/step | 14.7 samples/s +Step 21450/44000 | Loss: 2.9820 | LR: 2.67e-04 | 1360.3ms/step | 14.7 samples/s +Step 21460/44000 | Loss: 2.9897 | LR: 2.67e-04 | 1358.6ms/step | 14.7 samples/s +Step 21470/44000 | Loss: 2.9931 | LR: 2.66e-04 | 1360.3ms/step | 14.7 samples/s +Step 21480/44000 | Loss: 2.9751 | LR: 2.66e-04 | 1360.4ms/step | 14.7 samples/s +Step 21490/44000 | Loss: 2.9891 | LR: 2.66e-04 | 1356.6ms/step | 14.7 samples/s +Step 21500/44000 | Loss: 2.9896 | LR: 2.66e-04 | 1359.5ms/step | 14.7 samples/s +Validation at step 21500: Loss = 2.9996, Perplexity = 20.08 +Step 21510/44000 | Loss: 2.9925 | LR: 2.66e-04 | 3655.0ms/step | 5.5 samples/s +Step 21520/44000 | Loss: 2.9806 | LR: 2.66e-04 | 1361.7ms/step | 14.7 samples/s +Step 21530/44000 | Loss: 2.9750 | LR: 2.65e-04 | 1365.0ms/step | 14.7 samples/s +Step 21540/44000 | Loss: 2.9859 | LR: 2.65e-04 | 1365.1ms/step | 14.7 samples/s +Step 21550/44000 | Loss: 2.9889 | LR: 2.65e-04 | 1366.0ms/step | 14.6 samples/s +Step 21560/44000 | Loss: 2.9913 | LR: 2.65e-04 | 1363.3ms/step | 14.7 samples/s +Step 21570/44000 | Loss: 2.9689 | LR: 2.65e-04 | 1361.1ms/step | 14.7 samples/s +Step 21580/44000 | Loss: 2.9628 | LR: 2.64e-04 | 1360.1ms/step | 14.7 samples/s +Step 21590/44000 | Loss: 2.9794 | LR: 2.64e-04 | 1362.9ms/step | 14.7 samples/s +Step 21600/44000 | Loss: 2.9803 | LR: 2.64e-04 | 1365.4ms/step | 14.6 samples/s +Step 21610/44000 | Loss: 2.9761 | LR: 2.64e-04 | 1360.4ms/step | 14.7 samples/s +Step 21620/44000 | Loss: 2.9968 | LR: 2.64e-04 | 1360.2ms/step | 14.7 samples/s +Step 21630/44000 | Loss: 2.9672 | LR: 2.64e-04 | 1360.6ms/step | 14.7 samples/s +Step 21640/44000 | Loss: 2.9599 | LR: 2.63e-04 | 1359.9ms/step | 14.7 samples/s +Step 21650/44000 | Loss: 2.9867 | LR: 2.63e-04 | 1362.2ms/step | 14.7 samples/s +Step 21660/44000 | Loss: 3.0222 | LR: 2.63e-04 | 1362.1ms/step | 14.7 samples/s +Step 21670/44000 | Loss: 2.9674 | LR: 2.63e-04 | 1359.4ms/step | 14.7 samples/s +Step 21680/44000 | Loss: 2.9903 | LR: 2.63e-04 | 1363.4ms/step | 14.7 samples/s +Step 21690/44000 | Loss: 3.0177 | LR: 2.62e-04 | 1362.3ms/step | 14.7 samples/s +Step 21700/44000 | Loss: 2.9991 | LR: 2.62e-04 | 1362.2ms/step | 14.7 samples/s +Step 21710/44000 | Loss: 2.9829 | LR: 2.62e-04 | 1361.2ms/step | 14.7 samples/s +Step 21720/44000 | Loss: 2.9552 | LR: 2.62e-04 | 1360.9ms/step | 14.7 samples/s +Step 21730/44000 | Loss: 2.9810 | LR: 2.62e-04 | 1359.2ms/step | 14.7 samples/s +Step 21740/44000 | Loss: 2.9704 | LR: 2.62e-04 | 1360.2ms/step | 14.7 samples/s +Step 21750/44000 | Loss: 2.9726 | LR: 2.61e-04 | 1358.2ms/step | 14.7 samples/s +Validation at step 21750: Loss = 2.9965, Perplexity = 20.01 +Step 21760/44000 | Loss: 2.9958 | LR: 2.61e-04 | 3643.2ms/step | 5.5 samples/s +Step 21770/44000 | Loss: 2.9790 | LR: 2.61e-04 | 1358.0ms/step | 14.7 samples/s +Step 21780/44000 | Loss: 2.9806 | LR: 2.61e-04 | 1359.9ms/step | 14.7 samples/s +Step 21790/44000 | Loss: 2.9467 | LR: 2.61e-04 | 1359.8ms/step | 14.7 samples/s +Step 21800/44000 | Loss: 2.9711 | LR: 2.60e-04 | 1358.7ms/step | 14.7 samples/s +Step 21810/44000 | Loss: 2.9687 | LR: 2.60e-04 | 1360.8ms/step | 14.7 samples/s +Step 21820/44000 | Loss: 2.9890 | LR: 2.60e-04 | 1361.4ms/step | 14.7 samples/s +Step 21830/44000 | Loss: 2.9597 | LR: 2.60e-04 | 1360.5ms/step | 14.7 samples/s +Step 21840/44000 | Loss: 2.9841 | LR: 2.60e-04 | 1363.3ms/step | 14.7 samples/s +Step 21850/44000 | Loss: 2.9788 | LR: 2.60e-04 | 1357.0ms/step | 14.7 samples/s +Step 21860/44000 | Loss: 2.9833 | LR: 2.59e-04 | 1356.6ms/step | 14.7 samples/s +Step 21870/44000 | Loss: 2.9961 | LR: 2.59e-04 | 1357.7ms/step | 14.7 samples/s +Step 21880/44000 | Loss: 2.9651 | LR: 2.59e-04 | 1358.1ms/step | 14.7 samples/s +Step 21890/44000 | Loss: 2.9673 | LR: 2.59e-04 | 1358.2ms/step | 14.7 samples/s +Step 21900/44000 | Loss: 2.9747 | LR: 2.59e-04 | 1354.9ms/step | 14.8 samples/s +Step 21910/44000 | Loss: 2.9759 | LR: 2.58e-04 | 1355.2ms/step | 14.8 samples/s +Step 21920/44000 | Loss: 2.9823 | LR: 2.58e-04 | 1356.5ms/step | 14.7 samples/s +Step 21930/44000 | Loss: 3.0084 | LR: 2.58e-04 | 1357.5ms/step | 14.7 samples/s +Step 21940/44000 | Loss: 2.9504 | LR: 2.58e-04 | 1362.0ms/step | 14.7 samples/s +Step 21950/44000 | Loss: 2.9815 | LR: 2.58e-04 | 1359.7ms/step | 14.7 samples/s +Step 21960/44000 | Loss: 2.9704 | LR: 2.58e-04 | 1359.1ms/step | 14.7 samples/s +Step 21970/44000 | Loss: 2.9670 | LR: 2.57e-04 | 1353.6ms/step | 14.8 samples/s +Step 21980/44000 | Loss: 2.9861 | LR: 2.57e-04 | 1356.4ms/step | 14.7 samples/s +Step 21990/44000 | Loss: 2.9901 | LR: 2.57e-04 | 1358.1ms/step | 14.7 samples/s +Step 22000/44000 | Loss: 2.9792 | LR: 2.57e-04 | 1359.0ms/step | 14.7 samples/s +Validation at step 22000: Loss = 2.9941, Perplexity = 19.97 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-22000 +Step 22010/44000 | Loss: 2.9807 | LR: 2.57e-04 | 3916.6ms/step | 5.1 samples/s +Step 22020/44000 | Loss: 2.9922 | LR: 2.56e-04 | 1357.9ms/step | 14.7 samples/s +Step 22030/44000 | Loss: 2.9884 | LR: 2.56e-04 | 1354.8ms/step | 14.8 samples/s +Step 22040/44000 | Loss: 3.0029 | LR: 2.56e-04 | 1352.5ms/step | 14.8 samples/s +Step 22050/44000 | Loss: 2.9733 | LR: 2.56e-04 | 1351.0ms/step | 14.8 samples/s +Step 22060/44000 | Loss: 2.9732 | LR: 2.56e-04 | 1351.3ms/step | 14.8 samples/s +Step 22070/44000 | Loss: 2.9784 | LR: 2.56e-04 | 1353.5ms/step | 14.8 samples/s +Step 22080/44000 | Loss: 2.9691 | LR: 2.55e-04 | 1354.6ms/step | 14.8 samples/s +Step 22090/44000 | Loss: 2.9956 | LR: 2.55e-04 | 1351.6ms/step | 14.8 samples/s +Step 22100/44000 | Loss: 2.9897 | LR: 2.55e-04 | 1350.4ms/step | 14.8 samples/s +Step 22110/44000 | Loss: 2.9750 | LR: 2.55e-04 | 1351.0ms/step | 14.8 samples/s +Step 22120/44000 | Loss: 2.9571 | LR: 2.55e-04 | 1352.1ms/step | 14.8 samples/s +Step 22130/44000 | Loss: 2.9664 | LR: 2.54e-04 | 1351.7ms/step | 14.8 samples/s +Step 22140/44000 | Loss: 2.9774 | LR: 2.54e-04 | 1355.4ms/step | 14.8 samples/s +Step 22150/44000 | Loss: 2.9555 | LR: 2.54e-04 | 1356.0ms/step | 14.7 samples/s +Step 22160/44000 | Loss: 2.9768 | LR: 2.54e-04 | 1356.8ms/step | 14.7 samples/s +Step 22170/44000 | Loss: 2.9964 | LR: 2.54e-04 | 1354.6ms/step | 14.8 samples/s +Step 22180/44000 | Loss: 2.9792 | LR: 2.54e-04 | 1352.5ms/step | 14.8 samples/s +Step 22190/44000 | Loss: 2.9775 | LR: 2.53e-04 | 1354.9ms/step | 14.8 samples/s +Step 22200/44000 | Loss: 2.9748 | LR: 2.53e-04 | 1353.7ms/step | 14.8 samples/s +Step 22210/44000 | Loss: 2.9792 | LR: 2.53e-04 | 1348.8ms/step | 14.8 samples/s +Step 22220/44000 | Loss: 2.9764 | LR: 2.53e-04 | 1355.6ms/step | 14.8 samples/s +Step 22230/44000 | Loss: 2.9920 | LR: 2.53e-04 | 1353.7ms/step | 14.8 samples/s +Step 22240/44000 | Loss: 3.0049 | LR: 2.52e-04 | 1353.2ms/step | 14.8 samples/s +Step 22250/44000 | Loss: 2.9925 | LR: 2.52e-04 | 1355.2ms/step | 14.8 samples/s +Validation at step 22250: Loss = 2.9924, Perplexity = 19.93 +Step 22260/44000 | Loss: 2.9600 | LR: 2.52e-04 | 3642.1ms/step | 5.5 samples/s +Step 22270/44000 | Loss: 2.9947 | LR: 2.52e-04 | 1359.4ms/step | 14.7 samples/s +Step 22280/44000 | Loss: 2.9736 | LR: 2.52e-04 | 1356.7ms/step | 14.7 samples/s +Step 22290/44000 | Loss: 2.9731 | LR: 2.52e-04 | 1357.4ms/step | 14.7 samples/s +Step 22300/44000 | Loss: 3.0090 | LR: 2.51e-04 | 1355.4ms/step | 14.8 samples/s +Step 22310/44000 | Loss: 2.9701 | LR: 2.51e-04 | 1356.4ms/step | 14.7 samples/s +Step 22320/44000 | Loss: 2.9554 | LR: 2.51e-04 | 1352.5ms/step | 14.8 samples/s +Step 22330/44000 | Loss: 2.9556 | LR: 2.51e-04 | 1353.5ms/step | 14.8 samples/s +Step 22340/44000 | Loss: 3.0055 | LR: 2.51e-04 | 1354.5ms/step | 14.8 samples/s +Step 22350/44000 | Loss: 2.9690 | LR: 2.50e-04 | 1354.9ms/step | 14.8 samples/s +Step 22360/44000 | Loss: 2.9686 | LR: 2.50e-04 | 1353.1ms/step | 14.8 samples/s +Step 22370/44000 | Loss: 2.9737 | LR: 2.50e-04 | 1356.9ms/step | 14.7 samples/s +Step 22380/44000 | Loss: 2.9771 | LR: 2.50e-04 | 1357.4ms/step | 14.7 samples/s +Step 22390/44000 | Loss: 2.9632 | LR: 2.50e-04 | 1357.4ms/step | 14.7 samples/s +Step 22400/44000 | Loss: 2.9488 | LR: 2.50e-04 | 1355.2ms/step | 14.8 samples/s +Step 22410/44000 | Loss: 2.9666 | LR: 2.49e-04 | 1353.4ms/step | 14.8 samples/s +Step 22420/44000 | Loss: 2.9691 | LR: 2.49e-04 | 1354.6ms/step | 14.8 samples/s +Step 22430/44000 | Loss: 2.9840 | LR: 2.49e-04 | 1356.2ms/step | 14.7 samples/s +Step 22440/44000 | Loss: 2.9711 | LR: 2.49e-04 | 1349.1ms/step | 14.8 samples/s +Step 22450/44000 | Loss: 2.9899 | LR: 2.49e-04 | 1354.6ms/step | 14.8 samples/s +Step 22460/44000 | Loss: 2.9682 | LR: 2.48e-04 | 1354.6ms/step | 14.8 samples/s +Step 22470/44000 | Loss: 2.9421 | LR: 2.48e-04 | 1354.4ms/step | 14.8 samples/s +Step 22480/44000 | Loss: 2.9568 | LR: 2.48e-04 | 1352.2ms/step | 14.8 samples/s +Step 22490/44000 | Loss: 2.9634 | LR: 2.48e-04 | 1360.0ms/step | 14.7 samples/s +Step 22500/44000 | Loss: 2.9480 | LR: 2.48e-04 | 1375.8ms/step | 14.5 samples/s +Validation at step 22500: Loss = 2.9895, Perplexity = 19.88 +Step 22510/44000 | Loss: 2.9577 | LR: 2.48e-04 | 3673.9ms/step | 5.4 samples/s +Step 22520/44000 | Loss: 3.0034 | LR: 2.47e-04 | 1364.4ms/step | 14.7 samples/s +Step 22530/44000 | Loss: 2.9414 | LR: 2.47e-04 | 1366.0ms/step | 14.6 samples/s +Step 22540/44000 | Loss: 2.9767 | LR: 2.47e-04 | 1364.4ms/step | 14.7 samples/s +Step 22550/44000 | Loss: 2.9421 | LR: 2.47e-04 | 1366.3ms/step | 14.6 samples/s +Step 22560/44000 | Loss: 2.9714 | LR: 2.47e-04 | 1364.4ms/step | 14.7 samples/s +Step 22570/44000 | Loss: 2.9462 | LR: 2.46e-04 | 1362.6ms/step | 14.7 samples/s +Step 22580/44000 | Loss: 2.9854 | LR: 2.46e-04 | 1365.1ms/step | 14.7 samples/s +Step 22590/44000 | Loss: 2.9797 | LR: 2.46e-04 | 1360.1ms/step | 14.7 samples/s +Step 22600/44000 | Loss: 2.9525 | LR: 2.46e-04 | 1356.1ms/step | 14.7 samples/s +Step 22610/44000 | Loss: 2.9699 | LR: 2.46e-04 | 1360.4ms/step | 14.7 samples/s +Step 22620/44000 | Loss: 2.9867 | LR: 2.46e-04 | 1361.1ms/step | 14.7 samples/s +Step 22630/44000 | Loss: 2.9668 | LR: 2.45e-04 | 1361.6ms/step | 14.7 samples/s +Step 22640/44000 | Loss: 2.9803 | LR: 2.45e-04 | 1361.2ms/step | 14.7 samples/s +Step 22650/44000 | Loss: 2.9687 | LR: 2.45e-04 | 1358.7ms/step | 14.7 samples/s +Step 22660/44000 | Loss: 3.0022 | LR: 2.45e-04 | 1353.9ms/step | 14.8 samples/s +Step 22670/44000 | Loss: 2.9772 | LR: 2.45e-04 | 1356.8ms/step | 14.7 samples/s +Step 22680/44000 | Loss: 2.9547 | LR: 2.44e-04 | 1361.8ms/step | 14.7 samples/s +Step 22690/44000 | Loss: 2.9850 | LR: 2.44e-04 | 1362.2ms/step | 14.7 samples/s +Step 22700/44000 | Loss: 2.9871 | LR: 2.44e-04 | 1361.7ms/step | 14.7 samples/s +Step 22710/44000 | Loss: 2.9442 | LR: 2.44e-04 | 1360.4ms/step | 14.7 samples/s +Step 22720/44000 | Loss: 2.9722 | LR: 2.44e-04 | 1361.7ms/step | 14.7 samples/s +Step 22730/44000 | Loss: 2.9890 | LR: 2.44e-04 | 1363.8ms/step | 14.7 samples/s +Step 22740/44000 | Loss: 2.9742 | LR: 2.43e-04 | 1360.9ms/step | 14.7 samples/s +Step 22750/44000 | Loss: 2.9494 | LR: 2.43e-04 | 1361.8ms/step | 14.7 samples/s +Validation at step 22750: Loss = 2.9869, Perplexity = 19.82 +Step 22760/44000 | Loss: 2.9847 | LR: 2.43e-04 | 3638.7ms/step | 5.5 samples/s +Step 22770/44000 | Loss: 2.9673 | LR: 2.43e-04 | 1359.1ms/step | 14.7 samples/s +Step 22780/44000 | Loss: 2.9778 | LR: 2.43e-04 | 1356.7ms/step | 14.7 samples/s +Step 22790/44000 | Loss: 2.9911 | LR: 2.42e-04 | 1354.8ms/step | 14.8 samples/s +Step 22800/44000 | Loss: 2.9929 | LR: 2.42e-04 | 1357.2ms/step | 14.7 samples/s +Step 22810/44000 | Loss: 2.9589 | LR: 2.42e-04 | 1357.9ms/step | 14.7 samples/s +Step 22820/44000 | Loss: 2.9714 | LR: 2.42e-04 | 1355.9ms/step | 14.8 samples/s +Step 22830/44000 | Loss: 2.9987 | LR: 2.42e-04 | 1354.8ms/step | 14.8 samples/s +Step 22840/44000 | Loss: 2.9827 | LR: 2.42e-04 | 1358.0ms/step | 14.7 samples/s +Step 22850/44000 | Loss: 2.9538 | LR: 2.41e-04 | 1354.6ms/step | 14.8 samples/s +Step 22860/44000 | Loss: 2.9938 | LR: 2.41e-04 | 1348.0ms/step | 14.8 samples/s +Step 22870/44000 | Loss: 2.9654 | LR: 2.41e-04 | 1353.4ms/step | 14.8 samples/s +Step 22880/44000 | Loss: 2.9667 | LR: 2.41e-04 | 1352.2ms/step | 14.8 samples/s +Step 22890/44000 | Loss: 2.9552 | LR: 2.41e-04 | 1353.7ms/step | 14.8 samples/s +Step 22900/44000 | Loss: 3.0001 | LR: 2.40e-04 | 1351.3ms/step | 14.8 samples/s +Step 22910/44000 | Loss: 2.9849 | LR: 2.40e-04 | 1352.0ms/step | 14.8 samples/s +Step 22920/44000 | Loss: 2.9734 | LR: 2.40e-04 | 1352.3ms/step | 14.8 samples/s +Step 22930/44000 | Loss: 2.9547 | LR: 2.40e-04 | 1346.0ms/step | 14.9 samples/s +Step 22940/44000 | Loss: 2.9579 | LR: 2.40e-04 | 1352.4ms/step | 14.8 samples/s +Step 22950/44000 | Loss: 2.9659 | LR: 2.40e-04 | 1355.7ms/step | 14.8 samples/s +Step 22960/44000 | Loss: 3.0048 | LR: 2.39e-04 | 1351.9ms/step | 14.8 samples/s +Step 22970/44000 | Loss: 2.9550 | LR: 2.39e-04 | 1350.1ms/step | 14.8 samples/s +Step 22980/44000 | Loss: 2.9698 | LR: 2.39e-04 | 1352.9ms/step | 14.8 samples/s +Step 22990/44000 | Loss: 2.9594 | LR: 2.39e-04 | 1355.9ms/step | 14.8 samples/s +Step 23000/44000 | Loss: 2.9546 | LR: 2.39e-04 | 1355.3ms/step | 14.8 samples/s +Validation at step 23000: Loss = 2.9846, Perplexity = 19.78 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-23000 +Step 23010/44000 | Loss: 2.9592 | LR: 2.38e-04 | 3920.1ms/step | 5.1 samples/s +Step 23020/44000 | Loss: 2.9707 | LR: 2.38e-04 | 1351.0ms/step | 14.8 samples/s +Step 23030/44000 | Loss: 2.9741 | LR: 2.38e-04 | 1353.1ms/step | 14.8 samples/s +Step 23040/44000 | Loss: 2.9881 | LR: 2.38e-04 | 1351.9ms/step | 14.8 samples/s +Step 23050/44000 | Loss: 3.0094 | LR: 2.38e-04 | 1353.8ms/step | 14.8 samples/s +Step 23060/44000 | Loss: 2.9722 | LR: 2.38e-04 | 1357.1ms/step | 14.7 samples/s +Step 23070/44000 | Loss: 2.9674 | LR: 2.37e-04 | 1354.1ms/step | 14.8 samples/s +Step 23080/44000 | Loss: 2.9705 | LR: 2.37e-04 | 1357.1ms/step | 14.7 samples/s +Step 23090/44000 | Loss: 2.9807 | LR: 2.37e-04 | 1352.0ms/step | 14.8 samples/s +Step 23100/44000 | Loss: 2.9678 | LR: 2.37e-04 | 1350.7ms/step | 14.8 samples/s +Step 23110/44000 | Loss: 2.9548 | LR: 2.37e-04 | 1354.2ms/step | 14.8 samples/s +Step 23120/44000 | Loss: 2.9632 | LR: 2.36e-04 | 1355.2ms/step | 14.8 samples/s +Step 23130/44000 | Loss: 2.9632 | LR: 2.36e-04 | 1352.5ms/step | 14.8 samples/s +Step 23140/44000 | Loss: 2.9448 | LR: 2.36e-04 | 1349.3ms/step | 14.8 samples/s +Step 23150/44000 | Loss: 2.9512 | LR: 2.36e-04 | 1350.8ms/step | 14.8 samples/s +Step 23160/44000 | Loss: 2.9755 | LR: 2.36e-04 | 1352.6ms/step | 14.8 samples/s +Step 23170/44000 | Loss: 2.9607 | LR: 2.36e-04 | 1357.7ms/step | 14.7 samples/s +Step 23180/44000 | Loss: 2.9762 | LR: 2.35e-04 | 1358.1ms/step | 14.7 samples/s +Step 23190/44000 | Loss: 2.9708 | LR: 2.35e-04 | 1357.2ms/step | 14.7 samples/s +Step 23200/44000 | Loss: 2.9687 | LR: 2.35e-04 | 1355.2ms/step | 14.8 samples/s +Step 23210/44000 | Loss: 2.9542 | LR: 2.35e-04 | 1350.9ms/step | 14.8 samples/s +Step 23220/44000 | Loss: 2.9740 | LR: 2.35e-04 | 1349.3ms/step | 14.8 samples/s +Step 23230/44000 | Loss: 2.9506 | LR: 2.34e-04 | 1349.0ms/step | 14.8 samples/s +Step 23240/44000 | Loss: 2.9725 | LR: 2.34e-04 | 1352.9ms/step | 14.8 samples/s +Step 23250/44000 | Loss: 2.9741 | LR: 2.34e-04 | 1350.2ms/step | 14.8 samples/s +Validation at step 23250: Loss = 2.9832, Perplexity = 19.75 +Step 23260/44000 | Loss: 2.9456 | LR: 2.34e-04 | 3623.8ms/step | 5.5 samples/s +Step 23270/44000 | Loss: 2.9678 | LR: 2.34e-04 | 1354.7ms/step | 14.8 samples/s +Step 23280/44000 | Loss: 2.9820 | LR: 2.34e-04 | 1350.0ms/step | 14.8 samples/s +Step 23290/44000 | Loss: 2.9618 | LR: 2.33e-04 | 1349.9ms/step | 14.8 samples/s +Step 23300/44000 | Loss: 2.9533 | LR: 2.33e-04 | 1352.7ms/step | 14.8 samples/s +Step 23310/44000 | Loss: 2.9336 | LR: 2.33e-04 | 1350.5ms/step | 14.8 samples/s +Step 23320/44000 | Loss: 2.9597 | LR: 2.33e-04 | 1351.6ms/step | 14.8 samples/s +Step 23330/44000 | Loss: 2.9504 | LR: 2.33e-04 | 1348.9ms/step | 14.8 samples/s +Step 23340/44000 | Loss: 2.9772 | LR: 2.32e-04 | 1351.5ms/step | 14.8 samples/s +Step 23350/44000 | Loss: 2.9608 | LR: 2.32e-04 | 1353.8ms/step | 14.8 samples/s +Step 23360/44000 | Loss: 3.0042 | LR: 2.32e-04 | 1353.9ms/step | 14.8 samples/s +Step 23370/44000 | Loss: 2.9549 | LR: 2.32e-04 | 1353.6ms/step | 14.8 samples/s +Step 23380/44000 | Loss: 2.9493 | LR: 2.32e-04 | 1354.5ms/step | 14.8 samples/s +Step 23390/44000 | Loss: 2.9361 | LR: 2.32e-04 | 1352.2ms/step | 14.8 samples/s +Step 23400/44000 | Loss: 2.9729 | LR: 2.31e-04 | 1354.5ms/step | 14.8 samples/s +Step 23410/44000 | Loss: 2.9630 | LR: 2.31e-04 | 1355.0ms/step | 14.8 samples/s +Step 23420/44000 | Loss: 2.9835 | LR: 2.31e-04 | 1355.6ms/step | 14.8 samples/s +Step 23430/44000 | Loss: 2.9524 | LR: 2.31e-04 | 1356.0ms/step | 14.7 samples/s +Step 23440/44000 | Loss: 2.9519 | LR: 2.31e-04 | 1354.8ms/step | 14.8 samples/s +Step 23450/44000 | Loss: 2.9700 | LR: 2.30e-04 | 1355.4ms/step | 14.8 samples/s +Step 23460/44000 | Loss: 2.9539 | LR: 2.30e-04 | 1356.5ms/step | 14.7 samples/s +Step 23470/44000 | Loss: 2.9756 | LR: 2.30e-04 | 1355.2ms/step | 14.8 samples/s +Step 23480/44000 | Loss: 2.9521 | LR: 2.30e-04 | 1352.8ms/step | 14.8 samples/s +Step 23490/44000 | Loss: 2.9682 | LR: 2.30e-04 | 1352.5ms/step | 14.8 samples/s +Step 23500/44000 | Loss: 2.9525 | LR: 2.30e-04 | 1356.8ms/step | 14.7 samples/s +Validation at step 23500: Loss = 2.9805, Perplexity = 19.70 +Step 23510/44000 | Loss: 2.9694 | LR: 2.29e-04 | 3637.9ms/step | 5.5 samples/s +Step 23520/44000 | Loss: 2.9595 | LR: 2.29e-04 | 1360.1ms/step | 14.7 samples/s +Step 23530/44000 | Loss: 2.9594 | LR: 2.29e-04 | 1361.1ms/step | 14.7 samples/s +Step 23540/44000 | Loss: 2.9424 | LR: 2.29e-04 | 1361.0ms/step | 14.7 samples/s +Step 23550/44000 | Loss: 2.9413 | LR: 2.29e-04 | 1358.7ms/step | 14.7 samples/s +Step 23560/44000 | Loss: 2.9600 | LR: 2.29e-04 | 1358.0ms/step | 14.7 samples/s +Step 23570/44000 | Loss: 2.9863 | LR: 2.28e-04 | 1356.0ms/step | 14.7 samples/s +Step 23580/44000 | Loss: 2.9366 | LR: 2.28e-04 | 1352.4ms/step | 14.8 samples/s +Step 23590/44000 | Loss: 2.9784 | LR: 2.28e-04 | 1350.1ms/step | 14.8 samples/s +Step 23600/44000 | Loss: 2.9919 | LR: 2.28e-04 | 1354.3ms/step | 14.8 samples/s +Step 23610/44000 | Loss: 2.9531 | LR: 2.28e-04 | 1353.7ms/step | 14.8 samples/s +Step 23620/44000 | Loss: 2.9591 | LR: 2.27e-04 | 1354.9ms/step | 14.8 samples/s +Step 23630/44000 | Loss: 2.9625 | LR: 2.27e-04 | 1354.9ms/step | 14.8 samples/s +Step 23640/44000 | Loss: 2.9783 | LR: 2.27e-04 | 1360.3ms/step | 14.7 samples/s +Step 23650/44000 | Loss: 2.9879 | LR: 2.27e-04 | 1359.6ms/step | 14.7 samples/s +Step 23660/44000 | Loss: 2.9644 | LR: 2.27e-04 | 1352.2ms/step | 14.8 samples/s +Step 23670/44000 | Loss: 2.9744 | LR: 2.27e-04 | 1350.5ms/step | 14.8 samples/s +Step 23680/44000 | Loss: 2.9721 | LR: 2.26e-04 | 1353.5ms/step | 14.8 samples/s +Step 23690/44000 | Loss: 2.9754 | LR: 2.26e-04 | 1356.9ms/step | 14.7 samples/s +Step 23700/44000 | Loss: 2.9595 | LR: 2.26e-04 | 1351.8ms/step | 14.8 samples/s +Step 23710/44000 | Loss: 2.9436 | LR: 2.26e-04 | 1351.5ms/step | 14.8 samples/s +Step 23720/44000 | Loss: 2.9489 | LR: 2.26e-04 | 1358.3ms/step | 14.7 samples/s +Step 23730/44000 | Loss: 2.9678 | LR: 2.25e-04 | 1354.6ms/step | 14.8 samples/s +Step 23740/44000 | Loss: 2.9660 | LR: 2.25e-04 | 1353.0ms/step | 14.8 samples/s +Step 23750/44000 | Loss: 2.9502 | LR: 2.25e-04 | 1352.9ms/step | 14.8 samples/s +Validation at step 23750: Loss = 2.9780, Perplexity = 19.65 +Step 23760/44000 | Loss: 2.9761 | LR: 2.25e-04 | 3628.2ms/step | 5.5 samples/s +Step 23770/44000 | Loss: 2.9513 | LR: 2.25e-04 | 1359.7ms/step | 14.7 samples/s +Step 23780/44000 | Loss: 2.9479 | LR: 2.25e-04 | 1359.5ms/step | 14.7 samples/s +Step 23790/44000 | Loss: 2.9435 | LR: 2.24e-04 | 1361.3ms/step | 14.7 samples/s +Step 23800/44000 | Loss: 2.9671 | LR: 2.24e-04 | 1359.9ms/step | 14.7 samples/s +Step 23810/44000 | Loss: 2.9430 | LR: 2.24e-04 | 1356.8ms/step | 14.7 samples/s +Step 23820/44000 | Loss: 2.9870 | LR: 2.24e-04 | 1351.2ms/step | 14.8 samples/s +Step 23830/44000 | Loss: 2.9552 | LR: 2.24e-04 | 1350.7ms/step | 14.8 samples/s +Step 23840/44000 | Loss: 2.9680 | LR: 2.23e-04 | 1353.4ms/step | 14.8 samples/s +Step 23850/44000 | Loss: 2.9716 | LR: 2.23e-04 | 1348.6ms/step | 14.8 samples/s +Step 23860/44000 | Loss: 2.9598 | LR: 2.23e-04 | 1348.6ms/step | 14.8 samples/s +Step 23870/44000 | Loss: 2.9734 | LR: 2.23e-04 | 1355.0ms/step | 14.8 samples/s +Step 23880/44000 | Loss: 2.9573 | LR: 2.23e-04 | 1353.4ms/step | 14.8 samples/s +Step 23890/44000 | Loss: 2.9562 | LR: 2.23e-04 | 1349.4ms/step | 14.8 samples/s +Step 23900/44000 | Loss: 2.9542 | LR: 2.22e-04 | 1351.2ms/step | 14.8 samples/s +Step 23910/44000 | Loss: 2.9495 | LR: 2.22e-04 | 1353.1ms/step | 14.8 samples/s +Step 23920/44000 | Loss: 2.9931 | LR: 2.22e-04 | 1352.0ms/step | 14.8 samples/s +Step 23930/44000 | Loss: 2.9669 | LR: 2.22e-04 | 1353.1ms/step | 14.8 samples/s +Step 23940/44000 | Loss: 2.9784 | LR: 2.22e-04 | 1352.0ms/step | 14.8 samples/s +Step 23950/44000 | Loss: 2.9728 | LR: 2.21e-04 | 1356.2ms/step | 14.7 samples/s +Step 23960/44000 | Loss: 2.9955 | LR: 2.21e-04 | 1352.9ms/step | 14.8 samples/s +Step 23970/44000 | Loss: 2.9751 | LR: 2.21e-04 | 1350.8ms/step | 14.8 samples/s +Step 23980/44000 | Loss: 2.9554 | LR: 2.21e-04 | 1353.5ms/step | 14.8 samples/s +Step 23990/44000 | Loss: 2.9330 | LR: 2.21e-04 | 1350.2ms/step | 14.8 samples/s +Step 24000/44000 | Loss: 2.9541 | LR: 2.21e-04 | 1348.5ms/step | 14.8 samples/s +Validation at step 24000: Loss = 2.9764, Perplexity = 19.62 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-24000 +Step 24010/44000 | Loss: 2.9659 | LR: 2.20e-04 | 3902.2ms/step | 5.1 samples/s +Step 24020/44000 | Loss: 2.9608 | LR: 2.20e-04 | 1351.8ms/step | 14.8 samples/s +Step 24030/44000 | Loss: 2.9837 | LR: 2.20e-04 | 1354.5ms/step | 14.8 samples/s +Step 24040/44000 | Loss: 2.9965 | LR: 2.20e-04 | 1351.1ms/step | 14.8 samples/s +Step 24050/44000 | Loss: 2.9861 | LR: 2.20e-04 | 1351.7ms/step | 14.8 samples/s +Step 24060/44000 | Loss: 2.9712 | LR: 2.19e-04 | 1350.7ms/step | 14.8 samples/s +Step 24070/44000 | Loss: 2.9865 | LR: 2.19e-04 | 1350.5ms/step | 14.8 samples/s +Step 24080/44000 | Loss: 2.9461 | LR: 2.19e-04 | 1354.4ms/step | 14.8 samples/s +Step 24090/44000 | Loss: 2.9459 | LR: 2.19e-04 | 1354.2ms/step | 14.8 samples/s +Step 24100/44000 | Loss: 2.9638 | LR: 2.19e-04 | 1354.3ms/step | 14.8 samples/s +Step 24110/44000 | Loss: 2.9745 | LR: 2.19e-04 | 1354.2ms/step | 14.8 samples/s +Step 24120/44000 | Loss: 2.9288 | LR: 2.18e-04 | 1352.9ms/step | 14.8 samples/s +Step 24130/44000 | Loss: 2.9763 | LR: 2.18e-04 | 1350.9ms/step | 14.8 samples/s +Step 24140/44000 | Loss: 2.9537 | LR: 2.18e-04 | 1353.6ms/step | 14.8 samples/s +Step 24150/44000 | Loss: 2.9801 | LR: 2.18e-04 | 1352.6ms/step | 14.8 samples/s +Step 24160/44000 | Loss: 2.9901 | LR: 2.18e-04 | 1352.0ms/step | 14.8 samples/s +Step 24170/44000 | Loss: 2.9455 | LR: 2.17e-04 | 1350.5ms/step | 14.8 samples/s +Step 24180/44000 | Loss: 2.9541 | LR: 2.17e-04 | 1351.0ms/step | 14.8 samples/s +Step 24190/44000 | Loss: 2.9756 | LR: 2.17e-04 | 1351.4ms/step | 14.8 samples/s +Step 24200/44000 | Loss: 2.9481 | LR: 2.17e-04 | 1353.0ms/step | 14.8 samples/s +Step 24210/44000 | Loss: 2.9410 | LR: 2.17e-04 | 1351.6ms/step | 14.8 samples/s +Step 24220/44000 | Loss: 2.9594 | LR: 2.17e-04 | 1353.0ms/step | 14.8 samples/s +Step 24230/44000 | Loss: 2.9819 | LR: 2.16e-04 | 1352.0ms/step | 14.8 samples/s +Step 24240/44000 | Loss: 2.9423 | LR: 2.16e-04 | 1350.4ms/step | 14.8 samples/s +Step 24250/44000 | Loss: 2.9675 | LR: 2.16e-04 | 1351.4ms/step | 14.8 samples/s +Validation at step 24250: Loss = 2.9746, Perplexity = 19.58 +Step 24260/44000 | Loss: 2.9379 | LR: 2.16e-04 | 3619.9ms/step | 5.5 samples/s +Step 24270/44000 | Loss: 2.9584 | LR: 2.16e-04 | 1348.7ms/step | 14.8 samples/s +Step 24280/44000 | Loss: 2.9826 | LR: 2.16e-04 | 1345.5ms/step | 14.9 samples/s +Step 24290/44000 | Loss: 2.9654 | LR: 2.15e-04 | 1343.2ms/step | 14.9 samples/s +Step 24300/44000 | Loss: 2.9487 | LR: 2.15e-04 | 1350.3ms/step | 14.8 samples/s +Step 24310/44000 | Loss: 2.9623 | LR: 2.15e-04 | 1350.5ms/step | 14.8 samples/s +Step 24320/44000 | Loss: 2.9612 | LR: 2.15e-04 | 1348.5ms/step | 14.8 samples/s +Step 24330/44000 | Loss: 2.9798 | LR: 2.15e-04 | 1349.3ms/step | 14.8 samples/s +Step 24340/44000 | Loss: 2.9437 | LR: 2.14e-04 | 1348.8ms/step | 14.8 samples/s +Step 24350/44000 | Loss: 2.9351 | LR: 2.14e-04 | 1348.9ms/step | 14.8 samples/s +Step 24360/44000 | Loss: 2.9614 | LR: 2.14e-04 | 1348.3ms/step | 14.8 samples/s +Step 24370/44000 | Loss: 2.9292 | LR: 2.14e-04 | 1348.4ms/step | 14.8 samples/s +Step 24380/44000 | Loss: 2.9233 | LR: 2.14e-04 | 1348.0ms/step | 14.8 samples/s +Step 24390/44000 | Loss: 2.9313 | LR: 2.14e-04 | 1347.8ms/step | 14.8 samples/s +Step 24400/44000 | Loss: 2.9621 | LR: 2.13e-04 | 1351.3ms/step | 14.8 samples/s +Step 24410/44000 | Loss: 2.9605 | LR: 2.13e-04 | 1351.7ms/step | 14.8 samples/s +Step 24420/44000 | Loss: 2.9737 | LR: 2.13e-04 | 1351.4ms/step | 14.8 samples/s +Step 24430/44000 | Loss: 2.9584 | LR: 2.13e-04 | 1348.6ms/step | 14.8 samples/s +Step 24440/44000 | Loss: 2.9655 | LR: 2.13e-04 | 1346.9ms/step | 14.8 samples/s +Step 24450/44000 | Loss: 2.9318 | LR: 2.12e-04 | 1347.5ms/step | 14.8 samples/s +Step 24460/44000 | Loss: 2.9380 | LR: 2.12e-04 | 1350.2ms/step | 14.8 samples/s +Step 24470/44000 | Loss: 2.9643 | LR: 2.12e-04 | 1352.9ms/step | 14.8 samples/s +Step 24480/44000 | Loss: 2.9598 | LR: 2.12e-04 | 1351.6ms/step | 14.8 samples/s +Step 24490/44000 | Loss: 2.9562 | LR: 2.12e-04 | 1351.1ms/step | 14.8 samples/s +Step 24500/44000 | Loss: 2.9707 | LR: 2.12e-04 | 1348.9ms/step | 14.8 samples/s +Validation at step 24500: Loss = 2.9726, Perplexity = 19.54 +Step 24510/44000 | Loss: 2.9604 | LR: 2.11e-04 | 3618.2ms/step | 5.5 samples/s +Step 24520/44000 | Loss: 2.9289 | LR: 2.11e-04 | 1351.4ms/step | 14.8 samples/s +Step 24530/44000 | Loss: 2.9550 | LR: 2.11e-04 | 1350.6ms/step | 14.8 samples/s +Step 24540/44000 | Loss: 2.9752 | LR: 2.11e-04 | 1350.3ms/step | 14.8 samples/s +Step 24550/44000 | Loss: 2.9880 | LR: 2.11e-04 | 1352.6ms/step | 14.8 samples/s +Step 24560/44000 | Loss: 2.9535 | LR: 2.10e-04 | 1354.2ms/step | 14.8 samples/s +Step 24570/44000 | Loss: 3.0226 | LR: 2.10e-04 | 1352.6ms/step | 14.8 samples/s +Step 24580/44000 | Loss: 2.9369 | LR: 2.10e-04 | 1351.2ms/step | 14.8 samples/s +Step 24590/44000 | Loss: 2.9853 | LR: 2.10e-04 | 1354.0ms/step | 14.8 samples/s +Step 24600/44000 | Loss: 2.9557 | LR: 2.10e-04 | 1354.9ms/step | 14.8 samples/s +Step 24610/44000 | Loss: 2.9723 | LR: 2.10e-04 | 1351.8ms/step | 14.8 samples/s +Step 24620/44000 | Loss: 2.9666 | LR: 2.09e-04 | 1353.6ms/step | 14.8 samples/s +Step 24630/44000 | Loss: 2.9864 | LR: 2.09e-04 | 1353.2ms/step | 14.8 samples/s +Step 24640/44000 | Loss: 2.9576 | LR: 2.09e-04 | 1354.0ms/step | 14.8 samples/s +Step 24650/44000 | Loss: 2.9582 | LR: 2.09e-04 | 1356.1ms/step | 14.7 samples/s +Step 24660/44000 | Loss: 2.9499 | LR: 2.09e-04 | 1354.5ms/step | 14.8 samples/s +Step 24670/44000 | Loss: 2.9529 | LR: 2.09e-04 | 1352.4ms/step | 14.8 samples/s +Step 24680/44000 | Loss: 2.9478 | LR: 2.08e-04 | 1351.8ms/step | 14.8 samples/s +Step 24690/44000 | Loss: 2.9544 | LR: 2.08e-04 | 1352.2ms/step | 14.8 samples/s +Step 24700/44000 | Loss: 2.9498 | LR: 2.08e-04 | 1353.4ms/step | 14.8 samples/s +Step 24710/44000 | Loss: 2.9515 | LR: 2.08e-04 | 1355.0ms/step | 14.8 samples/s +Step 24720/44000 | Loss: 2.9395 | LR: 2.08e-04 | 1354.0ms/step | 14.8 samples/s +Step 24730/44000 | Loss: 2.9519 | LR: 2.07e-04 | 1352.5ms/step | 14.8 samples/s +Step 24740/44000 | Loss: 2.9988 | LR: 2.07e-04 | 1349.2ms/step | 14.8 samples/s +Step 24750/44000 | Loss: 2.9343 | LR: 2.07e-04 | 1350.1ms/step | 14.8 samples/s +Validation at step 24750: Loss = 2.9710, Perplexity = 19.51 +Step 24760/44000 | Loss: 2.9553 | LR: 2.07e-04 | 3624.4ms/step | 5.5 samples/s +Step 24770/44000 | Loss: 2.9566 | LR: 2.07e-04 | 1351.0ms/step | 14.8 samples/s +Step 24780/44000 | Loss: 2.9797 | LR: 2.07e-04 | 1348.4ms/step | 14.8 samples/s +Step 24790/44000 | Loss: 2.9355 | LR: 2.06e-04 | 1349.5ms/step | 14.8 samples/s +Step 24800/44000 | Loss: 2.9402 | LR: 2.06e-04 | 1347.7ms/step | 14.8 samples/s +Step 24810/44000 | Loss: 2.9712 | LR: 2.06e-04 | 1350.1ms/step | 14.8 samples/s +Step 24820/44000 | Loss: 2.9548 | LR: 2.06e-04 | 1349.0ms/step | 14.8 samples/s +Step 24830/44000 | Loss: 2.9297 | LR: 2.06e-04 | 1349.1ms/step | 14.8 samples/s +Step 24840/44000 | Loss: 2.9473 | LR: 2.05e-04 | 1353.2ms/step | 14.8 samples/s +Step 24850/44000 | Loss: 2.9508 | LR: 2.05e-04 | 1349.7ms/step | 14.8 samples/s +Step 24860/44000 | Loss: 2.9516 | LR: 2.05e-04 | 1348.5ms/step | 14.8 samples/s +Step 24870/44000 | Loss: 2.9408 | LR: 2.05e-04 | 1351.1ms/step | 14.8 samples/s +Step 24880/44000 | Loss: 2.9674 | LR: 2.05e-04 | 1350.5ms/step | 14.8 samples/s +Step 24890/44000 | Loss: 2.9910 | LR: 2.05e-04 | 1351.0ms/step | 14.8 samples/s +Step 24900/44000 | Loss: 2.9470 | LR: 2.04e-04 | 1349.6ms/step | 14.8 samples/s +Step 24910/44000 | Loss: 2.9561 | LR: 2.04e-04 | 1349.0ms/step | 14.8 samples/s +Step 24920/44000 | Loss: 2.9625 | LR: 2.04e-04 | 1348.9ms/step | 14.8 samples/s +Step 24930/44000 | Loss: 2.9569 | LR: 2.04e-04 | 1350.9ms/step | 14.8 samples/s +Step 24940/44000 | Loss: 2.9671 | LR: 2.04e-04 | 1351.3ms/step | 14.8 samples/s +Step 24950/44000 | Loss: 2.9430 | LR: 2.04e-04 | 1351.6ms/step | 14.8 samples/s +Step 24960/44000 | Loss: 2.9920 | LR: 2.03e-04 | 1346.5ms/step | 14.9 samples/s +Step 24970/44000 | Loss: 2.9435 | LR: 2.03e-04 | 1346.9ms/step | 14.8 samples/s +Step 24980/44000 | Loss: 2.9768 | LR: 2.03e-04 | 1350.8ms/step | 14.8 samples/s +Step 24990/44000 | Loss: 2.9286 | LR: 2.03e-04 | 1353.6ms/step | 14.8 samples/s +Step 25000/44000 | Loss: 2.9729 | LR: 2.03e-04 | 1353.5ms/step | 14.8 samples/s +Validation at step 25000: Loss = 2.9680, Perplexity = 19.45 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-25000 +Step 25010/44000 | Loss: 2.9335 | LR: 2.02e-04 | 3916.7ms/step | 5.1 samples/s +Step 25020/44000 | Loss: 2.9638 | LR: 2.02e-04 | 1349.6ms/step | 14.8 samples/s +Step 25030/44000 | Loss: 2.9450 | LR: 2.02e-04 | 1350.6ms/step | 14.8 samples/s +Step 25040/44000 | Loss: 2.9595 | LR: 2.02e-04 | 1348.8ms/step | 14.8 samples/s +Step 25050/44000 | Loss: 2.9503 | LR: 2.02e-04 | 1351.5ms/step | 14.8 samples/s +Step 25060/44000 | Loss: 2.9471 | LR: 2.02e-04 | 1352.1ms/step | 14.8 samples/s +Step 25070/44000 | Loss: 2.9708 | LR: 2.01e-04 | 1348.8ms/step | 14.8 samples/s +Step 25080/44000 | Loss: 2.9338 | LR: 2.01e-04 | 1354.4ms/step | 14.8 samples/s +Step 25090/44000 | Loss: 2.9724 | LR: 2.01e-04 | 1353.4ms/step | 14.8 samples/s +Step 25100/44000 | Loss: 2.9322 | LR: 2.01e-04 | 1352.0ms/step | 14.8 samples/s +Step 25110/44000 | Loss: 2.9580 | LR: 2.01e-04 | 1350.9ms/step | 14.8 samples/s +Step 25120/44000 | Loss: 2.9322 | LR: 2.00e-04 | 1351.9ms/step | 14.8 samples/s +Step 25130/44000 | Loss: 2.9853 | LR: 2.00e-04 | 1350.6ms/step | 14.8 samples/s +Step 25140/44000 | Loss: 2.9945 | LR: 2.00e-04 | 1352.5ms/step | 14.8 samples/s +Step 25150/44000 | Loss: 2.9184 | LR: 2.00e-04 | 1347.0ms/step | 14.8 samples/s +Step 25160/44000 | Loss: 2.9311 | LR: 2.00e-04 | 1346.1ms/step | 14.9 samples/s +Step 25170/44000 | Loss: 2.9667 | LR: 2.00e-04 | 1350.0ms/step | 14.8 samples/s +Step 25180/44000 | Loss: 2.9066 | LR: 1.99e-04 | 1353.8ms/step | 14.8 samples/s +Step 25190/44000 | Loss: 2.9495 | LR: 1.99e-04 | 1351.8ms/step | 14.8 samples/s +Step 25200/44000 | Loss: 2.9705 | LR: 1.99e-04 | 1353.6ms/step | 14.8 samples/s +Step 25210/44000 | Loss: 2.9660 | LR: 1.99e-04 | 1350.1ms/step | 14.8 samples/s +Step 25220/44000 | Loss: 2.9343 | LR: 1.99e-04 | 1348.7ms/step | 14.8 samples/s +Step 25230/44000 | Loss: 2.9548 | LR: 1.99e-04 | 1346.7ms/step | 14.9 samples/s +Step 25240/44000 | Loss: 2.9369 | LR: 1.98e-04 | 1350.2ms/step | 14.8 samples/s +Step 25250/44000 | Loss: 2.9691 | LR: 1.98e-04 | 1352.8ms/step | 14.8 samples/s +Validation at step 25250: Loss = 2.9668, Perplexity = 19.43 +Step 25260/44000 | Loss: 2.9296 | LR: 1.98e-04 | 3611.4ms/step | 5.5 samples/s +Step 25270/44000 | Loss: 2.9609 | LR: 1.98e-04 | 1349.5ms/step | 14.8 samples/s +Step 25280/44000 | Loss: 2.9273 | LR: 1.98e-04 | 1348.5ms/step | 14.8 samples/s +Step 25290/44000 | Loss: 2.9490 | LR: 1.97e-04 | 1349.0ms/step | 14.8 samples/s +Step 25300/44000 | Loss: 2.9528 | LR: 1.97e-04 | 1350.7ms/step | 14.8 samples/s +Step 25310/44000 | Loss: 2.9035 | LR: 1.97e-04 | 1350.1ms/step | 14.8 samples/s +Step 25320/44000 | Loss: 2.9442 | LR: 1.97e-04 | 1348.8ms/step | 14.8 samples/s +Step 25330/44000 | Loss: 2.9553 | LR: 1.97e-04 | 1353.9ms/step | 14.8 samples/s +Step 25340/44000 | Loss: 2.9477 | LR: 1.97e-04 | 1351.6ms/step | 14.8 samples/s +Step 25350/44000 | Loss: 2.9386 | LR: 1.96e-04 | 1351.1ms/step | 14.8 samples/s +Step 25360/44000 | Loss: 2.9872 | LR: 1.96e-04 | 1352.9ms/step | 14.8 samples/s +Step 25370/44000 | Loss: 2.9339 | LR: 1.96e-04 | 1351.3ms/step | 14.8 samples/s +Step 25380/44000 | Loss: 2.9746 | LR: 1.96e-04 | 1351.4ms/step | 14.8 samples/s +Step 25390/44000 | Loss: 2.9462 | LR: 1.96e-04 | 1351.4ms/step | 14.8 samples/s +Step 25400/44000 | Loss: 2.9602 | LR: 1.96e-04 | 1354.2ms/step | 14.8 samples/s +Step 25410/44000 | Loss: 2.9898 | LR: 1.95e-04 | 1352.1ms/step | 14.8 samples/s +Step 25420/44000 | Loss: 2.9732 | LR: 1.95e-04 | 1353.2ms/step | 14.8 samples/s +Step 25430/44000 | Loss: 2.9518 | LR: 1.95e-04 | 1353.9ms/step | 14.8 samples/s +Step 25440/44000 | Loss: 2.9523 | LR: 1.95e-04 | 1351.6ms/step | 14.8 samples/s +Step 25450/44000 | Loss: 2.9883 | LR: 1.95e-04 | 1353.1ms/step | 14.8 samples/s +Step 25460/44000 | Loss: 2.9608 | LR: 1.94e-04 | 1349.9ms/step | 14.8 samples/s +Step 25470/44000 | Loss: 2.9400 | LR: 1.94e-04 | 1346.1ms/step | 14.9 samples/s +Step 25480/44000 | Loss: 2.9544 | LR: 1.94e-04 | 1348.4ms/step | 14.8 samples/s +Step 25490/44000 | Loss: 2.9548 | LR: 1.94e-04 | 1353.8ms/step | 14.8 samples/s +Step 25500/44000 | Loss: 2.9458 | LR: 1.94e-04 | 1354.0ms/step | 14.8 samples/s +Validation at step 25500: Loss = 2.9652, Perplexity = 19.40 +Step 25510/44000 | Loss: 2.9347 | LR: 1.94e-04 | 3618.5ms/step | 5.5 samples/s +Step 25520/44000 | Loss: 2.9324 | LR: 1.93e-04 | 1349.4ms/step | 14.8 samples/s +Step 25530/44000 | Loss: 2.9352 | LR: 1.93e-04 | 1350.3ms/step | 14.8 samples/s +Step 25540/44000 | Loss: 2.9430 | LR: 1.93e-04 | 1351.3ms/step | 14.8 samples/s +Step 25550/44000 | Loss: 2.9557 | LR: 1.93e-04 | 1351.2ms/step | 14.8 samples/s +Step 25560/44000 | Loss: 2.9616 | LR: 1.93e-04 | 1349.0ms/step | 14.8 samples/s +Step 25570/44000 | Loss: 2.9447 | LR: 1.92e-04 | 1356.7ms/step | 14.7 samples/s +Step 25580/44000 | Loss: 2.9770 | LR: 1.92e-04 | 1358.0ms/step | 14.7 samples/s +Step 25590/44000 | Loss: 2.9543 | LR: 1.92e-04 | 1353.3ms/step | 14.8 samples/s +Step 25600/44000 | Loss: 2.9231 | LR: 1.92e-04 | 1351.3ms/step | 14.8 samples/s +Step 25610/44000 | Loss: 2.9387 | LR: 1.92e-04 | 1350.9ms/step | 14.8 samples/s +Step 25620/44000 | Loss: 2.9269 | LR: 1.92e-04 | 1352.7ms/step | 14.8 samples/s +Step 25630/44000 | Loss: 2.9567 | LR: 1.91e-04 | 1355.1ms/step | 14.8 samples/s +Step 25640/44000 | Loss: 2.9411 | LR: 1.91e-04 | 1353.7ms/step | 14.8 samples/s +Step 25650/44000 | Loss: 2.9467 | LR: 1.91e-04 | 1353.0ms/step | 14.8 samples/s +Step 25660/44000 | Loss: 2.9671 | LR: 1.91e-04 | 1352.0ms/step | 14.8 samples/s +Step 25670/44000 | Loss: 2.9583 | LR: 1.91e-04 | 1354.6ms/step | 14.8 samples/s +Step 25680/44000 | Loss: 2.9251 | LR: 1.91e-04 | 1357.5ms/step | 14.7 samples/s +Step 25690/44000 | Loss: 2.9448 | LR: 1.90e-04 | 1359.7ms/step | 14.7 samples/s +Step 25700/44000 | Loss: 2.9263 | LR: 1.90e-04 | 1357.3ms/step | 14.7 samples/s +Step 25710/44000 | Loss: 2.9433 | LR: 1.90e-04 | 1352.8ms/step | 14.8 samples/s +Step 25720/44000 | Loss: 2.9358 | LR: 1.90e-04 | 1354.3ms/step | 14.8 samples/s +Step 25730/44000 | Loss: 2.9293 | LR: 1.90e-04 | 1354.5ms/step | 14.8 samples/s +Step 25740/44000 | Loss: 2.9427 | LR: 1.89e-04 | 1354.1ms/step | 14.8 samples/s +Step 25750/44000 | Loss: 2.9440 | LR: 1.89e-04 | 1355.7ms/step | 14.8 samples/s +Validation at step 25750: Loss = 2.9636, Perplexity = 19.37 +Step 25760/44000 | Loss: 2.9430 | LR: 1.89e-04 | 3620.2ms/step | 5.5 samples/s +Step 25770/44000 | Loss: 2.9659 | LR: 1.89e-04 | 1344.1ms/step | 14.9 samples/s +Step 25780/44000 | Loss: 2.9513 | LR: 1.89e-04 | 1346.8ms/step | 14.9 samples/s +Step 25790/44000 | Loss: 2.9871 | LR: 1.89e-04 | 1348.0ms/step | 14.8 samples/s +Step 25800/44000 | Loss: 2.9089 | LR: 1.88e-04 | 1348.3ms/step | 14.8 samples/s +Step 25810/44000 | Loss: 2.9438 | LR: 1.88e-04 | 1352.2ms/step | 14.8 samples/s +Step 25820/44000 | Loss: 2.9453 | LR: 1.88e-04 | 1351.2ms/step | 14.8 samples/s +Step 25830/44000 | Loss: 2.9477 | LR: 1.88e-04 | 1348.6ms/step | 14.8 samples/s +Step 25840/44000 | Loss: 2.9599 | LR: 1.88e-04 | 1348.7ms/step | 14.8 samples/s +Step 25850/44000 | Loss: 2.9234 | LR: 1.88e-04 | 1348.5ms/step | 14.8 samples/s +Step 25860/44000 | Loss: 2.9210 | LR: 1.87e-04 | 1350.9ms/step | 14.8 samples/s +Step 25870/44000 | Loss: 2.9241 | LR: 1.87e-04 | 1353.8ms/step | 14.8 samples/s +Step 25880/44000 | Loss: 2.9673 | LR: 1.87e-04 | 1352.8ms/step | 14.8 samples/s +Step 25890/44000 | Loss: 2.9470 | LR: 1.87e-04 | 1350.5ms/step | 14.8 samples/s +Step 25900/44000 | Loss: 2.9511 | LR: 1.87e-04 | 1347.9ms/step | 14.8 samples/s +Step 25910/44000 | Loss: 2.9348 | LR: 1.87e-04 | 1347.8ms/step | 14.8 samples/s +Step 25920/44000 | Loss: 2.9322 | LR: 1.86e-04 | 1345.2ms/step | 14.9 samples/s +Step 25930/44000 | Loss: 2.9638 | LR: 1.86e-04 | 1345.9ms/step | 14.9 samples/s +Step 25940/44000 | Loss: 2.9236 | LR: 1.86e-04 | 1351.4ms/step | 14.8 samples/s +Step 25950/44000 | Loss: 2.9245 | LR: 1.86e-04 | 1350.3ms/step | 14.8 samples/s +Step 25960/44000 | Loss: 2.9410 | LR: 1.86e-04 | 1348.6ms/step | 14.8 samples/s +Step 25970/44000 | Loss: 2.9201 | LR: 1.85e-04 | 1351.1ms/step | 14.8 samples/s +Step 25980/44000 | Loss: 2.9618 | LR: 1.85e-04 | 1350.5ms/step | 14.8 samples/s +Step 25990/44000 | Loss: 2.9554 | LR: 1.85e-04 | 1348.9ms/step | 14.8 samples/s +Step 26000/44000 | Loss: 2.9341 | LR: 1.85e-04 | 1346.3ms/step | 14.9 samples/s +Validation at step 26000: Loss = 2.9620, Perplexity = 19.34 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-26000 +Step 26010/44000 | Loss: 2.9500 | LR: 1.85e-04 | 3922.9ms/step | 5.1 samples/s +Step 26020/44000 | Loss: 2.9485 | LR: 1.85e-04 | 1348.3ms/step | 14.8 samples/s +Step 26030/44000 | Loss: 2.9353 | LR: 1.84e-04 | 1347.8ms/step | 14.8 samples/s +Step 26040/44000 | Loss: 2.9216 | LR: 1.84e-04 | 1345.5ms/step | 14.9 samples/s +Step 26050/44000 | Loss: 2.9593 | LR: 1.84e-04 | 1348.9ms/step | 14.8 samples/s +Step 26060/44000 | Loss: 2.9089 | LR: 1.84e-04 | 1348.6ms/step | 14.8 samples/s +Step 26070/44000 | Loss: 2.9374 | LR: 1.84e-04 | 1351.4ms/step | 14.8 samples/s +Step 26080/44000 | Loss: 2.9235 | LR: 1.84e-04 | 1349.4ms/step | 14.8 samples/s +Step 26090/44000 | Loss: 2.9378 | LR: 1.83e-04 | 1350.0ms/step | 14.8 samples/s +Step 26100/44000 | Loss: 2.9399 | LR: 1.83e-04 | 1348.5ms/step | 14.8 samples/s +Step 26110/44000 | Loss: 2.9567 | LR: 1.83e-04 | 1344.4ms/step | 14.9 samples/s +Step 26120/44000 | Loss: 2.9364 | LR: 1.83e-04 | 1345.1ms/step | 14.9 samples/s +Step 26130/44000 | Loss: 2.9579 | LR: 1.83e-04 | 1344.2ms/step | 14.9 samples/s +Step 26140/44000 | Loss: 2.9618 | LR: 1.82e-04 | 1346.5ms/step | 14.9 samples/s +Step 26150/44000 | Loss: 2.9535 | LR: 1.82e-04 | 1350.9ms/step | 14.8 samples/s +Step 26160/44000 | Loss: 2.9378 | LR: 1.82e-04 | 1347.6ms/step | 14.8 samples/s +Step 26170/44000 | Loss: 2.9412 | LR: 1.82e-04 | 1348.5ms/step | 14.8 samples/s +Step 26180/44000 | Loss: 2.9546 | LR: 1.82e-04 | 1348.1ms/step | 14.8 samples/s +Step 26190/44000 | Loss: 2.9270 | LR: 1.82e-04 | 1347.2ms/step | 14.8 samples/s +Step 26200/44000 | Loss: 2.9084 | LR: 1.81e-04 | 1344.8ms/step | 14.9 samples/s +Step 26210/44000 | Loss: 2.9724 | LR: 1.81e-04 | 1346.8ms/step | 14.9 samples/s +Step 26220/44000 | Loss: 2.9449 | LR: 1.81e-04 | 1346.8ms/step | 14.9 samples/s +Step 26230/44000 | Loss: 2.9552 | LR: 1.81e-04 | 1346.6ms/step | 14.9 samples/s +Step 26240/44000 | Loss: 2.9459 | LR: 1.81e-04 | 1347.9ms/step | 14.8 samples/s +Step 26250/44000 | Loss: 2.9553 | LR: 1.81e-04 | 1350.1ms/step | 14.8 samples/s +Validation at step 26250: Loss = 2.9607, Perplexity = 19.31 +Step 26260/44000 | Loss: 2.9386 | LR: 1.80e-04 | 3613.5ms/step | 5.5 samples/s +Step 26270/44000 | Loss: 2.9357 | LR: 1.80e-04 | 1346.9ms/step | 14.8 samples/s +Step 26280/44000 | Loss: 2.9554 | LR: 1.80e-04 | 1345.8ms/step | 14.9 samples/s +Step 26290/44000 | Loss: 2.9687 | LR: 1.80e-04 | 1344.6ms/step | 14.9 samples/s +Step 26300/44000 | Loss: 2.9495 | LR: 1.80e-04 | 1345.3ms/step | 14.9 samples/s +Step 26310/44000 | Loss: 2.9350 | LR: 1.80e-04 | 1344.6ms/step | 14.9 samples/s +Step 26320/44000 | Loss: 2.9532 | LR: 1.79e-04 | 1345.3ms/step | 14.9 samples/s +Step 26330/44000 | Loss: 2.9857 | LR: 1.79e-04 | 1346.0ms/step | 14.9 samples/s +Step 26340/44000 | Loss: 2.9407 | LR: 1.79e-04 | 1347.6ms/step | 14.8 samples/s +Step 26350/44000 | Loss: 2.9559 | LR: 1.79e-04 | 1347.9ms/step | 14.8 samples/s +Step 26360/44000 | Loss: 2.9323 | LR: 1.79e-04 | 1347.8ms/step | 14.8 samples/s +Step 26370/44000 | Loss: 2.9577 | LR: 1.78e-04 | 1348.2ms/step | 14.8 samples/s +Step 26380/44000 | Loss: 2.9622 | LR: 1.78e-04 | 1348.4ms/step | 14.8 samples/s +Step 26390/44000 | Loss: 2.9605 | LR: 1.78e-04 | 1348.7ms/step | 14.8 samples/s +Step 26400/44000 | Loss: 2.9625 | LR: 1.78e-04 | 1348.4ms/step | 14.8 samples/s +Step 26410/44000 | Loss: 2.9249 | LR: 1.78e-04 | 1348.3ms/step | 14.8 samples/s +Step 26420/44000 | Loss: 2.9206 | LR: 1.78e-04 | 1350.2ms/step | 14.8 samples/s +Step 26430/44000 | Loss: 2.9617 | LR: 1.77e-04 | 1349.6ms/step | 14.8 samples/s +Step 26440/44000 | Loss: 2.9192 | LR: 1.77e-04 | 1348.4ms/step | 14.8 samples/s +Step 26450/44000 | Loss: 2.9446 | LR: 1.77e-04 | 1350.0ms/step | 14.8 samples/s +Step 26460/44000 | Loss: 2.9478 | LR: 1.77e-04 | 1350.3ms/step | 14.8 samples/s +Step 26470/44000 | Loss: 2.9393 | LR: 1.77e-04 | 1348.3ms/step | 14.8 samples/s +Step 26480/44000 | Loss: 2.9371 | LR: 1.77e-04 | 1351.0ms/step | 14.8 samples/s +Step 26490/44000 | Loss: 2.9740 | LR: 1.76e-04 | 1349.6ms/step | 14.8 samples/s +Step 26500/44000 | Loss: 2.9568 | LR: 1.76e-04 | 1349.7ms/step | 14.8 samples/s +Validation at step 26500: Loss = 2.9592, Perplexity = 19.28 +Step 26510/44000 | Loss: 2.9680 | LR: 1.76e-04 | 3607.7ms/step | 5.5 samples/s +Step 26520/44000 | Loss: 2.9433 | LR: 1.76e-04 | 1345.0ms/step | 14.9 samples/s +Step 26530/44000 | Loss: 2.9466 | LR: 1.76e-04 | 1345.1ms/step | 14.9 samples/s +Step 26540/44000 | Loss: 2.9549 | LR: 1.76e-04 | 1349.3ms/step | 14.8 samples/s +Step 26550/44000 | Loss: 2.9597 | LR: 1.75e-04 | 1351.0ms/step | 14.8 samples/s +Step 26560/44000 | Loss: 2.9916 | LR: 1.75e-04 | 1352.2ms/step | 14.8 samples/s +Step 26570/44000 | Loss: 2.9179 | LR: 1.75e-04 | 1352.0ms/step | 14.8 samples/s +Step 26580/44000 | Loss: 2.9701 | LR: 1.75e-04 | 1348.6ms/step | 14.8 samples/s +Step 26590/44000 | Loss: 2.9732 | LR: 1.75e-04 | 1349.4ms/step | 14.8 samples/s +Step 26600/44000 | Loss: 2.9441 | LR: 1.74e-04 | 1348.4ms/step | 14.8 samples/s +Step 26610/44000 | Loss: 2.9523 | LR: 1.74e-04 | 1348.6ms/step | 14.8 samples/s +Step 26620/44000 | Loss: 2.9306 | LR: 1.74e-04 | 1348.4ms/step | 14.8 samples/s +Step 26630/44000 | Loss: 2.9379 | LR: 1.74e-04 | 1347.1ms/step | 14.8 samples/s +Step 26640/44000 | Loss: 2.9337 | LR: 1.74e-04 | 1348.1ms/step | 14.8 samples/s +Step 26650/44000 | Loss: 2.9653 | LR: 1.74e-04 | 1347.7ms/step | 14.8 samples/s +Step 26660/44000 | Loss: 2.9534 | LR: 1.73e-04 | 1345.9ms/step | 14.9 samples/s +Step 26670/44000 | Loss: 2.9407 | LR: 1.73e-04 | 1346.4ms/step | 14.9 samples/s +Step 26680/44000 | Loss: 2.9555 | LR: 1.73e-04 | 1345.7ms/step | 14.9 samples/s +Step 26690/44000 | Loss: 2.9630 | LR: 1.73e-04 | 1346.8ms/step | 14.8 samples/s +Step 26700/44000 | Loss: 2.9591 | LR: 1.73e-04 | 1348.2ms/step | 14.8 samples/s +Step 26710/44000 | Loss: 2.9288 | LR: 1.73e-04 | 1346.2ms/step | 14.9 samples/s +Step 26720/44000 | Loss: 2.9371 | LR: 1.72e-04 | 1346.6ms/step | 14.9 samples/s +Step 26730/44000 | Loss: 2.9248 | LR: 1.72e-04 | 1351.5ms/step | 14.8 samples/s +Step 26740/44000 | Loss: 2.9481 | LR: 1.72e-04 | 1347.2ms/step | 14.8 samples/s +Step 26750/44000 | Loss: 2.9857 | LR: 1.72e-04 | 1346.0ms/step | 14.9 samples/s +Validation at step 26750: Loss = 2.9580, Perplexity = 19.26 +Step 26760/44000 | Loss: 2.9376 | LR: 1.72e-04 | 3623.1ms/step | 5.5 samples/s +Step 26770/44000 | Loss: 2.9142 | LR: 1.72e-04 | 1353.4ms/step | 14.8 samples/s +Step 26780/44000 | Loss: 2.9273 | LR: 1.71e-04 | 1352.7ms/step | 14.8 samples/s +Step 26790/44000 | Loss: 2.9402 | LR: 1.71e-04 | 1352.9ms/step | 14.8 samples/s +Step 26800/44000 | Loss: 2.9498 | LR: 1.71e-04 | 1351.2ms/step | 14.8 samples/s +Step 26810/44000 | Loss: 2.9510 | LR: 1.71e-04 | 1343.8ms/step | 14.9 samples/s +Step 26820/44000 | Loss: 2.9670 | LR: 1.71e-04 | 1347.0ms/step | 14.8 samples/s +Step 26830/44000 | Loss: 2.9442 | LR: 1.71e-04 | 1347.7ms/step | 14.8 samples/s +Step 26840/44000 | Loss: 2.9647 | LR: 1.70e-04 | 1347.4ms/step | 14.8 samples/s +Step 26850/44000 | Loss: 2.9429 | LR: 1.70e-04 | 1346.1ms/step | 14.9 samples/s +Step 26860/44000 | Loss: 2.9264 | LR: 1.70e-04 | 1344.4ms/step | 14.9 samples/s +Step 26870/44000 | Loss: 2.9539 | LR: 1.70e-04 | 1345.7ms/step | 14.9 samples/s +Step 26880/44000 | Loss: 2.9178 | LR: 1.70e-04 | 1344.6ms/step | 14.9 samples/s +Step 26890/44000 | Loss: 2.9658 | LR: 1.69e-04 | 1347.6ms/step | 14.8 samples/s +Step 26900/44000 | Loss: 2.9141 | LR: 1.69e-04 | 1343.4ms/step | 14.9 samples/s +Step 26910/44000 | Loss: 2.9595 | LR: 1.69e-04 | 1342.9ms/step | 14.9 samples/s +Step 26920/44000 | Loss: 2.9317 | LR: 1.69e-04 | 1344.9ms/step | 14.9 samples/s +Step 26930/44000 | Loss: 2.9334 | LR: 1.69e-04 | 1346.2ms/step | 14.9 samples/s +Step 26940/44000 | Loss: 2.9465 | LR: 1.69e-04 | 1350.8ms/step | 14.8 samples/s +Step 26950/44000 | Loss: 2.9502 | LR: 1.68e-04 | 1350.9ms/step | 14.8 samples/s +Step 26960/44000 | Loss: 2.9335 | LR: 1.68e-04 | 1350.1ms/step | 14.8 samples/s +Step 26970/44000 | Loss: 2.9352 | LR: 1.68e-04 | 1350.0ms/step | 14.8 samples/s +Step 26980/44000 | Loss: 2.9685 | LR: 1.68e-04 | 1347.7ms/step | 14.8 samples/s +Step 26990/44000 | Loss: 2.9306 | LR: 1.68e-04 | 1348.0ms/step | 14.8 samples/s +Step 27000/44000 | Loss: 2.9438 | LR: 1.68e-04 | 1342.1ms/step | 14.9 samples/s +Validation at step 27000: Loss = 2.9561, Perplexity = 19.22 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-27000 +Step 27010/44000 | Loss: 2.9589 | LR: 1.67e-04 | 3910.5ms/step | 5.1 samples/s +Step 27020/44000 | Loss: 2.9410 | LR: 1.67e-04 | 1342.2ms/step | 14.9 samples/s +Step 27030/44000 | Loss: 2.9584 | LR: 1.67e-04 | 1343.2ms/step | 14.9 samples/s +Step 27040/44000 | Loss: 2.9467 | LR: 1.67e-04 | 1344.1ms/step | 14.9 samples/s +Step 27050/44000 | Loss: 2.9563 | LR: 1.67e-04 | 1346.5ms/step | 14.9 samples/s +Step 27060/44000 | Loss: 2.9146 | LR: 1.67e-04 | 1347.5ms/step | 14.8 samples/s +Step 27070/44000 | Loss: 2.9508 | LR: 1.66e-04 | 1347.2ms/step | 14.8 samples/s +Step 27080/44000 | Loss: 2.9524 | LR: 1.66e-04 | 1345.6ms/step | 14.9 samples/s +Step 27090/44000 | Loss: 2.9381 | LR: 1.66e-04 | 1343.8ms/step | 14.9 samples/s +Step 27100/44000 | Loss: 2.9257 | LR: 1.66e-04 | 1344.4ms/step | 14.9 samples/s +Step 27110/44000 | Loss: 2.9204 | LR: 1.66e-04 | 1347.3ms/step | 14.8 samples/s +Step 27120/44000 | Loss: 2.9276 | LR: 1.66e-04 | 1346.6ms/step | 14.9 samples/s +Step 27130/44000 | Loss: 2.9210 | LR: 1.65e-04 | 1346.3ms/step | 14.9 samples/s +Step 27140/44000 | Loss: 2.9341 | LR: 1.65e-04 | 1346.3ms/step | 14.9 samples/s +Step 27150/44000 | Loss: 2.9529 | LR: 1.65e-04 | 1347.2ms/step | 14.8 samples/s +Step 27160/44000 | Loss: 2.9183 | LR: 1.65e-04 | 1345.4ms/step | 14.9 samples/s +Step 27170/44000 | Loss: 2.9467 | LR: 1.65e-04 | 1342.2ms/step | 14.9 samples/s +Step 27180/44000 | Loss: 2.9534 | LR: 1.65e-04 | 1345.4ms/step | 14.9 samples/s +Step 27190/44000 | Loss: 2.9513 | LR: 1.64e-04 | 1342.9ms/step | 14.9 samples/s +Step 27200/44000 | Loss: 2.9561 | LR: 1.64e-04 | 1345.2ms/step | 14.9 samples/s +Step 27210/44000 | Loss: 2.9419 | LR: 1.64e-04 | 1346.3ms/step | 14.9 samples/s +Step 27220/44000 | Loss: 2.9239 | LR: 1.64e-04 | 1345.7ms/step | 14.9 samples/s +Step 27230/44000 | Loss: 2.9174 | LR: 1.64e-04 | 1345.7ms/step | 14.9 samples/s +Step 27240/44000 | Loss: 2.9503 | LR: 1.63e-04 | 1345.1ms/step | 14.9 samples/s +Step 27250/44000 | Loss: 2.9197 | LR: 1.63e-04 | 1344.3ms/step | 14.9 samples/s +Validation at step 27250: Loss = 2.9549, Perplexity = 19.20 +Step 27260/44000 | Loss: 2.9595 | LR: 1.63e-04 | 3606.6ms/step | 5.5 samples/s +Step 27270/44000 | Loss: 2.9702 | LR: 1.63e-04 | 1346.8ms/step | 14.9 samples/s +Step 27280/44000 | Loss: 2.9603 | LR: 1.63e-04 | 1345.5ms/step | 14.9 samples/s +Step 27290/44000 | Loss: 2.9297 | LR: 1.63e-04 | 1347.8ms/step | 14.8 samples/s +Step 27300/44000 | Loss: 2.9190 | LR: 1.62e-04 | 1347.7ms/step | 14.8 samples/s +Step 27310/44000 | Loss: 2.9485 | LR: 1.62e-04 | 1348.9ms/step | 14.8 samples/s +Step 27320/44000 | Loss: 2.9561 | LR: 1.62e-04 | 1349.3ms/step | 14.8 samples/s +Step 27330/44000 | Loss: 2.9591 | LR: 1.62e-04 | 1344.5ms/step | 14.9 samples/s +Step 27340/44000 | Loss: 2.9156 | LR: 1.62e-04 | 1343.0ms/step | 14.9 samples/s +Step 27350/44000 | Loss: 2.9143 | LR: 1.62e-04 | 1342.5ms/step | 14.9 samples/s +Step 27360/44000 | Loss: 2.9203 | LR: 1.61e-04 | 1343.4ms/step | 14.9 samples/s +Step 27370/44000 | Loss: 2.9278 | LR: 1.61e-04 | 1344.1ms/step | 14.9 samples/s +Step 27380/44000 | Loss: 2.9721 | LR: 1.61e-04 | 1346.6ms/step | 14.9 samples/s +Step 27390/44000 | Loss: 2.9293 | LR: 1.61e-04 | 1344.0ms/step | 14.9 samples/s +Step 27400/44000 | Loss: 2.9581 | LR: 1.61e-04 | 1343.3ms/step | 14.9 samples/s +Step 27410/44000 | Loss: 2.9393 | LR: 1.61e-04 | 1343.1ms/step | 14.9 samples/s +Step 27420/44000 | Loss: 2.9323 | LR: 1.60e-04 | 1346.0ms/step | 14.9 samples/s +Step 27430/44000 | Loss: 2.9554 | LR: 1.60e-04 | 1350.4ms/step | 14.8 samples/s +Step 27440/44000 | Loss: 2.9454 | LR: 1.60e-04 | 1347.6ms/step | 14.8 samples/s +Step 27450/44000 | Loss: 2.9130 | LR: 1.60e-04 | 1347.7ms/step | 14.8 samples/s +Step 27460/44000 | Loss: 2.9334 | LR: 1.60e-04 | 1347.9ms/step | 14.8 samples/s +Step 27470/44000 | Loss: 2.9644 | LR: 1.60e-04 | 1345.1ms/step | 14.9 samples/s +Step 27480/44000 | Loss: 2.9359 | LR: 1.59e-04 | 1346.3ms/step | 14.9 samples/s +Step 27490/44000 | Loss: 2.9550 | LR: 1.59e-04 | 1347.0ms/step | 14.8 samples/s +Step 27500/44000 | Loss: 2.9446 | LR: 1.59e-04 | 1346.4ms/step | 14.9 samples/s +Validation at step 27500: Loss = 2.9538, Perplexity = 19.18 +Step 27510/44000 | Loss: 2.9783 | LR: 1.59e-04 | 3619.3ms/step | 5.5 samples/s +Step 27520/44000 | Loss: 2.9366 | LR: 1.59e-04 | 1351.8ms/step | 14.8 samples/s +Step 27530/44000 | Loss: 2.9502 | LR: 1.59e-04 | 1350.5ms/step | 14.8 samples/s +Step 27540/44000 | Loss: 2.9069 | LR: 1.58e-04 | 1351.0ms/step | 14.8 samples/s +Step 27550/44000 | Loss: 2.9069 | LR: 1.58e-04 | 1353.2ms/step | 14.8 samples/s +Step 27560/44000 | Loss: 2.9232 | LR: 1.58e-04 | 1350.0ms/step | 14.8 samples/s +Step 27570/44000 | Loss: 2.9136 | LR: 1.58e-04 | 1351.2ms/step | 14.8 samples/s +Step 27580/44000 | Loss: 2.9658 | LR: 1.58e-04 | 1345.4ms/step | 14.9 samples/s +Step 27590/44000 | Loss: 2.9310 | LR: 1.58e-04 | 1349.6ms/step | 14.8 samples/s +Step 27600/44000 | Loss: 2.9455 | LR: 1.57e-04 | 1351.7ms/step | 14.8 samples/s +Step 27610/44000 | Loss: 2.9139 | LR: 1.57e-04 | 1351.3ms/step | 14.8 samples/s +Step 27620/44000 | Loss: 2.9454 | LR: 1.57e-04 | 1348.1ms/step | 14.8 samples/s +Step 27630/44000 | Loss: 2.9140 | LR: 1.57e-04 | 1350.7ms/step | 14.8 samples/s +Step 27640/44000 | Loss: 2.9743 | LR: 1.57e-04 | 1348.5ms/step | 14.8 samples/s +Step 27650/44000 | Loss: 2.9939 | LR: 1.57e-04 | 1348.3ms/step | 14.8 samples/s +Step 27660/44000 | Loss: 2.9433 | LR: 1.56e-04 | 1349.1ms/step | 14.8 samples/s +Step 27670/44000 | Loss: 2.9326 | LR: 1.56e-04 | 1346.5ms/step | 14.9 samples/s +Step 27680/44000 | Loss: 2.9488 | LR: 1.56e-04 | 1345.3ms/step | 14.9 samples/s +Step 27690/44000 | Loss: 2.9372 | LR: 1.56e-04 | 1342.6ms/step | 14.9 samples/s +Step 27700/44000 | Loss: 2.9281 | LR: 1.56e-04 | 1345.0ms/step | 14.9 samples/s +Step 27710/44000 | Loss: 2.9486 | LR: 1.56e-04 | 1346.1ms/step | 14.9 samples/s +Step 27720/44000 | Loss: 2.9333 | LR: 1.55e-04 | 1346.5ms/step | 14.9 samples/s +Step 27730/44000 | Loss: 2.9351 | LR: 1.55e-04 | 1345.8ms/step | 14.9 samples/s +Step 27740/44000 | Loss: 2.9328 | LR: 1.55e-04 | 1344.8ms/step | 14.9 samples/s +Step 27750/44000 | Loss: 2.9332 | LR: 1.55e-04 | 1342.5ms/step | 14.9 samples/s +Validation at step 27750: Loss = 2.9528, Perplexity = 19.16 +Step 27760/44000 | Loss: 2.9375 | LR: 1.55e-04 | 3604.4ms/step | 5.5 samples/s +Step 27770/44000 | Loss: 2.9335 | LR: 1.55e-04 | 1343.5ms/step | 14.9 samples/s +Step 27780/44000 | Loss: 2.9327 | LR: 1.54e-04 | 1342.9ms/step | 14.9 samples/s +Step 27790/44000 | Loss: 2.8954 | LR: 1.54e-04 | 1349.1ms/step | 14.8 samples/s +Step 27800/44000 | Loss: 2.9289 | LR: 1.54e-04 | 1348.9ms/step | 14.8 samples/s +Step 27810/44000 | Loss: 2.9004 | LR: 1.54e-04 | 1346.4ms/step | 14.9 samples/s +Step 27820/44000 | Loss: 2.9228 | LR: 1.54e-04 | 1344.3ms/step | 14.9 samples/s +Step 27830/44000 | Loss: 2.9402 | LR: 1.54e-04 | 1343.6ms/step | 14.9 samples/s +Step 27840/44000 | Loss: 2.9548 | LR: 1.53e-04 | 1344.0ms/step | 14.9 samples/s +Step 27850/44000 | Loss: 2.9213 | LR: 1.53e-04 | 1345.9ms/step | 14.9 samples/s +Step 27860/44000 | Loss: 2.9298 | LR: 1.53e-04 | 1347.9ms/step | 14.8 samples/s +Step 27870/44000 | Loss: 2.9616 | LR: 1.53e-04 | 1346.0ms/step | 14.9 samples/s +Step 27880/44000 | Loss: 2.9337 | LR: 1.53e-04 | 1345.9ms/step | 14.9 samples/s +Step 27890/44000 | Loss: 2.9114 | LR: 1.53e-04 | 1348.3ms/step | 14.8 samples/s +Step 27900/44000 | Loss: 2.9174 | LR: 1.52e-04 | 1349.7ms/step | 14.8 samples/s +Step 27910/44000 | Loss: 2.9303 | LR: 1.52e-04 | 1348.1ms/step | 14.8 samples/s +Step 27920/44000 | Loss: 2.9686 | LR: 1.52e-04 | 1348.4ms/step | 14.8 samples/s +Step 27930/44000 | Loss: 2.9453 | LR: 1.52e-04 | 1343.7ms/step | 14.9 samples/s +Step 27940/44000 | Loss: 2.9382 | LR: 1.52e-04 | 1343.6ms/step | 14.9 samples/s +Step 27950/44000 | Loss: 2.9573 | LR: 1.52e-04 | 1345.7ms/step | 14.9 samples/s +Step 27960/44000 | Loss: 2.9389 | LR: 1.51e-04 | 1347.6ms/step | 14.8 samples/s +Step 27970/44000 | Loss: 2.9330 | LR: 1.51e-04 | 1346.7ms/step | 14.9 samples/s +Step 27980/44000 | Loss: 2.9394 | LR: 1.51e-04 | 1346.6ms/step | 14.9 samples/s +Step 27990/44000 | Loss: 2.9312 | LR: 1.51e-04 | 1345.9ms/step | 14.9 samples/s +Step 28000/44000 | Loss: 2.9347 | LR: 1.51e-04 | 1345.9ms/step | 14.9 samples/s +Validation at step 28000: Loss = 2.9514, Perplexity = 19.13 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-28000 +Step 28010/44000 | Loss: 2.9353 | LR: 1.51e-04 | 3907.7ms/step | 5.1 samples/s +Step 28020/44000 | Loss: 2.9714 | LR: 1.50e-04 | 1339.8ms/step | 14.9 samples/s +Step 28030/44000 | Loss: 2.9285 | LR: 1.50e-04 | 1340.6ms/step | 14.9 samples/s +Step 28040/44000 | Loss: 2.9479 | LR: 1.50e-04 | 1340.5ms/step | 14.9 samples/s +Step 28050/44000 | Loss: 2.9525 | LR: 1.50e-04 | 1340.9ms/step | 14.9 samples/s +Step 28060/44000 | Loss: 2.9598 | LR: 1.50e-04 | 1340.5ms/step | 14.9 samples/s +Step 28070/44000 | Loss: 2.9314 | LR: 1.50e-04 | 1342.0ms/step | 14.9 samples/s +Step 28080/44000 | Loss: 2.9148 | LR: 1.49e-04 | 1343.9ms/step | 14.9 samples/s +Step 28090/44000 | Loss: 2.9401 | LR: 1.49e-04 | 1343.9ms/step | 14.9 samples/s +Step 28100/44000 | Loss: 2.9344 | LR: 1.49e-04 | 1344.5ms/step | 14.9 samples/s +Step 28110/44000 | Loss: 2.9138 | LR: 1.49e-04 | 1343.8ms/step | 14.9 samples/s +Step 28120/44000 | Loss: 2.9415 | LR: 1.49e-04 | 1343.6ms/step | 14.9 samples/s +Step 28130/44000 | Loss: 2.9423 | LR: 1.49e-04 | 1342.5ms/step | 14.9 samples/s +Step 28140/44000 | Loss: 2.9369 | LR: 1.48e-04 | 1343.2ms/step | 14.9 samples/s +Step 28150/44000 | Loss: 2.9297 | LR: 1.48e-04 | 1342.0ms/step | 14.9 samples/s +Step 28160/44000 | Loss: 2.9434 | LR: 1.48e-04 | 1341.3ms/step | 14.9 samples/s +Step 28170/44000 | Loss: 2.9189 | LR: 1.48e-04 | 1340.9ms/step | 14.9 samples/s +Step 28180/44000 | Loss: 2.9567 | LR: 1.48e-04 | 1339.8ms/step | 14.9 samples/s +Step 28190/44000 | Loss: 2.9486 | LR: 1.48e-04 | 1342.4ms/step | 14.9 samples/s +Step 28200/44000 | Loss: 2.9560 | LR: 1.47e-04 | 1341.9ms/step | 14.9 samples/s +Step 28210/44000 | Loss: 2.9046 | LR: 1.47e-04 | 1341.0ms/step | 14.9 samples/s +Step 28220/44000 | Loss: 2.9222 | LR: 1.47e-04 | 1343.0ms/step | 14.9 samples/s +Step 28230/44000 | Loss: 2.9429 | LR: 1.47e-04 | 1341.0ms/step | 14.9 samples/s +Step 28240/44000 | Loss: 2.9041 | LR: 1.47e-04 | 1341.4ms/step | 14.9 samples/s +Step 28250/44000 | Loss: 2.9177 | LR: 1.47e-04 | 1344.0ms/step | 14.9 samples/s +Validation at step 28250: Loss = 2.9504, Perplexity = 19.11 +Step 28260/44000 | Loss: 2.9380 | LR: 1.46e-04 | 3594.1ms/step | 5.6 samples/s +Step 28270/44000 | Loss: 2.9216 | LR: 1.46e-04 | 1344.8ms/step | 14.9 samples/s +Step 28280/44000 | Loss: 2.9655 | LR: 1.46e-04 | 1346.3ms/step | 14.9 samples/s +Step 28290/44000 | Loss: 2.8924 | LR: 1.46e-04 | 1344.1ms/step | 14.9 samples/s +Step 28300/44000 | Loss: 2.9337 | LR: 1.46e-04 | 1342.9ms/step | 14.9 samples/s +Step 28310/44000 | Loss: 2.9086 | LR: 1.46e-04 | 1344.8ms/step | 14.9 samples/s +Step 28320/44000 | Loss: 2.9728 | LR: 1.45e-04 | 1344.9ms/step | 14.9 samples/s +Step 28330/44000 | Loss: 2.9334 | LR: 1.45e-04 | 1348.8ms/step | 14.8 samples/s +Step 28340/44000 | Loss: 2.9466 | LR: 1.45e-04 | 1347.5ms/step | 14.8 samples/s +Step 28350/44000 | Loss: 2.9234 | LR: 1.45e-04 | 1344.3ms/step | 14.9 samples/s +Step 28360/44000 | Loss: 2.9317 | LR: 1.45e-04 | 1342.2ms/step | 14.9 samples/s +Step 28370/44000 | Loss: 2.9096 | LR: 1.45e-04 | 1340.5ms/step | 14.9 samples/s +Step 28380/44000 | Loss: 2.9176 | LR: 1.44e-04 | 1345.8ms/step | 14.9 samples/s +Step 28390/44000 | Loss: 2.9312 | LR: 1.44e-04 | 1347.0ms/step | 14.8 samples/s +Step 28400/44000 | Loss: 2.9323 | LR: 1.44e-04 | 1346.0ms/step | 14.9 samples/s +Step 28410/44000 | Loss: 2.9576 | LR: 1.44e-04 | 1345.9ms/step | 14.9 samples/s +Step 28420/44000 | Loss: 2.9771 | LR: 1.44e-04 | 1344.7ms/step | 14.9 samples/s +Step 28430/44000 | Loss: 2.9029 | LR: 1.44e-04 | 1344.7ms/step | 14.9 samples/s +Step 28440/44000 | Loss: 2.9444 | LR: 1.43e-04 | 1343.0ms/step | 14.9 samples/s +Step 28450/44000 | Loss: 2.9394 | LR: 1.43e-04 | 1343.5ms/step | 14.9 samples/s +Step 28460/44000 | Loss: 2.9481 | LR: 1.43e-04 | 1345.8ms/step | 14.9 samples/s +Step 28470/44000 | Loss: 2.9458 | LR: 1.43e-04 | 1344.6ms/step | 14.9 samples/s +Step 28480/44000 | Loss: 2.9264 | LR: 1.43e-04 | 1346.0ms/step | 14.9 samples/s +Step 28490/44000 | Loss: 2.9330 | LR: 1.43e-04 | 1349.0ms/step | 14.8 samples/s +Step 28500/44000 | Loss: 2.9332 | LR: 1.42e-04 | 1349.1ms/step | 14.8 samples/s +Validation at step 28500: Loss = 2.9490, Perplexity = 19.09 +Step 28510/44000 | Loss: 2.9598 | LR: 1.42e-04 | 3605.3ms/step | 5.5 samples/s +Step 28520/44000 | Loss: 2.9377 | LR: 1.42e-04 | 1344.5ms/step | 14.9 samples/s +Step 28530/44000 | Loss: 2.9271 | LR: 1.42e-04 | 1345.9ms/step | 14.9 samples/s +Step 28540/44000 | Loss: 2.9534 | LR: 1.42e-04 | 1346.3ms/step | 14.9 samples/s +Step 28550/44000 | Loss: 2.9699 | LR: 1.42e-04 | 1347.2ms/step | 14.8 samples/s +Step 28560/44000 | Loss: 2.9201 | LR: 1.41e-04 | 1344.1ms/step | 14.9 samples/s +Step 28570/44000 | Loss: 2.9126 | LR: 1.41e-04 | 1346.0ms/step | 14.9 samples/s +Step 28580/44000 | Loss: 2.9442 | LR: 1.41e-04 | 1347.7ms/step | 14.8 samples/s +Step 28590/44000 | Loss: 2.9618 | LR: 1.41e-04 | 1346.2ms/step | 14.9 samples/s +Step 28600/44000 | Loss: 2.9604 | LR: 1.41e-04 | 1344.0ms/step | 14.9 samples/s +Step 28610/44000 | Loss: 2.9257 | LR: 1.41e-04 | 1343.9ms/step | 14.9 samples/s +Step 28620/44000 | Loss: 2.9103 | LR: 1.40e-04 | 1344.9ms/step | 14.9 samples/s +Step 28630/44000 | Loss: 2.9203 | LR: 1.40e-04 | 1337.9ms/step | 14.9 samples/s +Step 28640/44000 | Loss: 2.9041 | LR: 1.40e-04 | 1340.5ms/step | 14.9 samples/s +Step 28650/44000 | Loss: 2.9275 | LR: 1.40e-04 | 1344.6ms/step | 14.9 samples/s +Step 28660/44000 | Loss: 2.9237 | LR: 1.40e-04 | 1342.9ms/step | 14.9 samples/s +Step 28670/44000 | Loss: 2.8940 | LR: 1.40e-04 | 1341.9ms/step | 14.9 samples/s +Step 28680/44000 | Loss: 2.9434 | LR: 1.39e-04 | 1342.1ms/step | 14.9 samples/s +Step 28690/44000 | Loss: 2.9389 | LR: 1.39e-04 | 1340.9ms/step | 14.9 samples/s +Step 28700/44000 | Loss: 2.9415 | LR: 1.39e-04 | 1344.5ms/step | 14.9 samples/s +Step 28710/44000 | Loss: 2.9467 | LR: 1.39e-04 | 1344.2ms/step | 14.9 samples/s +Step 28720/44000 | Loss: 2.9228 | LR: 1.39e-04 | 1341.2ms/step | 14.9 samples/s +Step 28730/44000 | Loss: 2.9236 | LR: 1.39e-04 | 1343.0ms/step | 14.9 samples/s +Step 28740/44000 | Loss: 2.9481 | LR: 1.38e-04 | 1343.5ms/step | 14.9 samples/s +Step 28750/44000 | Loss: 2.9117 | LR: 1.38e-04 | 1345.5ms/step | 14.9 samples/s +Validation at step 28750: Loss = 2.9482, Perplexity = 19.07 +Step 28760/44000 | Loss: 2.9395 | LR: 1.38e-04 | 3605.9ms/step | 5.5 samples/s +Step 28770/44000 | Loss: 2.9070 | LR: 1.38e-04 | 1343.5ms/step | 14.9 samples/s +Step 28780/44000 | Loss: 2.9413 | LR: 1.38e-04 | 1342.3ms/step | 14.9 samples/s +Step 28790/44000 | Loss: 2.9497 | LR: 1.38e-04 | 1344.9ms/step | 14.9 samples/s +Step 28800/44000 | Loss: 2.9518 | LR: 1.38e-04 | 1345.1ms/step | 14.9 samples/s +Step 28810/44000 | Loss: 2.9374 | LR: 1.37e-04 | 1342.8ms/step | 14.9 samples/s +Step 28820/44000 | Loss: 2.9110 | LR: 1.37e-04 | 1341.6ms/step | 14.9 samples/s +Step 28830/44000 | Loss: 2.9455 | LR: 1.37e-04 | 1341.5ms/step | 14.9 samples/s +Step 28840/44000 | Loss: 2.9387 | LR: 1.37e-04 | 1348.3ms/step | 14.8 samples/s +Step 28850/44000 | Loss: 2.9152 | LR: 1.37e-04 | 1346.2ms/step | 14.9 samples/s +Step 28860/44000 | Loss: 2.9482 | LR: 1.37e-04 | 1347.5ms/step | 14.8 samples/s +Step 28870/44000 | Loss: 2.9522 | LR: 1.36e-04 | 1347.5ms/step | 14.8 samples/s +Step 28880/44000 | Loss: 2.9256 | LR: 1.36e-04 | 1345.0ms/step | 14.9 samples/s +Step 28890/44000 | Loss: 2.9378 | LR: 1.36e-04 | 1348.5ms/step | 14.8 samples/s +Step 28900/44000 | Loss: 2.9311 | LR: 1.36e-04 | 1343.1ms/step | 14.9 samples/s +Step 28910/44000 | Loss: 2.9292 | LR: 1.36e-04 | 1344.3ms/step | 14.9 samples/s +Step 28920/44000 | Loss: 2.9434 | LR: 1.36e-04 | 1346.5ms/step | 14.9 samples/s +Step 28930/44000 | Loss: 2.9335 | LR: 1.35e-04 | 1347.7ms/step | 14.8 samples/s +Step 28940/44000 | Loss: 2.9285 | LR: 1.35e-04 | 1346.1ms/step | 14.9 samples/s +Step 28950/44000 | Loss: 2.9715 | LR: 1.35e-04 | 1347.2ms/step | 14.8 samples/s +Step 28960/44000 | Loss: 2.9317 | LR: 1.35e-04 | 1347.2ms/step | 14.8 samples/s +Step 28970/44000 | Loss: 2.9551 | LR: 1.35e-04 | 1348.1ms/step | 14.8 samples/s +Step 28980/44000 | Loss: 2.9392 | LR: 1.35e-04 | 1352.8ms/step | 14.8 samples/s +Step 28990/44000 | Loss: 2.9291 | LR: 1.34e-04 | 1352.7ms/step | 14.8 samples/s +Step 29000/44000 | Loss: 2.9273 | LR: 1.34e-04 | 1346.2ms/step | 14.9 samples/s +Validation at step 29000: Loss = 2.9471, Perplexity = 19.05 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-29000 +Step 29010/44000 | Loss: 2.9203 | LR: 1.34e-04 | 3908.8ms/step | 5.1 samples/s +Step 29020/44000 | Loss: 2.9333 | LR: 1.34e-04 | 1344.8ms/step | 14.9 samples/s +Step 29030/44000 | Loss: 2.9211 | LR: 1.34e-04 | 1348.9ms/step | 14.8 samples/s +Step 29040/44000 | Loss: 2.9078 | LR: 1.34e-04 | 1349.7ms/step | 14.8 samples/s +Step 29050/44000 | Loss: 2.9141 | LR: 1.33e-04 | 1344.8ms/step | 14.9 samples/s +Step 29060/44000 | Loss: 2.9422 | LR: 1.33e-04 | 1340.9ms/step | 14.9 samples/s +Step 29070/44000 | Loss: 2.9368 | LR: 1.33e-04 | 1340.1ms/step | 14.9 samples/s +Step 29080/44000 | Loss: 2.9061 | LR: 1.33e-04 | 1340.2ms/step | 14.9 samples/s +Step 29090/44000 | Loss: 2.9394 | LR: 1.33e-04 | 1340.3ms/step | 14.9 samples/s +Step 29100/44000 | Loss: 2.9506 | LR: 1.33e-04 | 1340.2ms/step | 14.9 samples/s +Step 29110/44000 | Loss: 2.9477 | LR: 1.33e-04 | 1344.1ms/step | 14.9 samples/s +Step 29120/44000 | Loss: 2.9142 | LR: 1.32e-04 | 1346.3ms/step | 14.9 samples/s +Step 29130/44000 | Loss: 2.9423 | LR: 1.32e-04 | 1344.0ms/step | 14.9 samples/s +Step 29140/44000 | Loss: 2.9373 | LR: 1.32e-04 | 1345.4ms/step | 14.9 samples/s +Step 29150/44000 | Loss: 2.9527 | LR: 1.32e-04 | 1347.6ms/step | 14.8 samples/s +Step 29160/44000 | Loss: 2.9311 | LR: 1.32e-04 | 1347.3ms/step | 14.8 samples/s +Step 29170/44000 | Loss: 2.9063 | LR: 1.32e-04 | 1346.3ms/step | 14.9 samples/s +Step 29180/44000 | Loss: 2.9076 | LR: 1.31e-04 | 1345.1ms/step | 14.9 samples/s +Step 29190/44000 | Loss: 2.9244 | LR: 1.31e-04 | 1346.9ms/step | 14.8 samples/s +Step 29200/44000 | Loss: 2.9304 | LR: 1.31e-04 | 1346.0ms/step | 14.9 samples/s +Step 29210/44000 | Loss: 2.8848 | LR: 1.31e-04 | 1346.2ms/step | 14.9 samples/s +Step 29220/44000 | Loss: 2.9260 | LR: 1.31e-04 | 1346.5ms/step | 14.9 samples/s +Step 29230/44000 | Loss: 2.9179 | LR: 1.31e-04 | 1343.2ms/step | 14.9 samples/s +Step 29240/44000 | Loss: 2.9435 | LR: 1.30e-04 | 1344.3ms/step | 14.9 samples/s +Step 29250/44000 | Loss: 2.9248 | LR: 1.30e-04 | 1340.9ms/step | 14.9 samples/s +Validation at step 29250: Loss = 2.9461, Perplexity = 19.03 +Step 29260/44000 | Loss: 2.9126 | LR: 1.30e-04 | 3609.3ms/step | 5.5 samples/s +Step 29270/44000 | Loss: 2.9306 | LR: 1.30e-04 | 1342.2ms/step | 14.9 samples/s +Step 29280/44000 | Loss: 2.9199 | LR: 1.30e-04 | 1342.0ms/step | 14.9 samples/s +Step 29290/44000 | Loss: 2.9363 | LR: 1.30e-04 | 1342.2ms/step | 14.9 samples/s +Step 29300/44000 | Loss: 2.9418 | LR: 1.29e-04 | 1348.3ms/step | 14.8 samples/s +Step 29310/44000 | Loss: 2.9463 | LR: 1.29e-04 | 1348.8ms/step | 14.8 samples/s +Step 29320/44000 | Loss: 2.9413 | LR: 1.29e-04 | 1344.5ms/step | 14.9 samples/s +Step 29330/44000 | Loss: 2.9465 | LR: 1.29e-04 | 1343.9ms/step | 14.9 samples/s +Step 29340/44000 | Loss: 2.9038 | LR: 1.29e-04 | 1343.4ms/step | 14.9 samples/s +Step 29350/44000 | Loss: 2.9450 | LR: 1.29e-04 | 1343.7ms/step | 14.9 samples/s +Step 29360/44000 | Loss: 2.9502 | LR: 1.29e-04 | 1342.7ms/step | 14.9 samples/s +Step 29370/44000 | Loss: 2.9214 | LR: 1.28e-04 | 1344.8ms/step | 14.9 samples/s +Step 29380/44000 | Loss: 2.9288 | LR: 1.28e-04 | 1345.9ms/step | 14.9 samples/s +Step 29390/44000 | Loss: 2.9457 | LR: 1.28e-04 | 1343.0ms/step | 14.9 samples/s +Step 29400/44000 | Loss: 2.9315 | LR: 1.28e-04 | 1345.3ms/step | 14.9 samples/s +Step 29410/44000 | Loss: 2.9209 | LR: 1.28e-04 | 1346.0ms/step | 14.9 samples/s +Step 29420/44000 | Loss: 2.9621 | LR: 1.28e-04 | 1343.8ms/step | 14.9 samples/s +Step 29430/44000 | Loss: 2.9355 | LR: 1.27e-04 | 1344.2ms/step | 14.9 samples/s +Step 29440/44000 | Loss: 2.9363 | LR: 1.27e-04 | 1344.5ms/step | 14.9 samples/s +Step 29450/44000 | Loss: 2.9550 | LR: 1.27e-04 | 1342.3ms/step | 14.9 samples/s +Step 29460/44000 | Loss: 2.9422 | LR: 1.27e-04 | 1343.1ms/step | 14.9 samples/s +Step 29470/44000 | Loss: 2.9354 | LR: 1.27e-04 | 1344.8ms/step | 14.9 samples/s +Step 29480/44000 | Loss: 2.9348 | LR: 1.27e-04 | 1343.6ms/step | 14.9 samples/s +Step 29490/44000 | Loss: 2.9236 | LR: 1.26e-04 | 1344.8ms/step | 14.9 samples/s +Step 29500/44000 | Loss: 2.9188 | LR: 1.26e-04 | 1350.6ms/step | 14.8 samples/s +Validation at step 29500: Loss = 2.9451, Perplexity = 19.01 +Step 29510/44000 | Loss: 2.9244 | LR: 1.26e-04 | 3618.8ms/step | 5.5 samples/s +Step 29520/44000 | Loss: 2.9370 | LR: 1.26e-04 | 1345.9ms/step | 14.9 samples/s +Step 29530/44000 | Loss: 2.9169 | LR: 1.26e-04 | 1345.6ms/step | 14.9 samples/s +Step 29540/44000 | Loss: 2.9133 | LR: 1.26e-04 | 1344.9ms/step | 14.9 samples/s +Step 29550/44000 | Loss: 2.9204 | LR: 1.26e-04 | 1343.2ms/step | 14.9 samples/s +Step 29560/44000 | Loss: 2.9193 | LR: 1.25e-04 | 1343.7ms/step | 14.9 samples/s +Step 29570/44000 | Loss: 2.9277 | LR: 1.25e-04 | 1344.0ms/step | 14.9 samples/s +Step 29580/44000 | Loss: 2.9187 | LR: 1.25e-04 | 1342.8ms/step | 14.9 samples/s +Step 29590/44000 | Loss: 2.9484 | LR: 1.25e-04 | 1342.7ms/step | 14.9 samples/s +Step 29600/44000 | Loss: 2.9377 | LR: 1.25e-04 | 1343.5ms/step | 14.9 samples/s +Step 29610/44000 | Loss: 2.9297 | LR: 1.25e-04 | 1344.5ms/step | 14.9 samples/s +Step 29620/44000 | Loss: 2.9135 | LR: 1.24e-04 | 1346.2ms/step | 14.9 samples/s +Step 29630/44000 | Loss: 2.9537 | LR: 1.24e-04 | 1341.8ms/step | 14.9 samples/s +Step 29640/44000 | Loss: 2.9246 | LR: 1.24e-04 | 1339.4ms/step | 14.9 samples/s +Step 29650/44000 | Loss: 2.9171 | LR: 1.24e-04 | 1339.5ms/step | 14.9 samples/s +Step 29660/44000 | Loss: 2.9720 | LR: 1.24e-04 | 1341.6ms/step | 14.9 samples/s +Step 29670/44000 | Loss: 2.9150 | LR: 1.24e-04 | 1344.1ms/step | 14.9 samples/s +Step 29680/44000 | Loss: 2.9272 | LR: 1.23e-04 | 1343.9ms/step | 14.9 samples/s +Step 29690/44000 | Loss: 2.9358 | LR: 1.23e-04 | 1342.2ms/step | 14.9 samples/s +Step 29700/44000 | Loss: 2.9379 | LR: 1.23e-04 | 1347.2ms/step | 14.8 samples/s +Step 29710/44000 | Loss: 2.9481 | LR: 1.23e-04 | 1340.3ms/step | 14.9 samples/s +Step 29720/44000 | Loss: 2.8874 | LR: 1.23e-04 | 1342.0ms/step | 14.9 samples/s +Step 29730/44000 | Loss: 2.9395 | LR: 1.23e-04 | 1340.7ms/step | 14.9 samples/s +Step 29740/44000 | Loss: 2.9037 | LR: 1.23e-04 | 1343.9ms/step | 14.9 samples/s +Step 29750/44000 | Loss: 2.9210 | LR: 1.22e-04 | 1343.8ms/step | 14.9 samples/s +Validation at step 29750: Loss = 2.9441, Perplexity = 18.99 +Step 29760/44000 | Loss: 2.9488 | LR: 1.22e-04 | 3601.9ms/step | 5.6 samples/s +Step 29770/44000 | Loss: 2.9217 | LR: 1.22e-04 | 1343.7ms/step | 14.9 samples/s +Step 29780/44000 | Loss: 2.9314 | LR: 1.22e-04 | 1340.9ms/step | 14.9 samples/s +Step 29790/44000 | Loss: 2.8987 | LR: 1.22e-04 | 1341.3ms/step | 14.9 samples/s +Step 29800/44000 | Loss: 2.9076 | LR: 1.22e-04 | 1342.1ms/step | 14.9 samples/s +Step 29810/44000 | Loss: 2.9150 | LR: 1.21e-04 | 1343.7ms/step | 14.9 samples/s +Step 29820/44000 | Loss: 2.9590 | LR: 1.21e-04 | 1343.9ms/step | 14.9 samples/s +Step 29830/44000 | Loss: 2.9470 | LR: 1.21e-04 | 1348.2ms/step | 14.8 samples/s +Step 29840/44000 | Loss: 2.8951 | LR: 1.21e-04 | 1344.9ms/step | 14.9 samples/s +Step 29850/44000 | Loss: 2.9194 | LR: 1.21e-04 | 1345.7ms/step | 14.9 samples/s +Step 29860/44000 | Loss: 2.9341 | LR: 1.21e-04 | 1344.0ms/step | 14.9 samples/s +Step 29870/44000 | Loss: 2.9044 | LR: 1.21e-04 | 1345.9ms/step | 14.9 samples/s +Step 29880/44000 | Loss: 2.9222 | LR: 1.20e-04 | 1345.7ms/step | 14.9 samples/s +Step 29890/44000 | Loss: 2.9269 | LR: 1.20e-04 | 1344.1ms/step | 14.9 samples/s +Step 29900/44000 | Loss: 2.9663 | LR: 1.20e-04 | 1344.0ms/step | 14.9 samples/s +Step 29910/44000 | Loss: 2.9235 | LR: 1.20e-04 | 1344.3ms/step | 14.9 samples/s +Step 29920/44000 | Loss: 2.9133 | LR: 1.20e-04 | 1344.8ms/step | 14.9 samples/s +Step 29930/44000 | Loss: 2.9199 | LR: 1.20e-04 | 1344.8ms/step | 14.9 samples/s +Step 29940/44000 | Loss: 2.9158 | LR: 1.19e-04 | 1343.8ms/step | 14.9 samples/s +Step 29950/44000 | Loss: 2.9256 | LR: 1.19e-04 | 1345.6ms/step | 14.9 samples/s +Step 29960/44000 | Loss: 2.9080 | LR: 1.19e-04 | 1346.3ms/step | 14.9 samples/s +Step 29970/44000 | Loss: 2.9197 | LR: 1.19e-04 | 1343.8ms/step | 14.9 samples/s +Step 29980/44000 | Loss: 2.9178 | LR: 1.19e-04 | 1344.9ms/step | 14.9 samples/s +Step 29990/44000 | Loss: 2.9334 | LR: 1.19e-04 | 1345.6ms/step | 14.9 samples/s +Step 30000/44000 | Loss: 2.9102 | LR: 1.19e-04 | 1344.1ms/step | 14.9 samples/s +Validation at step 30000: Loss = 2.9431, Perplexity = 18.97 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-30000 +Step 30010/44000 | Loss: 2.9391 | LR: 1.18e-04 | 3904.0ms/step | 5.1 samples/s +Step 30020/44000 | Loss: 2.9487 | LR: 1.18e-04 | 1345.0ms/step | 14.9 samples/s +Step 30030/44000 | Loss: 2.9179 | LR: 1.18e-04 | 1345.6ms/step | 14.9 samples/s +Step 30040/44000 | Loss: 2.9358 | LR: 1.18e-04 | 1343.4ms/step | 14.9 samples/s +Step 30050/44000 | Loss: 2.9101 | LR: 1.18e-04 | 1343.6ms/step | 14.9 samples/s +Step 30060/44000 | Loss: 2.9339 | LR: 1.18e-04 | 1346.0ms/step | 14.9 samples/s +Step 30070/44000 | Loss: 2.8879 | LR: 1.17e-04 | 1343.5ms/step | 14.9 samples/s +Step 30080/44000 | Loss: 2.9614 | LR: 1.17e-04 | 1340.8ms/step | 14.9 samples/s +Step 30090/44000 | Loss: 2.9377 | LR: 1.17e-04 | 1347.6ms/step | 14.8 samples/s +Step 30100/44000 | Loss: 2.9371 | LR: 1.17e-04 | 1345.0ms/step | 14.9 samples/s +Step 30110/44000 | Loss: 2.9230 | LR: 1.17e-04 | 1344.1ms/step | 14.9 samples/s +Step 30120/44000 | Loss: 2.9132 | LR: 1.17e-04 | 1345.2ms/step | 14.9 samples/s +Step 30130/44000 | Loss: 2.9400 | LR: 1.17e-04 | 1343.3ms/step | 14.9 samples/s +Step 30140/44000 | Loss: 2.9320 | LR: 1.16e-04 | 1343.7ms/step | 14.9 samples/s +Step 30150/44000 | Loss: 2.9144 | LR: 1.16e-04 | 1346.8ms/step | 14.8 samples/s +Step 30160/44000 | Loss: 2.9003 | LR: 1.16e-04 | 1348.5ms/step | 14.8 samples/s +Step 30170/44000 | Loss: 2.9033 | LR: 1.16e-04 | 1347.7ms/step | 14.8 samples/s +Step 30180/44000 | Loss: 2.9383 | LR: 1.16e-04 | 1348.3ms/step | 14.8 samples/s +Step 30190/44000 | Loss: 2.9146 | LR: 1.16e-04 | 1350.3ms/step | 14.8 samples/s +Step 30200/44000 | Loss: 2.9222 | LR: 1.15e-04 | 1351.1ms/step | 14.8 samples/s +Step 30210/44000 | Loss: 2.9241 | LR: 1.15e-04 | 1347.9ms/step | 14.8 samples/s +Step 30220/44000 | Loss: 2.8997 | LR: 1.15e-04 | 1346.2ms/step | 14.9 samples/s +Step 30230/44000 | Loss: 2.9460 | LR: 1.15e-04 | 1348.8ms/step | 14.8 samples/s +Step 30240/44000 | Loss: 2.9278 | LR: 1.15e-04 | 1349.1ms/step | 14.8 samples/s +Step 30250/44000 | Loss: 2.9148 | LR: 1.15e-04 | 1349.8ms/step | 14.8 samples/s +Validation at step 30250: Loss = 2.9423, Perplexity = 18.96 +Step 30260/44000 | Loss: 2.9187 | LR: 1.15e-04 | 3608.2ms/step | 5.5 samples/s +Step 30270/44000 | Loss: 2.9073 | LR: 1.14e-04 | 1344.1ms/step | 14.9 samples/s +Step 30280/44000 | Loss: 2.9512 | LR: 1.14e-04 | 1345.2ms/step | 14.9 samples/s +Step 30290/44000 | Loss: 2.9088 | LR: 1.14e-04 | 1348.4ms/step | 14.8 samples/s +Step 30300/44000 | Loss: 2.8920 | LR: 1.14e-04 | 1347.5ms/step | 14.8 samples/s +Step 30310/44000 | Loss: 2.9017 | LR: 1.14e-04 | 1345.3ms/step | 14.9 samples/s +Step 30320/44000 | Loss: 2.9016 | LR: 1.14e-04 | 1348.2ms/step | 14.8 samples/s +Step 30330/44000 | Loss: 2.9203 | LR: 1.13e-04 | 1342.4ms/step | 14.9 samples/s +Step 30340/44000 | Loss: 2.9254 | LR: 1.13e-04 | 1344.8ms/step | 14.9 samples/s +Step 30350/44000 | Loss: 2.8889 | LR: 1.13e-04 | 1345.0ms/step | 14.9 samples/s +Step 30360/44000 | Loss: 2.9264 | LR: 1.13e-04 | 1341.5ms/step | 14.9 samples/s +Step 30370/44000 | Loss: 2.9386 | LR: 1.13e-04 | 1341.5ms/step | 14.9 samples/s +Step 30380/44000 | Loss: 2.9475 | LR: 1.13e-04 | 1346.3ms/step | 14.9 samples/s +Step 30390/44000 | Loss: 2.9186 | LR: 1.13e-04 | 1345.4ms/step | 14.9 samples/s +Step 30400/44000 | Loss: 2.9209 | LR: 1.12e-04 | 1348.5ms/step | 14.8 samples/s +Step 30410/44000 | Loss: 2.9287 | LR: 1.12e-04 | 1352.4ms/step | 14.8 samples/s +Step 30420/44000 | Loss: 2.9236 | LR: 1.12e-04 | 1351.6ms/step | 14.8 samples/s +Step 30430/44000 | Loss: 2.9256 | LR: 1.12e-04 | 1345.8ms/step | 14.9 samples/s +Step 30440/44000 | Loss: 2.9261 | LR: 1.12e-04 | 1344.4ms/step | 14.9 samples/s +Step 30450/44000 | Loss: 2.8976 | LR: 1.12e-04 | 1344.1ms/step | 14.9 samples/s +Step 30460/44000 | Loss: 2.9272 | LR: 1.11e-04 | 1342.6ms/step | 14.9 samples/s +Step 30470/44000 | Loss: 2.9380 | LR: 1.11e-04 | 1343.1ms/step | 14.9 samples/s +Step 30480/44000 | Loss: 2.9279 | LR: 1.11e-04 | 1343.1ms/step | 14.9 samples/s +Step 30490/44000 | Loss: 2.9207 | LR: 1.11e-04 | 1344.2ms/step | 14.9 samples/s +Step 30500/44000 | Loss: 2.9153 | LR: 1.11e-04 | 1343.4ms/step | 14.9 samples/s +Validation at step 30500: Loss = 2.9416, Perplexity = 18.95 +Step 30510/44000 | Loss: 2.9156 | LR: 1.11e-04 | 3603.9ms/step | 5.5 samples/s +Step 30520/44000 | Loss: 2.9221 | LR: 1.11e-04 | 1345.8ms/step | 14.9 samples/s +Step 30530/44000 | Loss: 2.9614 | LR: 1.10e-04 | 1345.6ms/step | 14.9 samples/s +Step 30540/44000 | Loss: 2.9587 | LR: 1.10e-04 | 1342.1ms/step | 14.9 samples/s +Step 30550/44000 | Loss: 2.9311 | LR: 1.10e-04 | 1344.7ms/step | 14.9 samples/s +Step 30560/44000 | Loss: 2.9297 | LR: 1.10e-04 | 1345.3ms/step | 14.9 samples/s +Step 30570/44000 | Loss: 2.9433 | LR: 1.10e-04 | 1347.3ms/step | 14.8 samples/s +Step 30580/44000 | Loss: 2.9371 | LR: 1.10e-04 | 1347.7ms/step | 14.8 samples/s +Step 30590/44000 | Loss: 2.9268 | LR: 1.10e-04 | 1343.2ms/step | 14.9 samples/s +Step 30600/44000 | Loss: 2.9215 | LR: 1.09e-04 | 1342.5ms/step | 14.9 samples/s +Step 30610/44000 | Loss: 2.9238 | LR: 1.09e-04 | 1344.1ms/step | 14.9 samples/s +Step 30620/44000 | Loss: 2.9337 | LR: 1.09e-04 | 1344.5ms/step | 14.9 samples/s +Step 30630/44000 | Loss: 2.9093 | LR: 1.09e-04 | 1345.9ms/step | 14.9 samples/s +Step 30640/44000 | Loss: 2.9363 | LR: 1.09e-04 | 1344.7ms/step | 14.9 samples/s +Step 30650/44000 | Loss: 2.9459 | LR: 1.09e-04 | 1345.4ms/step | 14.9 samples/s +Step 30660/44000 | Loss: 2.9611 | LR: 1.08e-04 | 1345.2ms/step | 14.9 samples/s +Step 30670/44000 | Loss: 2.9496 | LR: 1.08e-04 | 1347.5ms/step | 14.8 samples/s +Step 30680/44000 | Loss: 2.9311 | LR: 1.08e-04 | 1347.4ms/step | 14.8 samples/s +Step 30690/44000 | Loss: 2.9164 | LR: 1.08e-04 | 1344.9ms/step | 14.9 samples/s +Step 30700/44000 | Loss: 2.9382 | LR: 1.08e-04 | 1343.7ms/step | 14.9 samples/s +Step 30710/44000 | Loss: 2.9189 | LR: 1.08e-04 | 1342.6ms/step | 14.9 samples/s +Step 30720/44000 | Loss: 2.9364 | LR: 1.08e-04 | 1345.4ms/step | 14.9 samples/s +Step 30730/44000 | Loss: 2.9205 | LR: 1.07e-04 | 1347.3ms/step | 14.8 samples/s +Step 30740/44000 | Loss: 2.9390 | LR: 1.07e-04 | 1343.4ms/step | 14.9 samples/s +Step 30750/44000 | Loss: 2.9228 | LR: 1.07e-04 | 1345.2ms/step | 14.9 samples/s +Validation at step 30750: Loss = 2.9406, Perplexity = 18.93 +Step 30760/44000 | Loss: 2.9274 | LR: 1.07e-04 | 3616.1ms/step | 5.5 samples/s +Step 30770/44000 | Loss: 2.9675 | LR: 1.07e-04 | 1351.4ms/step | 14.8 samples/s +Step 30780/44000 | Loss: 2.9187 | LR: 1.07e-04 | 1352.5ms/step | 14.8 samples/s +Step 30790/44000 | Loss: 2.9242 | LR: 1.07e-04 | 1352.0ms/step | 14.8 samples/s +Step 30800/44000 | Loss: 2.9321 | LR: 1.06e-04 | 1344.7ms/step | 14.9 samples/s +Step 30810/44000 | Loss: 2.9006 | LR: 1.06e-04 | 1342.2ms/step | 14.9 samples/s +Step 30820/44000 | Loss: 2.9314 | LR: 1.06e-04 | 1345.7ms/step | 14.9 samples/s +Step 30830/44000 | Loss: 2.9702 | LR: 1.06e-04 | 1345.5ms/step | 14.9 samples/s +Step 30840/44000 | Loss: 2.9409 | LR: 1.06e-04 | 1345.0ms/step | 14.9 samples/s +Step 30850/44000 | Loss: 2.9131 | LR: 1.06e-04 | 1345.1ms/step | 14.9 samples/s +Step 30860/44000 | Loss: 2.9431 | LR: 1.05e-04 | 1340.8ms/step | 14.9 samples/s +Step 30870/44000 | Loss: 2.9020 | LR: 1.05e-04 | 1343.2ms/step | 14.9 samples/s +Step 30880/44000 | Loss: 2.9195 | LR: 1.05e-04 | 1344.8ms/step | 14.9 samples/s +Step 30890/44000 | Loss: 2.8724 | LR: 1.05e-04 | 1345.4ms/step | 14.9 samples/s +Step 30900/44000 | Loss: 2.9024 | LR: 1.05e-04 | 1346.3ms/step | 14.9 samples/s +Step 30910/44000 | Loss: 2.9143 | LR: 1.05e-04 | 1344.6ms/step | 14.9 samples/s +Step 30920/44000 | Loss: 2.9310 | LR: 1.05e-04 | 1345.7ms/step | 14.9 samples/s +Step 30930/44000 | Loss: 2.9154 | LR: 1.04e-04 | 1346.5ms/step | 14.9 samples/s +Step 30940/44000 | Loss: 2.9025 | LR: 1.04e-04 | 1351.0ms/step | 14.8 samples/s +Step 30950/44000 | Loss: 2.9267 | LR: 1.04e-04 | 1348.0ms/step | 14.8 samples/s +Step 30960/44000 | Loss: 2.9192 | LR: 1.04e-04 | 1342.4ms/step | 14.9 samples/s +Step 30970/44000 | Loss: 2.9588 | LR: 1.04e-04 | 1343.3ms/step | 14.9 samples/s +Step 30980/44000 | Loss: 2.9062 | LR: 1.04e-04 | 1343.2ms/step | 14.9 samples/s +Step 30990/44000 | Loss: 2.9110 | LR: 1.04e-04 | 1345.6ms/step | 14.9 samples/s +Step 31000/44000 | Loss: 2.8983 | LR: 1.03e-04 | 1345.4ms/step | 14.9 samples/s +Validation at step 31000: Loss = 2.9398, Perplexity = 18.91 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-31000 +Step 31010/44000 | Loss: 2.9087 | LR: 1.03e-04 | 3898.6ms/step | 5.1 samples/s +Step 31020/44000 | Loss: 2.9387 | LR: 1.03e-04 | 1341.3ms/step | 14.9 samples/s +Step 31030/44000 | Loss: 2.8911 | LR: 1.03e-04 | 1347.2ms/step | 14.8 samples/s +Step 31040/44000 | Loss: 2.9210 | LR: 1.03e-04 | 1348.1ms/step | 14.8 samples/s +Step 31050/44000 | Loss: 2.9321 | LR: 1.03e-04 | 1345.5ms/step | 14.9 samples/s +Step 31060/44000 | Loss: 2.9394 | LR: 1.03e-04 | 1345.2ms/step | 14.9 samples/s +Step 31070/44000 | Loss: 2.9256 | LR: 1.02e-04 | 1344.5ms/step | 14.9 samples/s +Step 31080/44000 | Loss: 2.9185 | LR: 1.02e-04 | 1345.6ms/step | 14.9 samples/s +Step 31090/44000 | Loss: 2.9147 | LR: 1.02e-04 | 1346.0ms/step | 14.9 samples/s +Step 31100/44000 | Loss: 2.9070 | LR: 1.02e-04 | 1345.0ms/step | 14.9 samples/s +Step 31110/44000 | Loss: 2.9090 | LR: 1.02e-04 | 1342.5ms/step | 14.9 samples/s +Step 31120/44000 | Loss: 2.9271 | LR: 1.02e-04 | 1344.5ms/step | 14.9 samples/s +Step 31130/44000 | Loss: 2.9579 | LR: 1.02e-04 | 1347.8ms/step | 14.8 samples/s +Step 31140/44000 | Loss: 2.9111 | LR: 1.01e-04 | 1344.3ms/step | 14.9 samples/s +Step 31150/44000 | Loss: 2.9558 | LR: 1.01e-04 | 1343.5ms/step | 14.9 samples/s +Step 31160/44000 | Loss: 2.9274 | LR: 1.01e-04 | 1343.8ms/step | 14.9 samples/s +Step 31170/44000 | Loss: 2.9214 | LR: 1.01e-04 | 1343.0ms/step | 14.9 samples/s +Step 31180/44000 | Loss: 2.9301 | LR: 1.01e-04 | 1343.1ms/step | 14.9 samples/s +Step 31190/44000 | Loss: 2.9002 | LR: 1.01e-04 | 1348.4ms/step | 14.8 samples/s +Step 31200/44000 | Loss: 2.9128 | LR: 1.00e-04 | 1348.3ms/step | 14.8 samples/s +Step 31210/44000 | Loss: 2.9333 | LR: 1.00e-04 | 1349.1ms/step | 14.8 samples/s +Step 31220/44000 | Loss: 2.9205 | LR: 1.00e-04 | 1349.3ms/step | 14.8 samples/s +Step 31230/44000 | Loss: 2.9536 | LR: 1.00e-04 | 1348.6ms/step | 14.8 samples/s +Step 31240/44000 | Loss: 2.9222 | LR: 9.99e-05 | 1349.8ms/step | 14.8 samples/s +Step 31250/44000 | Loss: 2.9052 | LR: 9.98e-05 | 1348.4ms/step | 14.8 samples/s +Validation at step 31250: Loss = 2.9390, Perplexity = 18.90 +Step 31260/44000 | Loss: 2.9363 | LR: 9.96e-05 | 3608.2ms/step | 5.5 samples/s +Step 31270/44000 | Loss: 2.9503 | LR: 9.95e-05 | 1347.4ms/step | 14.8 samples/s +Step 31280/44000 | Loss: 2.9094 | LR: 9.93e-05 | 1349.3ms/step | 14.8 samples/s +Step 31290/44000 | Loss: 2.9367 | LR: 9.92e-05 | 1351.0ms/step | 14.8 samples/s +Step 31300/44000 | Loss: 2.9354 | LR: 9.90e-05 | 1347.5ms/step | 14.8 samples/s +Step 31310/44000 | Loss: 2.9239 | LR: 9.89e-05 | 1347.8ms/step | 14.8 samples/s +Step 31320/44000 | Loss: 2.9202 | LR: 9.88e-05 | 1347.3ms/step | 14.8 samples/s +Step 31330/44000 | Loss: 2.9490 | LR: 9.86e-05 | 1348.3ms/step | 14.8 samples/s +Step 31340/44000 | Loss: 2.9151 | LR: 9.85e-05 | 1347.0ms/step | 14.8 samples/s +Step 31350/44000 | Loss: 2.8947 | LR: 9.83e-05 | 1348.6ms/step | 14.8 samples/s +Step 31360/44000 | Loss: 2.9053 | LR: 9.82e-05 | 1348.8ms/step | 14.8 samples/s +Step 31370/44000 | Loss: 2.9367 | LR: 9.80e-05 | 1346.7ms/step | 14.9 samples/s +Step 31380/44000 | Loss: 2.9498 | LR: 9.79e-05 | 1346.3ms/step | 14.9 samples/s +Step 31390/44000 | Loss: 2.8893 | LR: 9.77e-05 | 1345.4ms/step | 14.9 samples/s +Step 31400/44000 | Loss: 2.9225 | LR: 9.76e-05 | 1345.8ms/step | 14.9 samples/s +Step 31410/44000 | Loss: 2.8933 | LR: 9.75e-05 | 1344.4ms/step | 14.9 samples/s +Step 31420/44000 | Loss: 2.9139 | LR: 9.73e-05 | 1345.8ms/step | 14.9 samples/s +Step 31430/44000 | Loss: 2.9344 | LR: 9.72e-05 | 1344.4ms/step | 14.9 samples/s +Step 31440/44000 | Loss: 2.9198 | LR: 9.70e-05 | 1342.0ms/step | 14.9 samples/s +Step 31450/44000 | Loss: 2.9305 | LR: 9.69e-05 | 1342.8ms/step | 14.9 samples/s +Step 31460/44000 | Loss: 2.9097 | LR: 9.67e-05 | 1341.4ms/step | 14.9 samples/s +Step 31470/44000 | Loss: 2.9382 | LR: 9.66e-05 | 1341.8ms/step | 14.9 samples/s +Step 31480/44000 | Loss: 2.9023 | LR: 9.65e-05 | 1343.5ms/step | 14.9 samples/s +Step 31490/44000 | Loss: 2.9118 | LR: 9.63e-05 | 1344.6ms/step | 14.9 samples/s +Step 31500/44000 | Loss: 2.9242 | LR: 9.62e-05 | 1342.5ms/step | 14.9 samples/s +Validation at step 31500: Loss = 2.9387, Perplexity = 18.89 +Step 31510/44000 | Loss: 2.9050 | LR: 9.60e-05 | 3604.3ms/step | 5.5 samples/s +Step 31520/44000 | Loss: 2.9165 | LR: 9.59e-05 | 1344.2ms/step | 14.9 samples/s +Step 31530/44000 | Loss: 2.9285 | LR: 9.57e-05 | 1346.2ms/step | 14.9 samples/s +Step 31540/44000 | Loss: 2.9104 | LR: 9.56e-05 | 1347.2ms/step | 14.8 samples/s +Step 31550/44000 | Loss: 2.9352 | LR: 9.54e-05 | 1346.2ms/step | 14.9 samples/s +Step 31560/44000 | Loss: 2.9205 | LR: 9.53e-05 | 1347.4ms/step | 14.8 samples/s +Step 31570/44000 | Loss: 2.9111 | LR: 9.52e-05 | 1345.1ms/step | 14.9 samples/s +Step 31580/44000 | Loss: 2.9349 | LR: 9.50e-05 | 1345.6ms/step | 14.9 samples/s +Step 31590/44000 | Loss: 2.9374 | LR: 9.49e-05 | 1344.8ms/step | 14.9 samples/s +Step 31600/44000 | Loss: 2.9187 | LR: 9.47e-05 | 1345.0ms/step | 14.9 samples/s +Step 31610/44000 | Loss: 2.9079 | LR: 9.46e-05 | 1344.0ms/step | 14.9 samples/s +Step 31620/44000 | Loss: 2.9314 | LR: 9.45e-05 | 1343.7ms/step | 14.9 samples/s +Step 31630/44000 | Loss: 2.9149 | LR: 9.43e-05 | 1345.0ms/step | 14.9 samples/s +Step 31640/44000 | Loss: 2.8894 | LR: 9.42e-05 | 1338.0ms/step | 14.9 samples/s +Step 31650/44000 | Loss: 2.8934 | LR: 9.40e-05 | 1340.4ms/step | 14.9 samples/s +Step 31660/44000 | Loss: 2.9082 | LR: 9.39e-05 | 1345.4ms/step | 14.9 samples/s +Step 31670/44000 | Loss: 2.9037 | LR: 9.37e-05 | 1343.1ms/step | 14.9 samples/s +Step 31680/44000 | Loss: 2.9160 | LR: 9.36e-05 | 1341.2ms/step | 14.9 samples/s +Step 31690/44000 | Loss: 2.9246 | LR: 9.35e-05 | 1341.1ms/step | 14.9 samples/s +Step 31700/44000 | Loss: 2.9395 | LR: 9.33e-05 | 1341.8ms/step | 14.9 samples/s +Step 31710/44000 | Loss: 2.9173 | LR: 9.32e-05 | 1346.5ms/step | 14.9 samples/s +Step 31720/44000 | Loss: 2.9150 | LR: 9.30e-05 | 1343.3ms/step | 14.9 samples/s +Step 31730/44000 | Loss: 2.8884 | LR: 9.29e-05 | 1343.3ms/step | 14.9 samples/s +Step 31740/44000 | Loss: 2.9231 | LR: 9.28e-05 | 1343.6ms/step | 14.9 samples/s +Step 31750/44000 | Loss: 2.9317 | LR: 9.26e-05 | 1342.8ms/step | 14.9 samples/s +Validation at step 31750: Loss = 2.9380, Perplexity = 18.88 +Step 31760/44000 | Loss: 2.9065 | LR: 9.25e-05 | 3600.7ms/step | 5.6 samples/s +Step 31770/44000 | Loss: 2.9327 | LR: 9.23e-05 | 1340.7ms/step | 14.9 samples/s +Step 31780/44000 | Loss: 2.9226 | LR: 9.22e-05 | 1337.6ms/step | 15.0 samples/s +Step 31790/44000 | Loss: 2.9249 | LR: 9.20e-05 | 1340.2ms/step | 14.9 samples/s +Step 31800/44000 | Loss: 2.8952 | LR: 9.19e-05 | 1339.7ms/step | 14.9 samples/s +Step 31810/44000 | Loss: 2.8945 | LR: 9.18e-05 | 1341.8ms/step | 14.9 samples/s +Step 31820/44000 | Loss: 2.9122 | LR: 9.16e-05 | 1341.5ms/step | 14.9 samples/s +Step 31830/44000 | Loss: 2.9179 | LR: 9.15e-05 | 1339.5ms/step | 14.9 samples/s +Step 31840/44000 | Loss: 2.9295 | LR: 9.13e-05 | 1338.9ms/step | 14.9 samples/s +Step 31850/44000 | Loss: 2.9332 | LR: 9.12e-05 | 1341.4ms/step | 14.9 samples/s +Step 31860/44000 | Loss: 2.9397 | LR: 9.11e-05 | 1340.8ms/step | 14.9 samples/s +Step 31870/44000 | Loss: 2.9171 | LR: 9.09e-05 | 1338.7ms/step | 14.9 samples/s +Step 31880/44000 | Loss: 2.9514 | LR: 9.08e-05 | 1342.7ms/step | 14.9 samples/s +Step 31890/44000 | Loss: 2.8923 | LR: 9.06e-05 | 1343.5ms/step | 14.9 samples/s +Step 31900/44000 | Loss: 2.9113 | LR: 9.05e-05 | 1344.7ms/step | 14.9 samples/s +Step 31910/44000 | Loss: 2.9447 | LR: 9.04e-05 | 1345.8ms/step | 14.9 samples/s +Step 31920/44000 | Loss: 2.8703 | LR: 9.02e-05 | 1347.3ms/step | 14.8 samples/s +Step 31930/44000 | Loss: 2.9274 | LR: 9.01e-05 | 1341.8ms/step | 14.9 samples/s +Step 31940/44000 | Loss: 2.9347 | LR: 8.99e-05 | 1342.5ms/step | 14.9 samples/s +Step 31950/44000 | Loss: 2.9247 | LR: 8.98e-05 | 1343.5ms/step | 14.9 samples/s +Step 31960/44000 | Loss: 2.9386 | LR: 8.97e-05 | 1345.2ms/step | 14.9 samples/s +Step 31970/44000 | Loss: 2.9073 | LR: 8.95e-05 | 1345.7ms/step | 14.9 samples/s +Step 31980/44000 | Loss: 2.9189 | LR: 8.94e-05 | 1343.5ms/step | 14.9 samples/s +Step 31990/44000 | Loss: 2.8858 | LR: 8.92e-05 | 1344.6ms/step | 14.9 samples/s +Step 32000/44000 | Loss: 2.9087 | LR: 8.91e-05 | 1341.8ms/step | 14.9 samples/s +Validation at step 32000: Loss = 2.9372, Perplexity = 18.86 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-32000 +Step 32010/44000 | Loss: 2.9296 | LR: 8.90e-05 | 3905.4ms/step | 5.1 samples/s +Step 32020/44000 | Loss: 2.9191 | LR: 8.88e-05 | 1344.9ms/step | 14.9 samples/s +Step 32030/44000 | Loss: 2.9278 | LR: 8.87e-05 | 1341.8ms/step | 14.9 samples/s +Step 32040/44000 | Loss: 2.9301 | LR: 8.86e-05 | 1342.5ms/step | 14.9 samples/s +Step 32050/44000 | Loss: 2.9045 | LR: 8.84e-05 | 1344.2ms/step | 14.9 samples/s +Step 32060/44000 | Loss: 2.8901 | LR: 8.83e-05 | 1345.4ms/step | 14.9 samples/s +Step 32070/44000 | Loss: 2.9146 | LR: 8.81e-05 | 1345.5ms/step | 14.9 samples/s +Step 32080/44000 | Loss: 2.8893 | LR: 8.80e-05 | 1346.9ms/step | 14.8 samples/s +Step 32090/44000 | Loss: 2.9236 | LR: 8.79e-05 | 1347.1ms/step | 14.8 samples/s +Step 32100/44000 | Loss: 2.9253 | LR: 8.77e-05 | 1346.7ms/step | 14.9 samples/s +Step 32110/44000 | Loss: 2.9070 | LR: 8.76e-05 | 1350.0ms/step | 14.8 samples/s +Step 32120/44000 | Loss: 2.9127 | LR: 8.74e-05 | 1346.5ms/step | 14.9 samples/s +Step 32130/44000 | Loss: 2.9068 | LR: 8.73e-05 | 1343.3ms/step | 14.9 samples/s +Step 32140/44000 | Loss: 2.9052 | LR: 8.72e-05 | 1344.4ms/step | 14.9 samples/s +Step 32150/44000 | Loss: 2.9218 | LR: 8.70e-05 | 1344.4ms/step | 14.9 samples/s +Step 32160/44000 | Loss: 2.8927 | LR: 8.69e-05 | 1343.7ms/step | 14.9 samples/s +Step 32170/44000 | Loss: 2.9159 | LR: 8.68e-05 | 1343.6ms/step | 14.9 samples/s +Step 32180/44000 | Loss: 2.9488 | LR: 8.66e-05 | 1342.0ms/step | 14.9 samples/s +Step 32190/44000 | Loss: 2.9210 | LR: 8.65e-05 | 1343.8ms/step | 14.9 samples/s +Step 32200/44000 | Loss: 2.9342 | LR: 8.63e-05 | 1347.0ms/step | 14.8 samples/s +Step 32210/44000 | Loss: 2.9392 | LR: 8.62e-05 | 1346.1ms/step | 14.9 samples/s +Step 32220/44000 | Loss: 2.8953 | LR: 8.61e-05 | 1346.9ms/step | 14.8 samples/s +Step 32230/44000 | Loss: 2.9235 | LR: 8.59e-05 | 1346.2ms/step | 14.9 samples/s +Step 32240/44000 | Loss: 2.9124 | LR: 8.58e-05 | 1344.5ms/step | 14.9 samples/s +Step 32250/44000 | Loss: 2.9328 | LR: 8.57e-05 | 1344.0ms/step | 14.9 samples/s +Validation at step 32250: Loss = 2.9366, Perplexity = 18.85 +Step 32260/44000 | Loss: 2.9448 | LR: 8.55e-05 | 3612.9ms/step | 5.5 samples/s +Step 32270/44000 | Loss: 2.9197 | LR: 8.54e-05 | 1346.8ms/step | 14.9 samples/s +Step 32280/44000 | Loss: 2.9406 | LR: 8.53e-05 | 1342.9ms/step | 14.9 samples/s +Step 32290/44000 | Loss: 2.9087 | LR: 8.51e-05 | 1345.0ms/step | 14.9 samples/s +Step 32300/44000 | Loss: 2.9044 | LR: 8.50e-05 | 1349.1ms/step | 14.8 samples/s +Step 32310/44000 | Loss: 2.9278 | LR: 8.48e-05 | 1347.2ms/step | 14.8 samples/s +Step 32320/44000 | Loss: 2.9468 | LR: 8.47e-05 | 1349.5ms/step | 14.8 samples/s +Step 32330/44000 | Loss: 2.9165 | LR: 8.46e-05 | 1346.9ms/step | 14.8 samples/s +Step 32340/44000 | Loss: 2.9124 | LR: 8.44e-05 | 1342.8ms/step | 14.9 samples/s +Step 32350/44000 | Loss: 2.9359 | LR: 8.43e-05 | 1348.3ms/step | 14.8 samples/s +Step 32360/44000 | Loss: 2.9150 | LR: 8.42e-05 | 1348.8ms/step | 14.8 samples/s +Step 32370/44000 | Loss: 2.9135 | LR: 8.40e-05 | 1346.7ms/step | 14.9 samples/s +Step 32380/44000 | Loss: 2.9133 | LR: 8.39e-05 | 1348.6ms/step | 14.8 samples/s +Step 32390/44000 | Loss: 2.9150 | LR: 8.38e-05 | 1351.0ms/step | 14.8 samples/s +Step 32400/44000 | Loss: 2.9228 | LR: 8.36e-05 | 1346.5ms/step | 14.9 samples/s +Step 32410/44000 | Loss: 2.9172 | LR: 8.35e-05 | 1349.6ms/step | 14.8 samples/s +Step 32420/44000 | Loss: 2.9146 | LR: 8.33e-05 | 1347.3ms/step | 14.8 samples/s +Step 32430/44000 | Loss: 2.9625 | LR: 8.32e-05 | 1343.9ms/step | 14.9 samples/s +Step 32440/44000 | Loss: 2.9290 | LR: 8.31e-05 | 1345.6ms/step | 14.9 samples/s +Step 32450/44000 | Loss: 2.9214 | LR: 8.29e-05 | 1345.0ms/step | 14.9 samples/s +Step 32460/44000 | Loss: 2.9423 | LR: 8.28e-05 | 1342.3ms/step | 14.9 samples/s +Step 32470/44000 | Loss: 2.8982 | LR: 8.27e-05 | 1343.2ms/step | 14.9 samples/s +Step 32480/44000 | Loss: 2.9312 | LR: 8.25e-05 | 1345.0ms/step | 14.9 samples/s +Step 32490/44000 | Loss: 2.9085 | LR: 8.24e-05 | 1345.7ms/step | 14.9 samples/s +Step 32500/44000 | Loss: 2.9257 | LR: 8.23e-05 | 1346.7ms/step | 14.9 samples/s +Validation at step 32500: Loss = 2.9363, Perplexity = 18.85 +Step 32510/44000 | Loss: 2.8929 | LR: 8.21e-05 | 3602.8ms/step | 5.6 samples/s +Step 32520/44000 | Loss: 2.9189 | LR: 8.20e-05 | 1346.7ms/step | 14.9 samples/s +Step 32530/44000 | Loss: 2.9496 | LR: 8.19e-05 | 1346.1ms/step | 14.9 samples/s +Step 32540/44000 | Loss: 2.9037 | LR: 8.17e-05 | 1340.2ms/step | 14.9 samples/s +Step 32550/44000 | Loss: 2.8752 | LR: 8.16e-05 | 1342.1ms/step | 14.9 samples/s +Step 32560/44000 | Loss: 2.9400 | LR: 8.15e-05 | 1341.5ms/step | 14.9 samples/s +Step 32570/44000 | Loss: 2.9219 | LR: 8.13e-05 | 1343.9ms/step | 14.9 samples/s +Step 32580/44000 | Loss: 2.9277 | LR: 8.12e-05 | 1347.8ms/step | 14.8 samples/s +Step 32590/44000 | Loss: 2.9523 | LR: 8.11e-05 | 1347.8ms/step | 14.8 samples/s +Step 32600/44000 | Loss: 2.9252 | LR: 8.09e-05 | 1349.3ms/step | 14.8 samples/s +Step 32610/44000 | Loss: 2.9287 | LR: 8.08e-05 | 1345.8ms/step | 14.9 samples/s +Step 32620/44000 | Loss: 2.9369 | LR: 8.07e-05 | 1345.4ms/step | 14.9 samples/s +Step 32630/44000 | Loss: 2.8970 | LR: 8.05e-05 | 1344.6ms/step | 14.9 samples/s +Step 32640/44000 | Loss: 2.9577 | LR: 8.04e-05 | 1342.0ms/step | 14.9 samples/s +Step 32650/44000 | Loss: 2.9351 | LR: 8.03e-05 | 1343.5ms/step | 14.9 samples/s +Step 32660/44000 | Loss: 2.9239 | LR: 8.01e-05 | 1347.1ms/step | 14.8 samples/s +Step 32670/44000 | Loss: 2.9603 | LR: 8.00e-05 | 1352.3ms/step | 14.8 samples/s +Step 32680/44000 | Loss: 2.9157 | LR: 7.99e-05 | 1347.9ms/step | 14.8 samples/s +Step 32690/44000 | Loss: 2.9284 | LR: 7.97e-05 | 1346.2ms/step | 14.9 samples/s +Step 32700/44000 | Loss: 2.9079 | LR: 7.96e-05 | 1345.9ms/step | 14.9 samples/s +Step 32710/44000 | Loss: 2.9349 | LR: 7.95e-05 | 1345.8ms/step | 14.9 samples/s +Step 32720/44000 | Loss: 2.9354 | LR: 7.93e-05 | 1347.2ms/step | 14.8 samples/s +Step 32730/44000 | Loss: 2.9127 | LR: 7.92e-05 | 1346.1ms/step | 14.9 samples/s +Step 32740/44000 | Loss: 2.9021 | LR: 7.91e-05 | 1348.0ms/step | 14.8 samples/s +Step 32750/44000 | Loss: 2.8954 | LR: 7.89e-05 | 1349.6ms/step | 14.8 samples/s +Validation at step 32750: Loss = 2.9360, Perplexity = 18.84 +Step 32760/44000 | Loss: 2.9297 | LR: 7.88e-05 | 3605.9ms/step | 5.5 samples/s +Step 32770/44000 | Loss: 2.9242 | LR: 7.87e-05 | 1349.6ms/step | 14.8 samples/s +Step 32780/44000 | Loss: 2.9488 | LR: 7.85e-05 | 1341.8ms/step | 14.9 samples/s +Step 32790/44000 | Loss: 2.9578 | LR: 7.84e-05 | 1342.7ms/step | 14.9 samples/s +Step 32800/44000 | Loss: 2.9121 | LR: 7.83e-05 | 1342.3ms/step | 14.9 samples/s +Step 32810/44000 | Loss: 2.9195 | LR: 7.81e-05 | 1346.4ms/step | 14.9 samples/s +Step 32820/44000 | Loss: 2.9393 | LR: 7.80e-05 | 1345.1ms/step | 14.9 samples/s +Step 32830/44000 | Loss: 2.9363 | LR: 7.79e-05 | 1342.4ms/step | 14.9 samples/s +Step 32840/44000 | Loss: 2.8872 | LR: 7.77e-05 | 1341.6ms/step | 14.9 samples/s +Step 32850/44000 | Loss: 2.9175 | LR: 7.76e-05 | 1342.4ms/step | 14.9 samples/s +Step 32860/44000 | Loss: 2.9161 | LR: 7.75e-05 | 1342.8ms/step | 14.9 samples/s +Step 32870/44000 | Loss: 2.9330 | LR: 7.73e-05 | 1342.5ms/step | 14.9 samples/s +Step 32880/44000 | Loss: 2.8931 | LR: 7.72e-05 | 1343.5ms/step | 14.9 samples/s +Step 32890/44000 | Loss: 2.9298 | LR: 7.71e-05 | 1342.6ms/step | 14.9 samples/s +Step 32900/44000 | Loss: 2.9259 | LR: 7.70e-05 | 1339.7ms/step | 14.9 samples/s +Step 32910/44000 | Loss: 2.9161 | LR: 7.68e-05 | 1342.6ms/step | 14.9 samples/s +Step 32920/44000 | Loss: 2.9403 | LR: 7.67e-05 | 1344.1ms/step | 14.9 samples/s +Step 32930/44000 | Loss: 2.9134 | LR: 7.66e-05 | 1345.6ms/step | 14.9 samples/s +Step 32940/44000 | Loss: 2.8984 | LR: 7.64e-05 | 1345.9ms/step | 14.9 samples/s +Step 32950/44000 | Loss: 2.9056 | LR: 7.63e-05 | 1345.7ms/step | 14.9 samples/s +Step 32960/44000 | Loss: 2.9140 | LR: 7.62e-05 | 1345.7ms/step | 14.9 samples/s +Step 32970/44000 | Loss: 2.9180 | LR: 7.60e-05 | 1344.6ms/step | 14.9 samples/s +Step 32980/44000 | Loss: 2.9205 | LR: 7.59e-05 | 1341.0ms/step | 14.9 samples/s +Step 32990/44000 | Loss: 2.9239 | LR: 7.58e-05 | 1342.3ms/step | 14.9 samples/s +Step 33000/44000 | Loss: 2.9448 | LR: 7.56e-05 | 1341.3ms/step | 14.9 samples/s +Validation at step 33000: Loss = 2.9355, Perplexity = 18.83 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-33000 +Step 33010/44000 | Loss: 2.9321 | LR: 7.55e-05 | 3915.9ms/step | 5.1 samples/s +Step 33020/44000 | Loss: 2.8970 | LR: 7.54e-05 | 1348.3ms/step | 14.8 samples/s +Step 33030/44000 | Loss: 2.9404 | LR: 7.53e-05 | 1344.6ms/step | 14.9 samples/s +Step 33040/44000 | Loss: 2.9248 | LR: 7.51e-05 | 1345.1ms/step | 14.9 samples/s +Step 33050/44000 | Loss: 2.9336 | LR: 7.50e-05 | 1346.8ms/step | 14.8 samples/s +Step 33060/44000 | Loss: 2.9028 | LR: 7.49e-05 | 1350.2ms/step | 14.8 samples/s +Step 33070/44000 | Loss: 2.9343 | LR: 7.47e-05 | 1347.6ms/step | 14.8 samples/s +Step 33080/44000 | Loss: 2.9335 | LR: 7.46e-05 | 1355.1ms/step | 14.8 samples/s +Step 33090/44000 | Loss: 2.9230 | LR: 7.45e-05 | 1354.7ms/step | 14.8 samples/s +Step 33100/44000 | Loss: 2.8963 | LR: 7.44e-05 | 1349.7ms/step | 14.8 samples/s +Step 33110/44000 | Loss: 2.8738 | LR: 7.42e-05 | 1346.8ms/step | 14.8 samples/s +Step 33120/44000 | Loss: 2.9070 | LR: 7.41e-05 | 1345.7ms/step | 14.9 samples/s +Step 33130/44000 | Loss: 2.9241 | LR: 7.40e-05 | 1349.0ms/step | 14.8 samples/s +Step 33140/44000 | Loss: 2.9414 | LR: 7.38e-05 | 1347.8ms/step | 14.8 samples/s +Step 33150/44000 | Loss: 2.9332 | LR: 7.37e-05 | 1346.2ms/step | 14.9 samples/s +Step 33160/44000 | Loss: 2.9088 | LR: 7.36e-05 | 1342.6ms/step | 14.9 samples/s +Step 33170/44000 | Loss: 2.9151 | LR: 7.34e-05 | 1342.8ms/step | 14.9 samples/s +Step 33180/44000 | Loss: 2.9395 | LR: 7.33e-05 | 1346.6ms/step | 14.9 samples/s +Step 33190/44000 | Loss: 2.9387 | LR: 7.32e-05 | 1345.7ms/step | 14.9 samples/s +Step 33200/44000 | Loss: 2.9281 | LR: 7.31e-05 | 1343.6ms/step | 14.9 samples/s +Step 33210/44000 | Loss: 2.9159 | LR: 7.29e-05 | 1345.2ms/step | 14.9 samples/s +Step 33220/44000 | Loss: 2.9327 | LR: 7.28e-05 | 1352.3ms/step | 14.8 samples/s +Step 33230/44000 | Loss: 2.9153 | LR: 7.27e-05 | 1345.3ms/step | 14.9 samples/s +Step 33240/44000 | Loss: 2.9096 | LR: 7.26e-05 | 1343.8ms/step | 14.9 samples/s +Step 33250/44000 | Loss: 2.9196 | LR: 7.24e-05 | 1342.0ms/step | 14.9 samples/s +Validation at step 33250: Loss = 2.9351, Perplexity = 18.82 +Step 33260/44000 | Loss: 2.9329 | LR: 7.23e-05 | 3610.9ms/step | 5.5 samples/s +Step 33270/44000 | Loss: 2.9127 | LR: 7.22e-05 | 1348.5ms/step | 14.8 samples/s +Step 33280/44000 | Loss: 2.9309 | LR: 7.20e-05 | 1347.8ms/step | 14.8 samples/s +Step 33290/44000 | Loss: 2.8805 | LR: 7.19e-05 | 1348.5ms/step | 14.8 samples/s +Step 33300/44000 | Loss: 2.9225 | LR: 7.18e-05 | 1345.9ms/step | 14.9 samples/s +Step 33310/44000 | Loss: 2.9378 | LR: 7.17e-05 | 1346.8ms/step | 14.8 samples/s +Step 33320/44000 | Loss: 2.9191 | LR: 7.15e-05 | 1348.1ms/step | 14.8 samples/s +Step 33330/44000 | Loss: 2.9097 | LR: 7.14e-05 | 1348.3ms/step | 14.8 samples/s +Step 33340/44000 | Loss: 2.9114 | LR: 7.13e-05 | 1347.4ms/step | 14.8 samples/s +Step 33350/44000 | Loss: 2.9211 | LR: 7.11e-05 | 1346.3ms/step | 14.9 samples/s +Step 33360/44000 | Loss: 2.9322 | LR: 7.10e-05 | 1348.3ms/step | 14.8 samples/s +Step 33370/44000 | Loss: 2.8923 | LR: 7.09e-05 | 1347.5ms/step | 14.8 samples/s +Step 33380/44000 | Loss: 2.9089 | LR: 7.08e-05 | 1344.0ms/step | 14.9 samples/s +Step 33390/44000 | Loss: 2.9393 | LR: 7.06e-05 | 1340.2ms/step | 14.9 samples/s +Step 33400/44000 | Loss: 2.8869 | LR: 7.05e-05 | 1344.3ms/step | 14.9 samples/s +Step 33410/44000 | Loss: 2.9337 | LR: 7.04e-05 | 1347.0ms/step | 14.8 samples/s +Step 33420/44000 | Loss: 2.9127 | LR: 7.03e-05 | 1347.7ms/step | 14.8 samples/s +Step 33430/44000 | Loss: 2.9093 | LR: 7.01e-05 | 1346.9ms/step | 14.8 samples/s +Step 33440/44000 | Loss: 2.9376 | LR: 7.00e-05 | 1345.9ms/step | 14.9 samples/s +Step 33450/44000 | Loss: 2.9324 | LR: 6.99e-05 | 1341.6ms/step | 14.9 samples/s +Step 33460/44000 | Loss: 2.9253 | LR: 6.98e-05 | 1344.3ms/step | 14.9 samples/s +Step 33470/44000 | Loss: 2.9163 | LR: 6.96e-05 | 1343.5ms/step | 14.9 samples/s +Step 33480/44000 | Loss: 2.9025 | LR: 6.95e-05 | 1347.6ms/step | 14.8 samples/s +Step 33490/44000 | Loss: 2.9349 | LR: 6.94e-05 | 1347.7ms/step | 14.8 samples/s +Step 33500/44000 | Loss: 2.8924 | LR: 6.93e-05 | 1347.4ms/step | 14.8 samples/s +Validation at step 33500: Loss = 2.9347, Perplexity = 18.82 +Step 33510/44000 | Loss: 2.8986 | LR: 6.91e-05 | 3609.9ms/step | 5.5 samples/s +Step 33520/44000 | Loss: 2.9370 | LR: 6.90e-05 | 1341.0ms/step | 14.9 samples/s +Step 33530/44000 | Loss: 2.9002 | LR: 6.89e-05 | 1336.9ms/step | 15.0 samples/s +Step 33540/44000 | Loss: 2.9076 | LR: 6.88e-05 | 1340.3ms/step | 14.9 samples/s +Step 33550/44000 | Loss: 2.9152 | LR: 6.86e-05 | 1346.3ms/step | 14.9 samples/s +Step 33560/44000 | Loss: 2.8957 | LR: 6.85e-05 | 1344.9ms/step | 14.9 samples/s +Step 33570/44000 | Loss: 2.8905 | LR: 6.84e-05 | 1341.9ms/step | 14.9 samples/s +Step 33580/44000 | Loss: 2.9357 | LR: 6.83e-05 | 1339.4ms/step | 14.9 samples/s +Step 33590/44000 | Loss: 2.9342 | LR: 6.81e-05 | 1338.7ms/step | 14.9 samples/s +Step 33600/44000 | Loss: 2.9399 | LR: 6.80e-05 | 1341.6ms/step | 14.9 samples/s +Step 33610/44000 | Loss: 2.8945 | LR: 6.79e-05 | 1341.1ms/step | 14.9 samples/s +Step 33620/44000 | Loss: 2.9108 | LR: 6.78e-05 | 1342.8ms/step | 14.9 samples/s +Step 33630/44000 | Loss: 2.8992 | LR: 6.76e-05 | 1342.0ms/step | 14.9 samples/s +Step 33640/44000 | Loss: 2.9131 | LR: 6.75e-05 | 1345.3ms/step | 14.9 samples/s +Step 33650/44000 | Loss: 2.9207 | LR: 6.74e-05 | 1342.6ms/step | 14.9 samples/s +Step 33660/44000 | Loss: 2.9248 | LR: 6.73e-05 | 1342.6ms/step | 14.9 samples/s +Step 33670/44000 | Loss: 2.9340 | LR: 6.71e-05 | 1339.2ms/step | 14.9 samples/s +Step 33680/44000 | Loss: 2.9194 | LR: 6.70e-05 | 1339.7ms/step | 14.9 samples/s +Step 33690/44000 | Loss: 2.9149 | LR: 6.69e-05 | 1346.6ms/step | 14.9 samples/s +Step 33700/44000 | Loss: 2.9311 | LR: 6.68e-05 | 1346.4ms/step | 14.9 samples/s +Step 33710/44000 | Loss: 2.9474 | LR: 6.66e-05 | 1345.8ms/step | 14.9 samples/s +Step 33720/44000 | Loss: 2.9253 | LR: 6.65e-05 | 1344.8ms/step | 14.9 samples/s +Step 33730/44000 | Loss: 2.9074 | LR: 6.64e-05 | 1342.2ms/step | 14.9 samples/s +Step 33740/44000 | Loss: 2.9223 | LR: 6.63e-05 | 1343.6ms/step | 14.9 samples/s +Step 33750/44000 | Loss: 2.9274 | LR: 6.61e-05 | 1341.7ms/step | 14.9 samples/s +Validation at step 33750: Loss = 2.9344, Perplexity = 18.81 +Step 33760/44000 | Loss: 2.8917 | LR: 6.60e-05 | 3600.4ms/step | 5.6 samples/s +Step 33770/44000 | Loss: 2.9417 | LR: 6.59e-05 | 1345.3ms/step | 14.9 samples/s +Step 33780/44000 | Loss: 2.9413 | LR: 6.58e-05 | 1343.2ms/step | 14.9 samples/s +Step 33790/44000 | Loss: 2.8969 | LR: 6.57e-05 | 1345.6ms/step | 14.9 samples/s +Step 33800/44000 | Loss: 2.9289 | LR: 6.55e-05 | 1347.0ms/step | 14.8 samples/s +Step 33810/44000 | Loss: 2.9469 | LR: 6.54e-05 | 1344.9ms/step | 14.9 samples/s +Step 33820/44000 | Loss: 2.9190 | LR: 6.53e-05 | 1346.5ms/step | 14.9 samples/s +Step 33830/44000 | Loss: 2.9395 | LR: 6.52e-05 | 1345.4ms/step | 14.9 samples/s +Step 33840/44000 | Loss: 2.9215 | LR: 6.50e-05 | 1345.4ms/step | 14.9 samples/s +Step 33850/44000 | Loss: 2.9309 | LR: 6.49e-05 | 1345.3ms/step | 14.9 samples/s +Step 33860/44000 | Loss: 2.9143 | LR: 6.48e-05 | 1346.6ms/step | 14.9 samples/s +Step 33870/44000 | Loss: 2.9243 | LR: 6.47e-05 | 1344.0ms/step | 14.9 samples/s +Step 33880/44000 | Loss: 2.9550 | LR: 6.46e-05 | 1342.8ms/step | 14.9 samples/s +Step 33890/44000 | Loss: 2.9118 | LR: 6.44e-05 | 1344.4ms/step | 14.9 samples/s +Step 33900/44000 | Loss: 2.9371 | LR: 6.43e-05 | 1345.5ms/step | 14.9 samples/s +Step 33910/44000 | Loss: 2.9264 | LR: 6.42e-05 | 1346.0ms/step | 14.9 samples/s +Step 33920/44000 | Loss: 2.9194 | LR: 6.41e-05 | 1344.4ms/step | 14.9 samples/s +Step 33930/44000 | Loss: 2.8794 | LR: 6.40e-05 | 1342.2ms/step | 14.9 samples/s +Step 33940/44000 | Loss: 2.9161 | LR: 6.38e-05 | 1342.5ms/step | 14.9 samples/s +Step 33950/44000 | Loss: 2.9110 | LR: 6.37e-05 | 1342.3ms/step | 14.9 samples/s +Step 33960/44000 | Loss: 2.9010 | LR: 6.36e-05 | 1344.4ms/step | 14.9 samples/s +Step 33970/44000 | Loss: 2.9093 | LR: 6.35e-05 | 1349.7ms/step | 14.8 samples/s +Step 33980/44000 | Loss: 2.9420 | LR: 6.33e-05 | 1352.8ms/step | 14.8 samples/s +Step 33990/44000 | Loss: 2.9351 | LR: 6.32e-05 | 1348.3ms/step | 14.8 samples/s +Step 34000/44000 | Loss: 2.9386 | LR: 6.31e-05 | 1346.3ms/step | 14.9 samples/s +Validation at step 34000: Loss = 2.9338, Perplexity = 18.80 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-34000 +Step 34010/44000 | Loss: 2.9175 | LR: 6.30e-05 | 3900.5ms/step | 5.1 samples/s +Step 34020/44000 | Loss: 2.9110 | LR: 6.29e-05 | 1345.5ms/step | 14.9 samples/s +Step 34030/44000 | Loss: 2.9596 | LR: 6.27e-05 | 1344.2ms/step | 14.9 samples/s +Step 34040/44000 | Loss: 2.9111 | LR: 6.26e-05 | 1345.8ms/step | 14.9 samples/s +Step 34050/44000 | Loss: 2.9116 | LR: 6.25e-05 | 1345.1ms/step | 14.9 samples/s +Step 34060/44000 | Loss: 2.9187 | LR: 6.24e-05 | 1344.9ms/step | 14.9 samples/s +Step 34070/44000 | Loss: 2.9417 | LR: 6.23e-05 | 1345.3ms/step | 14.9 samples/s +Step 34080/44000 | Loss: 2.9240 | LR: 6.21e-05 | 1348.0ms/step | 14.8 samples/s +Step 34090/44000 | Loss: 2.9061 | LR: 6.20e-05 | 1345.8ms/step | 14.9 samples/s +Step 34100/44000 | Loss: 2.9217 | LR: 6.19e-05 | 1345.1ms/step | 14.9 samples/s +Step 34110/44000 | Loss: 2.8906 | LR: 6.18e-05 | 1347.6ms/step | 14.8 samples/s +Step 34120/44000 | Loss: 2.9141 | LR: 6.17e-05 | 1349.4ms/step | 14.8 samples/s +Step 34130/44000 | Loss: 2.9169 | LR: 6.15e-05 | 1348.4ms/step | 14.8 samples/s +Step 34140/44000 | Loss: 2.9286 | LR: 6.14e-05 | 1349.2ms/step | 14.8 samples/s +Step 34150/44000 | Loss: 2.9229 | LR: 6.13e-05 | 1351.9ms/step | 14.8 samples/s +Step 34160/44000 | Loss: 2.9506 | LR: 6.12e-05 | 1342.9ms/step | 14.9 samples/s +Step 34170/44000 | Loss: 2.9278 | LR: 6.11e-05 | 1343.5ms/step | 14.9 samples/s +Step 34180/44000 | Loss: 2.9059 | LR: 6.09e-05 | 1346.6ms/step | 14.9 samples/s +Step 34190/44000 | Loss: 2.9271 | LR: 6.08e-05 | 1348.0ms/step | 14.8 samples/s +Step 34200/44000 | Loss: 2.9463 | LR: 6.07e-05 | 1347.9ms/step | 14.8 samples/s +Step 34210/44000 | Loss: 2.9270 | LR: 6.06e-05 | 1346.2ms/step | 14.9 samples/s +Step 34220/44000 | Loss: 2.9187 | LR: 6.05e-05 | 1345.8ms/step | 14.9 samples/s +Step 34230/44000 | Loss: 2.9345 | LR: 6.04e-05 | 1346.3ms/step | 14.9 samples/s +Step 34240/44000 | Loss: 2.9522 | LR: 6.02e-05 | 1344.7ms/step | 14.9 samples/s +Step 34250/44000 | Loss: 2.9302 | LR: 6.01e-05 | 1346.4ms/step | 14.9 samples/s +Validation at step 34250: Loss = 2.9338, Perplexity = 18.80 +Step 34260/44000 | Loss: 2.9266 | LR: 6.00e-05 | 3603.9ms/step | 5.5 samples/s +Step 34270/44000 | Loss: 2.9030 | LR: 5.99e-05 | 1343.1ms/step | 14.9 samples/s +Step 34280/44000 | Loss: 2.9438 | LR: 5.98e-05 | 1342.2ms/step | 14.9 samples/s +Step 34290/44000 | Loss: 2.9042 | LR: 5.96e-05 | 1343.0ms/step | 14.9 samples/s +Step 34300/44000 | Loss: 2.9034 | LR: 5.95e-05 | 1343.9ms/step | 14.9 samples/s +Step 34310/44000 | Loss: 2.9193 | LR: 5.94e-05 | 1344.3ms/step | 14.9 samples/s +Step 34320/44000 | Loss: 2.9667 | LR: 5.93e-05 | 1345.6ms/step | 14.9 samples/s +Step 34330/44000 | Loss: 2.8892 | LR: 5.92e-05 | 1346.0ms/step | 14.9 samples/s +Step 34340/44000 | Loss: 2.8914 | LR: 5.91e-05 | 1343.6ms/step | 14.9 samples/s +Step 34350/44000 | Loss: 2.9120 | LR: 5.89e-05 | 1345.3ms/step | 14.9 samples/s +Step 34360/44000 | Loss: 2.9235 | LR: 5.88e-05 | 1341.8ms/step | 14.9 samples/s +Step 34370/44000 | Loss: 2.9119 | LR: 5.87e-05 | 1347.3ms/step | 14.8 samples/s +Step 34380/44000 | Loss: 2.9109 | LR: 5.86e-05 | 1347.2ms/step | 14.8 samples/s +Step 34390/44000 | Loss: 2.9251 | LR: 5.85e-05 | 1349.6ms/step | 14.8 samples/s +Step 34400/44000 | Loss: 2.9235 | LR: 5.84e-05 | 1345.4ms/step | 14.9 samples/s +Step 34410/44000 | Loss: 2.9393 | LR: 5.82e-05 | 1342.9ms/step | 14.9 samples/s +Step 34420/44000 | Loss: 2.9202 | LR: 5.81e-05 | 1346.8ms/step | 14.9 samples/s +Step 34430/44000 | Loss: 2.9155 | LR: 5.80e-05 | 1345.0ms/step | 14.9 samples/s +Step 34440/44000 | Loss: 2.9275 | LR: 5.79e-05 | 1346.0ms/step | 14.9 samples/s +Step 34450/44000 | Loss: 2.9083 | LR: 5.78e-05 | 1344.8ms/step | 14.9 samples/s +Step 34460/44000 | Loss: 2.9361 | LR: 5.77e-05 | 1346.0ms/step | 14.9 samples/s +Step 34470/44000 | Loss: 2.9187 | LR: 5.75e-05 | 1346.6ms/step | 14.9 samples/s +Step 34480/44000 | Loss: 2.9251 | LR: 5.74e-05 | 1346.0ms/step | 14.9 samples/s +Step 34490/44000 | Loss: 2.8883 | LR: 5.73e-05 | 1344.5ms/step | 14.9 samples/s +Step 34500/44000 | Loss: 2.9358 | LR: 5.72e-05 | 1344.9ms/step | 14.9 samples/s +Validation at step 34500: Loss = 2.9332, Perplexity = 18.79 +Step 34510/44000 | Loss: 2.9188 | LR: 5.71e-05 | 3598.2ms/step | 5.6 samples/s +Step 34520/44000 | Loss: 2.9120 | LR: 5.70e-05 | 1342.6ms/step | 14.9 samples/s +Step 34530/44000 | Loss: 2.9033 | LR: 5.69e-05 | 1343.0ms/step | 14.9 samples/s +Step 34540/44000 | Loss: 2.9225 | LR: 5.67e-05 | 1339.0ms/step | 14.9 samples/s +Step 34550/44000 | Loss: 2.9407 | LR: 5.66e-05 | 1338.2ms/step | 14.9 samples/s +Step 34560/44000 | Loss: 2.8897 | LR: 5.65e-05 | 1343.3ms/step | 14.9 samples/s +Step 34570/44000 | Loss: 2.9058 | LR: 5.64e-05 | 1343.4ms/step | 14.9 samples/s +Step 34580/44000 | Loss: 2.8993 | LR: 5.63e-05 | 1343.1ms/step | 14.9 samples/s +Step 34590/44000 | Loss: 2.9116 | LR: 5.62e-05 | 1341.7ms/step | 14.9 samples/s +Step 34600/44000 | Loss: 2.9237 | LR: 5.60e-05 | 1341.9ms/step | 14.9 samples/s +Step 34610/44000 | Loss: 2.9249 | LR: 5.59e-05 | 1341.1ms/step | 14.9 samples/s +Step 34620/44000 | Loss: 2.9196 | LR: 5.58e-05 | 1339.4ms/step | 14.9 samples/s +Step 34630/44000 | Loss: 2.9073 | LR: 5.57e-05 | 1344.0ms/step | 14.9 samples/s +Step 34640/44000 | Loss: 2.9155 | LR: 5.56e-05 | 1342.1ms/step | 14.9 samples/s +Step 34650/44000 | Loss: 2.9299 | LR: 5.55e-05 | 1341.6ms/step | 14.9 samples/s +Step 34660/44000 | Loss: 2.9365 | LR: 5.54e-05 | 1341.8ms/step | 14.9 samples/s +Step 34670/44000 | Loss: 2.8879 | LR: 5.52e-05 | 1341.6ms/step | 14.9 samples/s +Step 34680/44000 | Loss: 2.9189 | LR: 5.51e-05 | 1342.2ms/step | 14.9 samples/s +Step 34690/44000 | Loss: 2.9041 | LR: 5.50e-05 | 1346.0ms/step | 14.9 samples/s +Step 34700/44000 | Loss: 2.8949 | LR: 5.49e-05 | 1344.2ms/step | 14.9 samples/s +Step 34710/44000 | Loss: 2.9320 | LR: 5.48e-05 | 1345.7ms/step | 14.9 samples/s +Step 34720/44000 | Loss: 2.9060 | LR: 5.47e-05 | 1344.4ms/step | 14.9 samples/s +Step 34730/44000 | Loss: 2.9319 | LR: 5.46e-05 | 1344.6ms/step | 14.9 samples/s +Step 34740/44000 | Loss: 2.9067 | LR: 5.45e-05 | 1345.5ms/step | 14.9 samples/s +Step 34750/44000 | Loss: 2.9143 | LR: 5.43e-05 | 1345.6ms/step | 14.9 samples/s +Validation at step 34750: Loss = 2.9332, Perplexity = 18.79 +Step 34760/44000 | Loss: 2.9020 | LR: 5.42e-05 | 3601.1ms/step | 5.6 samples/s +Step 34770/44000 | Loss: 2.9073 | LR: 5.41e-05 | 1347.2ms/step | 14.8 samples/s +Step 34780/44000 | Loss: 2.9465 | LR: 5.40e-05 | 1346.1ms/step | 14.9 samples/s +Step 34790/44000 | Loss: 2.9423 | LR: 5.39e-05 | 1343.6ms/step | 14.9 samples/s +Step 34800/44000 | Loss: 2.9209 | LR: 5.38e-05 | 1345.0ms/step | 14.9 samples/s +Step 34810/44000 | Loss: 2.9387 | LR: 5.37e-05 | 1343.6ms/step | 14.9 samples/s +Step 34820/44000 | Loss: 2.9176 | LR: 5.36e-05 | 1345.8ms/step | 14.9 samples/s +Step 34830/44000 | Loss: 2.9177 | LR: 5.34e-05 | 1343.5ms/step | 14.9 samples/s +Step 34840/44000 | Loss: 2.9265 | LR: 5.33e-05 | 1340.6ms/step | 14.9 samples/s +Step 34850/44000 | Loss: 2.9364 | LR: 5.32e-05 | 1339.8ms/step | 14.9 samples/s +Step 34860/44000 | Loss: 2.9271 | LR: 5.31e-05 | 1338.4ms/step | 14.9 samples/s +Step 34870/44000 | Loss: 2.9066 | LR: 5.30e-05 | 1344.2ms/step | 14.9 samples/s +Step 34880/44000 | Loss: 2.9142 | LR: 5.29e-05 | 1341.4ms/step | 14.9 samples/s +Step 34890/44000 | Loss: 2.9101 | LR: 5.28e-05 | 1344.9ms/step | 14.9 samples/s +Step 34900/44000 | Loss: 2.9279 | LR: 5.27e-05 | 1345.1ms/step | 14.9 samples/s +Step 34910/44000 | Loss: 2.9251 | LR: 5.25e-05 | 1346.1ms/step | 14.9 samples/s +Step 34920/44000 | Loss: 2.9100 | LR: 5.24e-05 | 1344.9ms/step | 14.9 samples/s +Step 34930/44000 | Loss: 2.8991 | LR: 5.23e-05 | 1345.5ms/step | 14.9 samples/s +Step 34940/44000 | Loss: 2.8731 | LR: 5.22e-05 | 1343.8ms/step | 14.9 samples/s +Step 34950/44000 | Loss: 2.9304 | LR: 5.21e-05 | 1345.7ms/step | 14.9 samples/s +Step 34960/44000 | Loss: 2.9219 | LR: 5.20e-05 | 1344.1ms/step | 14.9 samples/s +Step 34970/44000 | Loss: 2.9016 | LR: 5.19e-05 | 1340.1ms/step | 14.9 samples/s +Step 34980/44000 | Loss: 2.9258 | LR: 5.18e-05 | 1342.9ms/step | 14.9 samples/s +Step 34990/44000 | Loss: 2.9277 | LR: 5.17e-05 | 1344.9ms/step | 14.9 samples/s +Step 35000/44000 | Loss: 2.8965 | LR: 5.15e-05 | 1344.6ms/step | 14.9 samples/s +Validation at step 35000: Loss = 2.9328, Perplexity = 18.78 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-35000 +Step 35010/44000 | Loss: 2.9201 | LR: 5.14e-05 | 3896.0ms/step | 5.1 samples/s +Step 35020/44000 | Loss: 2.8889 | LR: 5.13e-05 | 1344.9ms/step | 14.9 samples/s +Step 35030/44000 | Loss: 2.8978 | LR: 5.12e-05 | 1347.0ms/step | 14.8 samples/s +Step 35040/44000 | Loss: 2.9088 | LR: 5.11e-05 | 1346.4ms/step | 14.9 samples/s +Step 35050/44000 | Loss: 2.9003 | LR: 5.10e-05 | 1345.7ms/step | 14.9 samples/s +Step 35060/44000 | Loss: 2.9098 | LR: 5.09e-05 | 1342.1ms/step | 14.9 samples/s +Step 35070/44000 | Loss: 2.8782 | LR: 5.08e-05 | 1345.1ms/step | 14.9 samples/s +Step 35080/44000 | Loss: 2.9149 | LR: 5.07e-05 | 1346.8ms/step | 14.8 samples/s +Step 35090/44000 | Loss: 2.9014 | LR: 5.06e-05 | 1347.0ms/step | 14.8 samples/s +Step 35100/44000 | Loss: 2.9443 | LR: 5.04e-05 | 1347.3ms/step | 14.8 samples/s +Step 35110/44000 | Loss: 2.9076 | LR: 5.03e-05 | 1346.0ms/step | 14.9 samples/s +Step 35120/44000 | Loss: 2.9223 | LR: 5.02e-05 | 1346.2ms/step | 14.9 samples/s +Step 35130/44000 | Loss: 2.9212 | LR: 5.01e-05 | 1345.4ms/step | 14.9 samples/s +Step 35140/44000 | Loss: 2.8878 | LR: 5.00e-05 | 1346.2ms/step | 14.9 samples/s +Step 35150/44000 | Loss: 2.9286 | LR: 4.99e-05 | 1344.7ms/step | 14.9 samples/s +Step 35160/44000 | Loss: 2.9508 | LR: 4.98e-05 | 1344.4ms/step | 14.9 samples/s +Step 35170/44000 | Loss: 2.9272 | LR: 4.97e-05 | 1345.4ms/step | 14.9 samples/s +Step 35180/44000 | Loss: 2.9336 | LR: 4.96e-05 | 1346.0ms/step | 14.9 samples/s +Step 35190/44000 | Loss: 2.9033 | LR: 4.95e-05 | 1345.8ms/step | 14.9 samples/s +Step 35200/44000 | Loss: 2.9338 | LR: 4.94e-05 | 1346.7ms/step | 14.9 samples/s +Step 35210/44000 | Loss: 2.9293 | LR: 4.93e-05 | 1345.0ms/step | 14.9 samples/s +Step 35220/44000 | Loss: 2.9080 | LR: 4.91e-05 | 1345.9ms/step | 14.9 samples/s +Step 35230/44000 | Loss: 2.9148 | LR: 4.90e-05 | 1350.3ms/step | 14.8 samples/s +Step 35240/44000 | Loss: 2.9050 | LR: 4.89e-05 | 1347.4ms/step | 14.8 samples/s +Step 35250/44000 | Loss: 2.9515 | LR: 4.88e-05 | 1347.0ms/step | 14.8 samples/s +Validation at step 35250: Loss = 2.9326, Perplexity = 18.78 +Step 35260/44000 | Loss: 2.9070 | LR: 4.87e-05 | 3608.4ms/step | 5.5 samples/s +Step 35270/44000 | Loss: 2.9387 | LR: 4.86e-05 | 1346.6ms/step | 14.9 samples/s +Step 35280/44000 | Loss: 2.8953 | LR: 4.85e-05 | 1345.1ms/step | 14.9 samples/s +Step 35290/44000 | Loss: 2.9039 | LR: 4.84e-05 | 1346.3ms/step | 14.9 samples/s +Step 35300/44000 | Loss: 2.9055 | LR: 4.83e-05 | 1343.6ms/step | 14.9 samples/s +Step 35310/44000 | Loss: 2.9258 | LR: 4.82e-05 | 1339.9ms/step | 14.9 samples/s +Step 35320/44000 | Loss: 2.8887 | LR: 4.81e-05 | 1343.5ms/step | 14.9 samples/s +Step 35330/44000 | Loss: 2.9232 | LR: 4.80e-05 | 1346.9ms/step | 14.8 samples/s +Step 35340/44000 | Loss: 2.9188 | LR: 4.79e-05 | 1350.3ms/step | 14.8 samples/s +Step 35350/44000 | Loss: 2.9447 | LR: 4.77e-05 | 1351.7ms/step | 14.8 samples/s +Step 35360/44000 | Loss: 2.9014 | LR: 4.76e-05 | 1348.6ms/step | 14.8 samples/s +Step 35370/44000 | Loss: 2.9114 | LR: 4.75e-05 | 1344.9ms/step | 14.9 samples/s +Step 35380/44000 | Loss: 2.9003 | LR: 4.74e-05 | 1343.8ms/step | 14.9 samples/s +Step 35390/44000 | Loss: 2.9061 | LR: 4.73e-05 | 1346.3ms/step | 14.9 samples/s +Step 35400/44000 | Loss: 2.8942 | LR: 4.72e-05 | 1347.9ms/step | 14.8 samples/s +Step 35410/44000 | Loss: 2.9283 | LR: 4.71e-05 | 1347.0ms/step | 14.8 samples/s +Step 35420/44000 | Loss: 2.9007 | LR: 4.70e-05 | 1344.1ms/step | 14.9 samples/s +Step 35430/44000 | Loss: 2.9582 | LR: 4.69e-05 | 1342.2ms/step | 14.9 samples/s +Step 35440/44000 | Loss: 2.9373 | LR: 4.68e-05 | 1343.5ms/step | 14.9 samples/s +Step 35450/44000 | Loss: 2.9210 | LR: 4.67e-05 | 1349.4ms/step | 14.8 samples/s +Step 35460/44000 | Loss: 2.9397 | LR: 4.66e-05 | 1348.9ms/step | 14.8 samples/s +Step 35470/44000 | Loss: 2.9120 | LR: 4.65e-05 | 1343.9ms/step | 14.9 samples/s +Step 35480/44000 | Loss: 2.9202 | LR: 4.64e-05 | 1344.7ms/step | 14.9 samples/s +Step 35490/44000 | Loss: 2.9264 | LR: 4.63e-05 | 1345.5ms/step | 14.9 samples/s +Step 35500/44000 | Loss: 2.8997 | LR: 4.62e-05 | 1345.7ms/step | 14.9 samples/s +Validation at step 35500: Loss = 2.9323, Perplexity = 18.77 +Step 35510/44000 | Loss: 2.9107 | LR: 4.61e-05 | 3608.6ms/step | 5.5 samples/s +Step 35520/44000 | Loss: 2.9204 | LR: 4.59e-05 | 1345.9ms/step | 14.9 samples/s +Step 35530/44000 | Loss: 2.9199 | LR: 4.58e-05 | 1346.3ms/step | 14.9 samples/s +Step 35540/44000 | Loss: 2.9374 | LR: 4.57e-05 | 1339.0ms/step | 14.9 samples/s +Step 35550/44000 | Loss: 2.9389 | LR: 4.56e-05 | 1344.7ms/step | 14.9 samples/s +Step 35560/44000 | Loss: 2.9309 | LR: 4.55e-05 | 1346.3ms/step | 14.9 samples/s +Step 35570/44000 | Loss: 2.9391 | LR: 4.54e-05 | 1345.5ms/step | 14.9 samples/s +Step 35580/44000 | Loss: 2.9223 | LR: 4.53e-05 | 1346.7ms/step | 14.9 samples/s +Step 35590/44000 | Loss: 2.9318 | LR: 4.52e-05 | 1344.4ms/step | 14.9 samples/s +Step 35600/44000 | Loss: 2.8968 | LR: 4.51e-05 | 1345.6ms/step | 14.9 samples/s +Step 35610/44000 | Loss: 2.9349 | LR: 4.50e-05 | 1347.4ms/step | 14.8 samples/s +Step 35620/44000 | Loss: 2.9115 | LR: 4.49e-05 | 1344.5ms/step | 14.9 samples/s +Step 35630/44000 | Loss: 2.9225 | LR: 4.48e-05 | 1346.1ms/step | 14.9 samples/s +Step 35640/44000 | Loss: 2.9004 | LR: 4.47e-05 | 1346.1ms/step | 14.9 samples/s +Step 35650/44000 | Loss: 2.9079 | LR: 4.46e-05 | 1346.1ms/step | 14.9 samples/s +Step 35660/44000 | Loss: 2.9230 | LR: 4.45e-05 | 1346.9ms/step | 14.8 samples/s +Step 35670/44000 | Loss: 2.9115 | LR: 4.44e-05 | 1347.5ms/step | 14.8 samples/s +Step 35680/44000 | Loss: 2.9172 | LR: 4.43e-05 | 1345.5ms/step | 14.9 samples/s +Step 35690/44000 | Loss: 2.9276 | LR: 4.42e-05 | 1347.3ms/step | 14.8 samples/s +Step 35700/44000 | Loss: 2.9031 | LR: 4.41e-05 | 1349.5ms/step | 14.8 samples/s +Step 35710/44000 | Loss: 2.9196 | LR: 4.40e-05 | 1348.1ms/step | 14.8 samples/s +Step 35720/44000 | Loss: 2.9024 | LR: 4.39e-05 | 1346.2ms/step | 14.9 samples/s +Step 35730/44000 | Loss: 2.8920 | LR: 4.38e-05 | 1345.9ms/step | 14.9 samples/s +Step 35740/44000 | Loss: 2.9243 | LR: 4.37e-05 | 1344.8ms/step | 14.9 samples/s +Step 35750/44000 | Loss: 2.9036 | LR: 4.36e-05 | 1345.0ms/step | 14.9 samples/s +Validation at step 35750: Loss = 2.9323, Perplexity = 18.77 +Step 35760/44000 | Loss: 2.9343 | LR: 4.35e-05 | 3608.0ms/step | 5.5 samples/s +Step 35770/44000 | Loss: 2.9098 | LR: 4.34e-05 | 1341.9ms/step | 14.9 samples/s +Step 35780/44000 | Loss: 2.8994 | LR: 4.33e-05 | 1344.7ms/step | 14.9 samples/s +Step 35790/44000 | Loss: 2.9237 | LR: 4.32e-05 | 1346.2ms/step | 14.9 samples/s +Step 35800/44000 | Loss: 2.9336 | LR: 4.31e-05 | 1347.0ms/step | 14.8 samples/s +Step 35810/44000 | Loss: 2.9304 | LR: 4.29e-05 | 1347.6ms/step | 14.8 samples/s +Step 35820/44000 | Loss: 2.9323 | LR: 4.28e-05 | 1348.0ms/step | 14.8 samples/s +Step 35830/44000 | Loss: 2.9501 | LR: 4.27e-05 | 1346.3ms/step | 14.9 samples/s +Step 35840/44000 | Loss: 2.9095 | LR: 4.26e-05 | 1340.7ms/step | 14.9 samples/s +Step 35850/44000 | Loss: 2.9188 | LR: 4.25e-05 | 1339.7ms/step | 14.9 samples/s +Step 35860/44000 | Loss: 2.9421 | LR: 4.24e-05 | 1348.0ms/step | 14.8 samples/s +Step 35870/44000 | Loss: 2.9201 | LR: 4.23e-05 | 1347.2ms/step | 14.8 samples/s +Step 35880/44000 | Loss: 2.9345 | LR: 4.22e-05 | 1347.8ms/step | 14.8 samples/s +Step 35890/44000 | Loss: 2.9010 | LR: 4.21e-05 | 1345.8ms/step | 14.9 samples/s +Step 35900/44000 | Loss: 2.9222 | LR: 4.20e-05 | 1346.6ms/step | 14.9 samples/s +Step 35910/44000 | Loss: 2.9053 | LR: 4.19e-05 | 1344.4ms/step | 14.9 samples/s +Step 35920/44000 | Loss: 2.9190 | LR: 4.18e-05 | 1344.8ms/step | 14.9 samples/s +Step 35930/44000 | Loss: 2.9079 | LR: 4.17e-05 | 1340.9ms/step | 14.9 samples/s +Step 35940/44000 | Loss: 2.9080 | LR: 4.16e-05 | 1344.3ms/step | 14.9 samples/s +Step 35950/44000 | Loss: 2.8938 | LR: 4.15e-05 | 1345.7ms/step | 14.9 samples/s +Step 35960/44000 | Loss: 2.8989 | LR: 4.14e-05 | 1347.2ms/step | 14.8 samples/s +Step 35970/44000 | Loss: 2.8905 | LR: 4.13e-05 | 1346.3ms/step | 14.9 samples/s +Step 35980/44000 | Loss: 2.9434 | LR: 4.12e-05 | 1343.4ms/step | 14.9 samples/s +Step 35990/44000 | Loss: 2.9150 | LR: 4.11e-05 | 1348.9ms/step | 14.8 samples/s +Step 36000/44000 | Loss: 2.9153 | LR: 4.10e-05 | 1345.1ms/step | 14.9 samples/s +Validation at step 36000: Loss = 2.9319, Perplexity = 18.76 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-36000 +Step 36010/44000 | Loss: 2.9308 | LR: 4.09e-05 | 3907.5ms/step | 5.1 samples/s +Step 36020/44000 | Loss: 2.9089 | LR: 4.08e-05 | 1345.2ms/step | 14.9 samples/s +Step 36030/44000 | Loss: 2.8977 | LR: 4.07e-05 | 1346.1ms/step | 14.9 samples/s +Step 36040/44000 | Loss: 2.9036 | LR: 4.06e-05 | 1339.9ms/step | 14.9 samples/s +Step 36050/44000 | Loss: 2.9010 | LR: 4.05e-05 | 1341.3ms/step | 14.9 samples/s +Step 36060/44000 | Loss: 2.9290 | LR: 4.04e-05 | 1346.8ms/step | 14.9 samples/s +Step 36070/44000 | Loss: 2.9191 | LR: 4.03e-05 | 1342.9ms/step | 14.9 samples/s +Step 36080/44000 | Loss: 2.9344 | LR: 4.02e-05 | 1340.1ms/step | 14.9 samples/s +Step 36090/44000 | Loss: 2.9414 | LR: 4.01e-05 | 1339.3ms/step | 14.9 samples/s +Step 36100/44000 | Loss: 2.9199 | LR: 4.00e-05 | 1338.7ms/step | 14.9 samples/s +Step 36110/44000 | Loss: 2.9359 | LR: 3.99e-05 | 1339.7ms/step | 14.9 samples/s +Step 36120/44000 | Loss: 2.9221 | LR: 3.98e-05 | 1338.9ms/step | 14.9 samples/s +Step 36130/44000 | Loss: 2.9249 | LR: 3.97e-05 | 1342.3ms/step | 14.9 samples/s +Step 36140/44000 | Loss: 2.9168 | LR: 3.97e-05 | 1341.8ms/step | 14.9 samples/s +Step 36150/44000 | Loss: 2.9262 | LR: 3.96e-05 | 1344.8ms/step | 14.9 samples/s +Step 36160/44000 | Loss: 2.9186 | LR: 3.95e-05 | 1346.9ms/step | 14.8 samples/s +Step 36170/44000 | Loss: 2.8773 | LR: 3.94e-05 | 1348.7ms/step | 14.8 samples/s +Step 36180/44000 | Loss: 2.9187 | LR: 3.93e-05 | 1347.7ms/step | 14.8 samples/s +Step 36190/44000 | Loss: 2.9145 | LR: 3.92e-05 | 1349.1ms/step | 14.8 samples/s +Step 36200/44000 | Loss: 2.9076 | LR: 3.91e-05 | 1349.2ms/step | 14.8 samples/s +Step 36210/44000 | Loss: 2.9171 | LR: 3.90e-05 | 1346.1ms/step | 14.9 samples/s +Step 36220/44000 | Loss: 2.9110 | LR: 3.89e-05 | 1348.5ms/step | 14.8 samples/s +Step 36230/44000 | Loss: 2.9128 | LR: 3.88e-05 | 1348.3ms/step | 14.8 samples/s +Step 36240/44000 | Loss: 2.9221 | LR: 3.87e-05 | 1340.9ms/step | 14.9 samples/s +Step 36250/44000 | Loss: 2.9372 | LR: 3.86e-05 | 1345.7ms/step | 14.9 samples/s +Validation at step 36250: Loss = 2.9315, Perplexity = 18.75 +Step 36260/44000 | Loss: 2.9287 | LR: 3.85e-05 | 3606.4ms/step | 5.5 samples/s +Step 36270/44000 | Loss: 2.9399 | LR: 3.84e-05 | 1350.0ms/step | 14.8 samples/s +Step 36280/44000 | Loss: 2.9096 | LR: 3.83e-05 | 1350.3ms/step | 14.8 samples/s +Step 36290/44000 | Loss: 2.9264 | LR: 3.82e-05 | 1348.8ms/step | 14.8 samples/s +Step 36300/44000 | Loss: 2.9100 | LR: 3.81e-05 | 1344.6ms/step | 14.9 samples/s +Step 36310/44000 | Loss: 2.9110 | LR: 3.80e-05 | 1344.7ms/step | 14.9 samples/s +Step 36320/44000 | Loss: 2.8868 | LR: 3.79e-05 | 1349.4ms/step | 14.8 samples/s +Step 36330/44000 | Loss: 2.9053 | LR: 3.78e-05 | 1348.1ms/step | 14.8 samples/s +Step 36340/44000 | Loss: 2.9240 | LR: 3.77e-05 | 1347.9ms/step | 14.8 samples/s +Step 36350/44000 | Loss: 2.8938 | LR: 3.76e-05 | 1347.6ms/step | 14.8 samples/s +Step 36360/44000 | Loss: 2.9011 | LR: 3.75e-05 | 1346.8ms/step | 14.8 samples/s +Step 36370/44000 | Loss: 2.9108 | LR: 3.74e-05 | 1348.8ms/step | 14.8 samples/s +Step 36380/44000 | Loss: 2.9111 | LR: 3.73e-05 | 1345.6ms/step | 14.9 samples/s +Step 36390/44000 | Loss: 2.9331 | LR: 3.72e-05 | 1346.3ms/step | 14.9 samples/s +Step 36400/44000 | Loss: 2.9104 | LR: 3.71e-05 | 1346.4ms/step | 14.9 samples/s +Step 36410/44000 | Loss: 2.9203 | LR: 3.70e-05 | 1344.9ms/step | 14.9 samples/s +Step 36420/44000 | Loss: 2.8880 | LR: 3.69e-05 | 1345.5ms/step | 14.9 samples/s +Step 36430/44000 | Loss: 2.8966 | LR: 3.69e-05 | 1346.5ms/step | 14.9 samples/s +Step 36440/44000 | Loss: 2.9062 | LR: 3.68e-05 | 1345.7ms/step | 14.9 samples/s +Step 36450/44000 | Loss: 2.9461 | LR: 3.67e-05 | 1344.5ms/step | 14.9 samples/s +Step 36460/44000 | Loss: 2.9214 | LR: 3.66e-05 | 1345.9ms/step | 14.9 samples/s +Step 36470/44000 | Loss: 2.8962 | LR: 3.65e-05 | 1346.0ms/step | 14.9 samples/s +Step 36480/44000 | Loss: 2.9202 | LR: 3.64e-05 | 1344.5ms/step | 14.9 samples/s +Step 36490/44000 | Loss: 2.9414 | LR: 3.63e-05 | 1344.1ms/step | 14.9 samples/s +Step 36500/44000 | Loss: 2.8905 | LR: 3.62e-05 | 1345.0ms/step | 14.9 samples/s +Validation at step 36500: Loss = 2.9319, Perplexity = 18.76 +Step 36510/44000 | Loss: 2.9302 | LR: 3.61e-05 | 3604.8ms/step | 5.5 samples/s +Step 36520/44000 | Loss: 2.9043 | LR: 3.60e-05 | 1345.6ms/step | 14.9 samples/s +Step 36530/44000 | Loss: 2.9120 | LR: 3.59e-05 | 1346.9ms/step | 14.8 samples/s +Step 36540/44000 | Loss: 2.8997 | LR: 3.58e-05 | 1345.2ms/step | 14.9 samples/s +Step 36550/44000 | Loss: 2.9075 | LR: 3.57e-05 | 1344.6ms/step | 14.9 samples/s +Step 36560/44000 | Loss: 2.9292 | LR: 3.56e-05 | 1344.4ms/step | 14.9 samples/s +Step 36570/44000 | Loss: 2.8894 | LR: 3.55e-05 | 1344.5ms/step | 14.9 samples/s +Step 36580/44000 | Loss: 2.9070 | LR: 3.54e-05 | 1344.1ms/step | 14.9 samples/s +Step 36590/44000 | Loss: 2.9165 | LR: 3.53e-05 | 1343.2ms/step | 14.9 samples/s +Step 36600/44000 | Loss: 2.8901 | LR: 3.53e-05 | 1344.4ms/step | 14.9 samples/s +Step 36610/44000 | Loss: 2.9116 | LR: 3.52e-05 | 1349.1ms/step | 14.8 samples/s +Step 36620/44000 | Loss: 2.9016 | LR: 3.51e-05 | 1346.0ms/step | 14.9 samples/s +Step 36630/44000 | Loss: 2.9158 | LR: 3.50e-05 | 1343.4ms/step | 14.9 samples/s +Step 36640/44000 | Loss: 2.9148 | LR: 3.49e-05 | 1342.8ms/step | 14.9 samples/s +Step 36650/44000 | Loss: 2.9121 | LR: 3.48e-05 | 1343.9ms/step | 14.9 samples/s +Step 36660/44000 | Loss: 2.9038 | LR: 3.47e-05 | 1343.6ms/step | 14.9 samples/s +Step 36670/44000 | Loss: 2.9437 | LR: 3.46e-05 | 1344.5ms/step | 14.9 samples/s +Step 36680/44000 | Loss: 2.9298 | LR: 3.45e-05 | 1346.8ms/step | 14.8 samples/s +Step 36690/44000 | Loss: 2.9075 | LR: 3.44e-05 | 1347.3ms/step | 14.8 samples/s +Step 36700/44000 | Loss: 2.9078 | LR: 3.43e-05 | 1346.1ms/step | 14.9 samples/s +Step 36710/44000 | Loss: 2.9008 | LR: 3.42e-05 | 1344.2ms/step | 14.9 samples/s +Step 36720/44000 | Loss: 2.9136 | LR: 3.41e-05 | 1343.4ms/step | 14.9 samples/s +Step 36730/44000 | Loss: 2.9048 | LR: 3.41e-05 | 1343.2ms/step | 14.9 samples/s +Step 36740/44000 | Loss: 2.9292 | LR: 3.40e-05 | 1342.2ms/step | 14.9 samples/s +Step 36750/44000 | Loss: 2.8975 | LR: 3.39e-05 | 1340.9ms/step | 14.9 samples/s +Validation at step 36750: Loss = 2.9316, Perplexity = 18.76 +Step 36760/44000 | Loss: 2.9050 | LR: 3.38e-05 | 3591.0ms/step | 5.6 samples/s +Step 36770/44000 | Loss: 2.9174 | LR: 3.37e-05 | 1348.0ms/step | 14.8 samples/s +Step 36780/44000 | Loss: 2.9260 | LR: 3.36e-05 | 1345.2ms/step | 14.9 samples/s +Step 36790/44000 | Loss: 2.9241 | LR: 3.35e-05 | 1344.2ms/step | 14.9 samples/s +Step 36800/44000 | Loss: 2.9149 | LR: 3.34e-05 | 1341.1ms/step | 14.9 samples/s +Step 36810/44000 | Loss: 2.9103 | LR: 3.33e-05 | 1340.9ms/step | 14.9 samples/s +Step 36820/44000 | Loss: 2.9074 | LR: 3.32e-05 | 1342.4ms/step | 14.9 samples/s +Step 36830/44000 | Loss: 2.9114 | LR: 3.31e-05 | 1342.1ms/step | 14.9 samples/s +Step 36840/44000 | Loss: 2.9162 | LR: 3.31e-05 | 1344.1ms/step | 14.9 samples/s +Step 36850/44000 | Loss: 2.9170 | LR: 3.30e-05 | 1343.4ms/step | 14.9 samples/s +Step 36860/44000 | Loss: 2.8965 | LR: 3.29e-05 | 1342.0ms/step | 14.9 samples/s +Step 36870/44000 | Loss: 2.9178 | LR: 3.28e-05 | 1341.3ms/step | 14.9 samples/s +Step 36880/44000 | Loss: 2.8914 | LR: 3.27e-05 | 1343.4ms/step | 14.9 samples/s +Step 36890/44000 | Loss: 2.8886 | LR: 3.26e-05 | 1343.6ms/step | 14.9 samples/s +Step 36900/44000 | Loss: 2.8923 | LR: 3.25e-05 | 1342.6ms/step | 14.9 samples/s +Step 36910/44000 | Loss: 2.9081 | LR: 3.24e-05 | 1342.9ms/step | 14.9 samples/s +Step 36920/44000 | Loss: 2.9081 | LR: 3.23e-05 | 1344.4ms/step | 14.9 samples/s +Step 36930/44000 | Loss: 2.8858 | LR: 3.22e-05 | 1339.6ms/step | 14.9 samples/s +Step 36940/44000 | Loss: 2.9251 | LR: 3.22e-05 | 1339.7ms/step | 14.9 samples/s +Step 36950/44000 | Loss: 2.9214 | LR: 3.21e-05 | 1340.3ms/step | 14.9 samples/s +Step 36960/44000 | Loss: 2.9048 | LR: 3.20e-05 | 1340.1ms/step | 14.9 samples/s +Step 36970/44000 | Loss: 2.8861 | LR: 3.19e-05 | 1342.3ms/step | 14.9 samples/s +Step 36980/44000 | Loss: 2.9080 | LR: 3.18e-05 | 1344.4ms/step | 14.9 samples/s +Step 36990/44000 | Loss: 2.9192 | LR: 3.17e-05 | 1346.7ms/step | 14.9 samples/s +Step 37000/44000 | Loss: 2.9292 | LR: 3.16e-05 | 1343.0ms/step | 14.9 samples/s +Validation at step 37000: Loss = 2.9314, Perplexity = 18.75 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-37000 +Step 37010/44000 | Loss: 2.9265 | LR: 3.15e-05 | 4049.8ms/step | 4.9 samples/s +Step 37020/44000 | Loss: 2.9643 | LR: 3.15e-05 | 1390.3ms/step | 14.4 samples/s +Step 37030/44000 | Loss: 2.9300 | LR: 3.14e-05 | 1355.8ms/step | 14.8 samples/s +Step 37040/44000 | Loss: 2.9289 | LR: 3.13e-05 | 1353.7ms/step | 14.8 samples/s +Step 37050/44000 | Loss: 2.9200 | LR: 3.12e-05 | 1352.0ms/step | 14.8 samples/s +Step 37060/44000 | Loss: 2.8882 | LR: 3.11e-05 | 1356.1ms/step | 14.7 samples/s +Step 37070/44000 | Loss: 2.9177 | LR: 3.10e-05 | 1363.3ms/step | 14.7 samples/s +Step 37080/44000 | Loss: 2.9498 | LR: 3.09e-05 | 1381.0ms/step | 14.5 samples/s +Step 37090/44000 | Loss: 2.9275 | LR: 3.08e-05 | 1378.8ms/step | 14.5 samples/s +Step 37100/44000 | Loss: 2.9104 | LR: 3.07e-05 | 1368.8ms/step | 14.6 samples/s +Step 37110/44000 | Loss: 2.9061 | LR: 3.07e-05 | 1368.7ms/step | 14.6 samples/s +Step 37120/44000 | Loss: 2.9277 | LR: 3.06e-05 | 1366.4ms/step | 14.6 samples/s +Step 37130/44000 | Loss: 2.9188 | LR: 3.05e-05 | 1366.7ms/step | 14.6 samples/s +Step 37140/44000 | Loss: 2.9118 | LR: 3.04e-05 | 1366.5ms/step | 14.6 samples/s +Step 37150/44000 | Loss: 2.8741 | LR: 3.03e-05 | 1370.8ms/step | 14.6 samples/s +Step 37160/44000 | Loss: 2.9238 | LR: 3.02e-05 | 1387.4ms/step | 14.4 samples/s +Step 37170/44000 | Loss: 2.9562 | LR: 3.01e-05 | 1378.3ms/step | 14.5 samples/s +Step 37180/44000 | Loss: 2.9087 | LR: 3.01e-05 | 1370.7ms/step | 14.6 samples/s +Step 37190/44000 | Loss: 2.9125 | LR: 3.00e-05 | 1364.4ms/step | 14.7 samples/s +Step 37200/44000 | Loss: 2.9174 | LR: 2.99e-05 | 1361.2ms/step | 14.7 samples/s +Step 37210/44000 | Loss: 2.9308 | LR: 2.98e-05 | 1367.8ms/step | 14.6 samples/s +Step 37220/44000 | Loss: 2.9129 | LR: 2.97e-05 | 1397.4ms/step | 14.3 samples/s +Step 37230/44000 | Loss: 2.9401 | LR: 2.96e-05 | 1391.4ms/step | 14.4 samples/s +Step 37240/44000 | Loss: 2.9167 | LR: 2.95e-05 | 1378.1ms/step | 14.5 samples/s +Step 37250/44000 | Loss: 2.9084 | LR: 2.95e-05 | 1374.6ms/step | 14.5 samples/s +Validation at step 37250: Loss = 2.9313, Perplexity = 18.75 +Step 37260/44000 | Loss: 2.9224 | LR: 2.94e-05 | 3735.5ms/step | 5.4 samples/s +Step 37270/44000 | Loss: 2.9336 | LR: 2.93e-05 | 1364.3ms/step | 14.7 samples/s +Step 37280/44000 | Loss: 2.9133 | LR: 2.92e-05 | 1359.8ms/step | 14.7 samples/s +Step 37290/44000 | Loss: 2.9230 | LR: 2.91e-05 | 1358.2ms/step | 14.7 samples/s +Step 37300/44000 | Loss: 2.9100 | LR: 2.90e-05 | 1358.7ms/step | 14.7 samples/s +Step 37310/44000 | Loss: 2.9128 | LR: 2.89e-05 | 1355.2ms/step | 14.8 samples/s +Step 37320/44000 | Loss: 2.9175 | LR: 2.89e-05 | 1352.1ms/step | 14.8 samples/s +Step 37330/44000 | Loss: 2.9406 | LR: 2.88e-05 | 1371.4ms/step | 14.6 samples/s +Step 37340/44000 | Loss: 2.9130 | LR: 2.87e-05 | 1375.4ms/step | 14.5 samples/s +Step 37350/44000 | Loss: 2.9324 | LR: 2.86e-05 | 1358.0ms/step | 14.7 samples/s +Step 37360/44000 | Loss: 2.9169 | LR: 2.85e-05 | 1352.4ms/step | 14.8 samples/s +Step 37370/44000 | Loss: 2.9198 | LR: 2.84e-05 | 1368.2ms/step | 14.6 samples/s +Step 37380/44000 | Loss: 2.9027 | LR: 2.84e-05 | 1373.6ms/step | 14.6 samples/s +Step 37390/44000 | Loss: 2.8986 | LR: 2.83e-05 | 1373.0ms/step | 14.6 samples/s +Step 37400/44000 | Loss: 2.9040 | LR: 2.82e-05 | 1373.3ms/step | 14.6 samples/s +Step 37410/44000 | Loss: 2.9001 | LR: 2.81e-05 | 1372.1ms/step | 14.6 samples/s +Step 37420/44000 | Loss: 2.9279 | LR: 2.80e-05 | 1370.4ms/step | 14.6 samples/s +Step 37430/44000 | Loss: 2.8900 | LR: 2.79e-05 | 1367.6ms/step | 14.6 samples/s +Step 37440/44000 | Loss: 2.9034 | LR: 2.78e-05 | 1372.4ms/step | 14.6 samples/s +Step 37450/44000 | Loss: 2.9161 | LR: 2.78e-05 | 1369.4ms/step | 14.6 samples/s +Step 37460/44000 | Loss: 2.9315 | LR: 2.77e-05 | 1371.6ms/step | 14.6 samples/s +Step 37470/44000 | Loss: 2.9135 | LR: 2.76e-05 | 1369.4ms/step | 14.6 samples/s +Step 37480/44000 | Loss: 2.9259 | LR: 2.75e-05 | 1369.8ms/step | 14.6 samples/s +Step 37490/44000 | Loss: 2.9093 | LR: 2.74e-05 | 1366.9ms/step | 14.6 samples/s +Step 37500/44000 | Loss: 2.9152 | LR: 2.74e-05 | 1369.0ms/step | 14.6 samples/s +Validation at step 37500: Loss = 2.9314, Perplexity = 18.75 +Step 37510/44000 | Loss: 2.9362 | LR: 2.73e-05 | 3679.4ms/step | 5.4 samples/s +Step 37520/44000 | Loss: 2.8906 | LR: 2.72e-05 | 1364.1ms/step | 14.7 samples/s +Step 37530/44000 | Loss: 2.9552 | LR: 2.71e-05 | 1366.2ms/step | 14.6 samples/s +Step 37540/44000 | Loss: 2.9239 | LR: 2.70e-05 | 1363.3ms/step | 14.7 samples/s +Step 37550/44000 | Loss: 2.9158 | LR: 2.69e-05 | 1362.1ms/step | 14.7 samples/s +Step 37560/44000 | Loss: 2.9337 | LR: 2.69e-05 | 1361.4ms/step | 14.7 samples/s +Step 37570/44000 | Loss: 2.9134 | LR: 2.68e-05 | 1362.4ms/step | 14.7 samples/s +Step 37580/44000 | Loss: 2.9068 | LR: 2.67e-05 | 1362.2ms/step | 14.7 samples/s +Step 37590/44000 | Loss: 2.9077 | LR: 2.66e-05 | 1360.6ms/step | 14.7 samples/s +Step 37600/44000 | Loss: 2.9120 | LR: 2.65e-05 | 1363.0ms/step | 14.7 samples/s +Step 37610/44000 | Loss: 2.9033 | LR: 2.65e-05 | 1361.0ms/step | 14.7 samples/s +Step 37620/44000 | Loss: 2.9265 | LR: 2.64e-05 | 1355.5ms/step | 14.8 samples/s +Step 37630/44000 | Loss: 2.8812 | LR: 2.63e-05 | 1355.2ms/step | 14.8 samples/s +Step 37640/44000 | Loss: 2.9304 | LR: 2.62e-05 | 1356.8ms/step | 14.7 samples/s +Step 37650/44000 | Loss: 2.9005 | LR: 2.61e-05 | 1358.5ms/step | 14.7 samples/s +Step 37660/44000 | Loss: 2.9404 | LR: 2.60e-05 | 1358.0ms/step | 14.7 samples/s +Step 37670/44000 | Loss: 2.9206 | LR: 2.60e-05 | 1356.7ms/step | 14.7 samples/s +Step 37680/44000 | Loss: 2.9313 | LR: 2.59e-05 | 1357.0ms/step | 14.7 samples/s +Step 37690/44000 | Loss: 2.9091 | LR: 2.58e-05 | 1360.7ms/step | 14.7 samples/s +Step 37700/44000 | Loss: 2.9045 | LR: 2.57e-05 | 1358.6ms/step | 14.7 samples/s +Step 37710/44000 | Loss: 2.8973 | LR: 2.56e-05 | 1358.7ms/step | 14.7 samples/s +Step 37720/44000 | Loss: 2.9319 | LR: 2.56e-05 | 1357.2ms/step | 14.7 samples/s +Step 37730/44000 | Loss: 2.9035 | LR: 2.55e-05 | 1356.5ms/step | 14.7 samples/s +Step 37740/44000 | Loss: 2.9154 | LR: 2.54e-05 | 1358.5ms/step | 14.7 samples/s +Step 37750/44000 | Loss: 2.8988 | LR: 2.53e-05 | 1355.2ms/step | 14.8 samples/s +Validation at step 37750: Loss = 2.9311, Perplexity = 18.75 +Step 37760/44000 | Loss: 2.9203 | LR: 2.52e-05 | 3651.4ms/step | 5.5 samples/s +Step 37770/44000 | Loss: 2.8961 | LR: 2.52e-05 | 1355.2ms/step | 14.8 samples/s +Step 37780/44000 | Loss: 2.9007 | LR: 2.51e-05 | 1352.5ms/step | 14.8 samples/s +Step 37790/44000 | Loss: 2.9354 | LR: 2.50e-05 | 1349.9ms/step | 14.8 samples/s +Step 37800/44000 | Loss: 2.9044 | LR: 2.49e-05 | 1351.1ms/step | 14.8 samples/s +Step 37810/44000 | Loss: 2.8811 | LR: 2.48e-05 | 1355.2ms/step | 14.8 samples/s +Step 37820/44000 | Loss: 2.9389 | LR: 2.48e-05 | 1356.6ms/step | 14.7 samples/s +Step 37830/44000 | Loss: 2.9382 | LR: 2.47e-05 | 1354.6ms/step | 14.8 samples/s +Step 37840/44000 | Loss: 2.9212 | LR: 2.46e-05 | 1352.2ms/step | 14.8 samples/s +Step 37850/44000 | Loss: 2.9024 | LR: 2.45e-05 | 1351.8ms/step | 14.8 samples/s +Step 37860/44000 | Loss: 2.8824 | LR: 2.45e-05 | 1355.5ms/step | 14.8 samples/s +Step 37870/44000 | Loss: 2.9068 | LR: 2.44e-05 | 1355.0ms/step | 14.8 samples/s +Step 37880/44000 | Loss: 2.9036 | LR: 2.43e-05 | 1357.8ms/step | 14.7 samples/s +Step 37890/44000 | Loss: 2.9257 | LR: 2.42e-05 | 1352.6ms/step | 14.8 samples/s +Step 37900/44000 | Loss: 2.9316 | LR: 2.41e-05 | 1354.4ms/step | 14.8 samples/s +Step 37910/44000 | Loss: 2.9136 | LR: 2.41e-05 | 1353.8ms/step | 14.8 samples/s +Step 37920/44000 | Loss: 2.9331 | LR: 2.40e-05 | 1354.2ms/step | 14.8 samples/s +Step 37930/44000 | Loss: 2.9107 | LR: 2.39e-05 | 1350.4ms/step | 14.8 samples/s +Step 37940/44000 | Loss: 2.9222 | LR: 2.38e-05 | 1352.5ms/step | 14.8 samples/s +Step 37950/44000 | Loss: 2.9377 | LR: 2.38e-05 | 1353.9ms/step | 14.8 samples/s +Step 37960/44000 | Loss: 2.9549 | LR: 2.37e-05 | 1354.6ms/step | 14.8 samples/s +Step 37970/44000 | Loss: 2.9121 | LR: 2.36e-05 | 1357.8ms/step | 14.7 samples/s +Step 37980/44000 | Loss: 2.9443 | LR: 2.35e-05 | 1355.5ms/step | 14.8 samples/s +Step 37990/44000 | Loss: 2.9124 | LR: 2.34e-05 | 1355.0ms/step | 14.8 samples/s +Step 38000/44000 | Loss: 2.9160 | LR: 2.34e-05 | 1356.0ms/step | 14.7 samples/s +Validation at step 38000: Loss = 2.9311, Perplexity = 18.75 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-38000 +Step 38010/44000 | Loss: 2.8677 | LR: 2.33e-05 | 3930.8ms/step | 5.1 samples/s +Step 38020/44000 | Loss: 2.9012 | LR: 2.32e-05 | 1351.6ms/step | 14.8 samples/s +Step 38030/44000 | Loss: 2.8691 | LR: 2.31e-05 | 1353.1ms/step | 14.8 samples/s +Step 38040/44000 | Loss: 2.9385 | LR: 2.31e-05 | 1352.2ms/step | 14.8 samples/s +Step 38050/44000 | Loss: 2.9226 | LR: 2.30e-05 | 1354.4ms/step | 14.8 samples/s +Step 38060/44000 | Loss: 2.9274 | LR: 2.29e-05 | 1352.6ms/step | 14.8 samples/s +Step 38070/44000 | Loss: 2.9006 | LR: 2.28e-05 | 1353.9ms/step | 14.8 samples/s +Step 38080/44000 | Loss: 2.9144 | LR: 2.28e-05 | 1351.5ms/step | 14.8 samples/s +Step 38090/44000 | Loss: 2.9267 | LR: 2.27e-05 | 1350.2ms/step | 14.8 samples/s +Step 38100/44000 | Loss: 2.9095 | LR: 2.26e-05 | 1354.7ms/step | 14.8 samples/s +Step 38110/44000 | Loss: 2.9214 | LR: 2.25e-05 | 1353.3ms/step | 14.8 samples/s +Step 38120/44000 | Loss: 2.9314 | LR: 2.25e-05 | 1355.2ms/step | 14.8 samples/s +Step 38130/44000 | Loss: 2.9083 | LR: 2.24e-05 | 1354.7ms/step | 14.8 samples/s +Step 38140/44000 | Loss: 2.9335 | LR: 2.23e-05 | 1351.4ms/step | 14.8 samples/s +Step 38150/44000 | Loss: 2.9513 | LR: 2.22e-05 | 1348.6ms/step | 14.8 samples/s +Step 38160/44000 | Loss: 2.9564 | LR: 2.22e-05 | 1346.7ms/step | 14.9 samples/s +Step 38170/44000 | Loss: 2.9196 | LR: 2.21e-05 | 1347.8ms/step | 14.8 samples/s +Step 38180/44000 | Loss: 2.9477 | LR: 2.20e-05 | 1352.5ms/step | 14.8 samples/s +Step 38190/44000 | Loss: 2.8909 | LR: 2.19e-05 | 1353.8ms/step | 14.8 samples/s +Step 38200/44000 | Loss: 2.9202 | LR: 2.19e-05 | 1354.0ms/step | 14.8 samples/s +Step 38210/44000 | Loss: 2.9182 | LR: 2.18e-05 | 1351.6ms/step | 14.8 samples/s +Step 38220/44000 | Loss: 2.9378 | LR: 2.17e-05 | 1352.2ms/step | 14.8 samples/s +Step 38230/44000 | Loss: 2.9211 | LR: 2.16e-05 | 1349.6ms/step | 14.8 samples/s +Step 38240/44000 | Loss: 2.9243 | LR: 2.16e-05 | 1349.7ms/step | 14.8 samples/s +Step 38250/44000 | Loss: 2.9255 | LR: 2.15e-05 | 1350.5ms/step | 14.8 samples/s +Validation at step 38250: Loss = 2.9311, Perplexity = 18.75 +Step 38260/44000 | Loss: 2.8974 | LR: 2.14e-05 | 3631.7ms/step | 5.5 samples/s +Step 38270/44000 | Loss: 2.9279 | LR: 2.13e-05 | 1352.2ms/step | 14.8 samples/s +Step 38280/44000 | Loss: 2.8867 | LR: 2.13e-05 | 1351.0ms/step | 14.8 samples/s +Step 38290/44000 | Loss: 2.8944 | LR: 2.12e-05 | 1346.1ms/step | 14.9 samples/s +Step 38300/44000 | Loss: 2.9286 | LR: 2.11e-05 | 1348.5ms/step | 14.8 samples/s +Step 38310/44000 | Loss: 2.8995 | LR: 2.11e-05 | 1351.7ms/step | 14.8 samples/s +Step 38320/44000 | Loss: 2.9162 | LR: 2.10e-05 | 1348.8ms/step | 14.8 samples/s +Step 38330/44000 | Loss: 2.9346 | LR: 2.09e-05 | 1353.4ms/step | 14.8 samples/s +Step 38340/44000 | Loss: 2.8842 | LR: 2.08e-05 | 1352.6ms/step | 14.8 samples/s +Step 38350/44000 | Loss: 2.9136 | LR: 2.08e-05 | 1347.7ms/step | 14.8 samples/s +Step 38360/44000 | Loss: 2.9198 | LR: 2.07e-05 | 1344.7ms/step | 14.9 samples/s +Step 38370/44000 | Loss: 2.9274 | LR: 2.06e-05 | 1340.7ms/step | 14.9 samples/s +Step 38380/44000 | Loss: 2.9329 | LR: 2.05e-05 | 1344.9ms/step | 14.9 samples/s +Step 38390/44000 | Loss: 2.9099 | LR: 2.05e-05 | 1345.2ms/step | 14.9 samples/s +Step 38400/44000 | Loss: 2.9307 | LR: 2.04e-05 | 1344.4ms/step | 14.9 samples/s +Step 38410/44000 | Loss: 2.9143 | LR: 2.03e-05 | 1346.3ms/step | 14.9 samples/s +Step 38420/44000 | Loss: 2.9238 | LR: 2.03e-05 | 1343.1ms/step | 14.9 samples/s +Step 38430/44000 | Loss: 2.9283 | LR: 2.02e-05 | 1347.0ms/step | 14.8 samples/s +Step 38440/44000 | Loss: 2.8823 | LR: 2.01e-05 | 1345.9ms/step | 14.9 samples/s +Step 38450/44000 | Loss: 2.9173 | LR: 2.00e-05 | 1346.0ms/step | 14.9 samples/s +Step 38460/44000 | Loss: 2.9176 | LR: 2.00e-05 | 1345.4ms/step | 14.9 samples/s +Step 38470/44000 | Loss: 2.9128 | LR: 1.99e-05 | 1350.1ms/step | 14.8 samples/s +Step 38480/44000 | Loss: 2.9357 | LR: 1.98e-05 | 1348.7ms/step | 14.8 samples/s +Step 38490/44000 | Loss: 2.9238 | LR: 1.98e-05 | 1350.9ms/step | 14.8 samples/s +Step 38500/44000 | Loss: 2.9243 | LR: 1.97e-05 | 1347.0ms/step | 14.8 samples/s +Validation at step 38500: Loss = 2.9312, Perplexity = 18.75 +Step 38510/44000 | Loss: 2.9165 | LR: 1.96e-05 | 3618.9ms/step | 5.5 samples/s +Step 38520/44000 | Loss: 2.8934 | LR: 1.95e-05 | 1345.5ms/step | 14.9 samples/s +Step 38530/44000 | Loss: 2.9162 | LR: 1.95e-05 | 1347.5ms/step | 14.8 samples/s +Step 38540/44000 | Loss: 2.9263 | LR: 1.94e-05 | 1342.2ms/step | 14.9 samples/s +Step 38550/44000 | Loss: 2.9361 | LR: 1.93e-05 | 1342.0ms/step | 14.9 samples/s +Step 38560/44000 | Loss: 2.9190 | LR: 1.93e-05 | 1344.1ms/step | 14.9 samples/s +Step 38570/44000 | Loss: 2.9112 | LR: 1.92e-05 | 1342.8ms/step | 14.9 samples/s +Step 38580/44000 | Loss: 2.8925 | LR: 1.91e-05 | 1348.5ms/step | 14.8 samples/s +Step 38590/44000 | Loss: 2.9222 | LR: 1.91e-05 | 1344.8ms/step | 14.9 samples/s +Step 38600/44000 | Loss: 2.8985 | LR: 1.90e-05 | 1350.2ms/step | 14.8 samples/s +Step 38610/44000 | Loss: 2.9051 | LR: 1.89e-05 | 1348.6ms/step | 14.8 samples/s +Step 38620/44000 | Loss: 2.9245 | LR: 1.88e-05 | 1349.5ms/step | 14.8 samples/s +Step 38630/44000 | Loss: 2.8997 | LR: 1.88e-05 | 1347.2ms/step | 14.8 samples/s +Step 38640/44000 | Loss: 2.9400 | LR: 1.87e-05 | 1352.1ms/step | 14.8 samples/s +Step 38650/44000 | Loss: 2.8952 | LR: 1.86e-05 | 1348.7ms/step | 14.8 samples/s +Step 38660/44000 | Loss: 2.9041 | LR: 1.86e-05 | 1347.7ms/step | 14.8 samples/s +Step 38670/44000 | Loss: 2.9202 | LR: 1.85e-05 | 1344.1ms/step | 14.9 samples/s +Step 38680/44000 | Loss: 2.9421 | LR: 1.84e-05 | 1342.3ms/step | 14.9 samples/s +Step 38690/44000 | Loss: 2.9179 | LR: 1.84e-05 | 1344.5ms/step | 14.9 samples/s +Step 38700/44000 | Loss: 2.9360 | LR: 1.83e-05 | 1345.3ms/step | 14.9 samples/s +Step 38710/44000 | Loss: 2.9204 | LR: 1.82e-05 | 1346.1ms/step | 14.9 samples/s +Step 38720/44000 | Loss: 2.8933 | LR: 1.82e-05 | 1348.6ms/step | 14.8 samples/s +Step 38730/44000 | Loss: 2.9091 | LR: 1.81e-05 | 1349.2ms/step | 14.8 samples/s +Step 38740/44000 | Loss: 2.9312 | LR: 1.80e-05 | 1345.6ms/step | 14.9 samples/s +Step 38750/44000 | Loss: 2.9133 | LR: 1.80e-05 | 1344.0ms/step | 14.9 samples/s +Validation at step 38750: Loss = 2.9312, Perplexity = 18.75 +Step 38760/44000 | Loss: 2.9234 | LR: 1.79e-05 | 3608.3ms/step | 5.5 samples/s +Step 38770/44000 | Loss: 2.9115 | LR: 1.78e-05 | 1346.1ms/step | 14.9 samples/s +Step 38780/44000 | Loss: 2.9016 | LR: 1.78e-05 | 1342.4ms/step | 14.9 samples/s +Step 38790/44000 | Loss: 2.9353 | LR: 1.77e-05 | 1341.5ms/step | 14.9 samples/s +Step 38800/44000 | Loss: 2.9011 | LR: 1.76e-05 | 1344.1ms/step | 14.9 samples/s +Step 38810/44000 | Loss: 2.8850 | LR: 1.76e-05 | 1343.4ms/step | 14.9 samples/s +Step 38820/44000 | Loss: 2.9220 | LR: 1.75e-05 | 1344.5ms/step | 14.9 samples/s +Step 38830/44000 | Loss: 2.9229 | LR: 1.74e-05 | 1346.9ms/step | 14.8 samples/s +Step 38840/44000 | Loss: 2.8861 | LR: 1.74e-05 | 1347.1ms/step | 14.8 samples/s +Step 38850/44000 | Loss: 2.9236 | LR: 1.73e-05 | 1346.7ms/step | 14.9 samples/s +Step 38860/44000 | Loss: 2.9101 | LR: 1.72e-05 | 1347.3ms/step | 14.8 samples/s +Step 38870/44000 | Loss: 2.9292 | LR: 1.72e-05 | 1347.9ms/step | 14.8 samples/s +Step 38880/44000 | Loss: 2.9287 | LR: 1.71e-05 | 1344.1ms/step | 14.9 samples/s +Step 38890/44000 | Loss: 2.9159 | LR: 1.70e-05 | 1344.7ms/step | 14.9 samples/s +Step 38900/44000 | Loss: 2.9129 | LR: 1.70e-05 | 1346.9ms/step | 14.8 samples/s +Step 38910/44000 | Loss: 2.9353 | LR: 1.69e-05 | 1346.8ms/step | 14.8 samples/s +Step 38920/44000 | Loss: 2.9165 | LR: 1.68e-05 | 1347.1ms/step | 14.8 samples/s +Step 38930/44000 | Loss: 2.8941 | LR: 1.68e-05 | 1346.3ms/step | 14.9 samples/s +Step 38940/44000 | Loss: 2.9034 | LR: 1.67e-05 | 1345.7ms/step | 14.9 samples/s +Step 38950/44000 | Loss: 2.8899 | LR: 1.66e-05 | 1340.3ms/step | 14.9 samples/s +Step 38960/44000 | Loss: 2.9067 | LR: 1.66e-05 | 1342.4ms/step | 14.9 samples/s +Step 38970/44000 | Loss: 2.9223 | LR: 1.65e-05 | 1341.1ms/step | 14.9 samples/s +Step 38980/44000 | Loss: 2.8960 | LR: 1.64e-05 | 1341.1ms/step | 14.9 samples/s +Step 38990/44000 | Loss: 2.9270 | LR: 1.64e-05 | 1344.1ms/step | 14.9 samples/s +Step 39000/44000 | Loss: 2.9151 | LR: 1.63e-05 | 1348.7ms/step | 14.8 samples/s +Validation at step 39000: Loss = 2.9311, Perplexity = 18.75 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-39000 +Step 39010/44000 | Loss: 2.9518 | LR: 1.62e-05 | 3907.9ms/step | 5.1 samples/s +Step 39020/44000 | Loss: 2.9054 | LR: 1.62e-05 | 1343.3ms/step | 14.9 samples/s +Step 39030/44000 | Loss: 2.9420 | LR: 1.61e-05 | 1344.2ms/step | 14.9 samples/s +Step 39040/44000 | Loss: 2.8971 | LR: 1.61e-05 | 1344.5ms/step | 14.9 samples/s +Step 39050/44000 | Loss: 2.9048 | LR: 1.60e-05 | 1345.2ms/step | 14.9 samples/s +Step 39060/44000 | Loss: 2.9164 | LR: 1.59e-05 | 1344.4ms/step | 14.9 samples/s +Step 39070/44000 | Loss: 2.8951 | LR: 1.59e-05 | 1345.7ms/step | 14.9 samples/s +Step 39080/44000 | Loss: 2.9241 | LR: 1.58e-05 | 1343.1ms/step | 14.9 samples/s +Step 39090/44000 | Loss: 2.8849 | LR: 1.57e-05 | 1347.8ms/step | 14.8 samples/s +Step 39100/44000 | Loss: 2.8901 | LR: 1.57e-05 | 1345.0ms/step | 14.9 samples/s +Step 39110/44000 | Loss: 2.9286 | LR: 1.56e-05 | 1343.6ms/step | 14.9 samples/s +Step 39120/44000 | Loss: 2.9196 | LR: 1.55e-05 | 1342.8ms/step | 14.9 samples/s +Step 39130/44000 | Loss: 2.8887 | LR: 1.55e-05 | 1347.6ms/step | 14.8 samples/s +Step 39140/44000 | Loss: 2.9082 | LR: 1.54e-05 | 1347.4ms/step | 14.8 samples/s +Step 39150/44000 | Loss: 2.9212 | LR: 1.54e-05 | 1348.9ms/step | 14.8 samples/s +Step 39160/44000 | Loss: 2.9481 | LR: 1.53e-05 | 1343.3ms/step | 14.9 samples/s +Step 39170/44000 | Loss: 2.9247 | LR: 1.52e-05 | 1344.0ms/step | 14.9 samples/s +Step 39180/44000 | Loss: 2.9288 | LR: 1.52e-05 | 1344.0ms/step | 14.9 samples/s +Step 39190/44000 | Loss: 2.8700 | LR: 1.51e-05 | 1343.1ms/step | 14.9 samples/s +Step 39200/44000 | Loss: 2.8946 | LR: 1.50e-05 | 1344.2ms/step | 14.9 samples/s +Step 39210/44000 | Loss: 2.8816 | LR: 1.50e-05 | 1342.0ms/step | 14.9 samples/s +Step 39220/44000 | Loss: 2.9205 | LR: 1.49e-05 | 1341.2ms/step | 14.9 samples/s +Step 39230/44000 | Loss: 2.9064 | LR: 1.49e-05 | 1344.7ms/step | 14.9 samples/s +Step 39240/44000 | Loss: 2.9086 | LR: 1.48e-05 | 1346.0ms/step | 14.9 samples/s +Step 39250/44000 | Loss: 2.9068 | LR: 1.47e-05 | 1340.9ms/step | 14.9 samples/s +Validation at step 39250: Loss = 2.9310, Perplexity = 18.75 +Step 39260/44000 | Loss: 2.9054 | LR: 1.47e-05 | 3594.4ms/step | 5.6 samples/s +Step 39270/44000 | Loss: 2.8979 | LR: 1.46e-05 | 1343.3ms/step | 14.9 samples/s +Step 39280/44000 | Loss: 2.9104 | LR: 1.46e-05 | 1344.7ms/step | 14.9 samples/s +Step 39290/44000 | Loss: 2.9095 | LR: 1.45e-05 | 1344.9ms/step | 14.9 samples/s +Step 39300/44000 | Loss: 2.9089 | LR: 1.44e-05 | 1346.0ms/step | 14.9 samples/s +Step 39310/44000 | Loss: 2.8999 | LR: 1.44e-05 | 1344.8ms/step | 14.9 samples/s +Step 39320/44000 | Loss: 2.8785 | LR: 1.43e-05 | 1345.8ms/step | 14.9 samples/s +Step 39330/44000 | Loss: 2.9206 | LR: 1.42e-05 | 1345.5ms/step | 14.9 samples/s +Step 39340/44000 | Loss: 2.9193 | LR: 1.42e-05 | 1344.0ms/step | 14.9 samples/s +Step 39350/44000 | Loss: 2.9112 | LR: 1.41e-05 | 1343.1ms/step | 14.9 samples/s +Step 39360/44000 | Loss: 2.9503 | LR: 1.41e-05 | 1345.0ms/step | 14.9 samples/s +Step 39370/44000 | Loss: 2.8932 | LR: 1.40e-05 | 1346.6ms/step | 14.9 samples/s +Step 39380/44000 | Loss: 2.9329 | LR: 1.39e-05 | 1345.4ms/step | 14.9 samples/s +Step 39390/44000 | Loss: 2.9170 | LR: 1.39e-05 | 1345.1ms/step | 14.9 samples/s +Step 39400/44000 | Loss: 2.9049 | LR: 1.38e-05 | 1348.2ms/step | 14.8 samples/s +Step 39410/44000 | Loss: 2.9142 | LR: 1.38e-05 | 1340.3ms/step | 14.9 samples/s +Step 39420/44000 | Loss: 2.9387 | LR: 1.37e-05 | 1342.4ms/step | 14.9 samples/s +Step 39430/44000 | Loss: 2.9340 | LR: 1.36e-05 | 1344.2ms/step | 14.9 samples/s +Step 39440/44000 | Loss: 2.9013 | LR: 1.36e-05 | 1348.2ms/step | 14.8 samples/s +Step 39450/44000 | Loss: 2.9345 | LR: 1.35e-05 | 1347.4ms/step | 14.8 samples/s +Step 39460/44000 | Loss: 2.8968 | LR: 1.35e-05 | 1345.6ms/step | 14.9 samples/s +Step 39470/44000 | Loss: 2.9023 | LR: 1.34e-05 | 1344.7ms/step | 14.9 samples/s +Step 39480/44000 | Loss: 2.9254 | LR: 1.34e-05 | 1345.9ms/step | 14.9 samples/s +Step 39490/44000 | Loss: 2.9270 | LR: 1.33e-05 | 1345.3ms/step | 14.9 samples/s +Step 39500/44000 | Loss: 2.9091 | LR: 1.32e-05 | 1345.8ms/step | 14.9 samples/s +Validation at step 39500: Loss = 2.9310, Perplexity = 18.75 +Step 39510/44000 | Loss: 2.8922 | LR: 1.32e-05 | 3607.4ms/step | 5.5 samples/s +Step 39520/44000 | Loss: 2.8928 | LR: 1.31e-05 | 1347.5ms/step | 14.8 samples/s +Step 39530/44000 | Loss: 2.9132 | LR: 1.31e-05 | 1346.2ms/step | 14.9 samples/s +Step 39540/44000 | Loss: 2.9165 | LR: 1.30e-05 | 1344.6ms/step | 14.9 samples/s +Step 39550/44000 | Loss: 2.9094 | LR: 1.29e-05 | 1347.5ms/step | 14.8 samples/s +Step 39560/44000 | Loss: 2.9233 | LR: 1.29e-05 | 1344.6ms/step | 14.9 samples/s +Step 39570/44000 | Loss: 2.8689 | LR: 1.28e-05 | 1344.2ms/step | 14.9 samples/s +Step 39580/44000 | Loss: 2.9108 | LR: 1.28e-05 | 1343.2ms/step | 14.9 samples/s +Step 39590/44000 | Loss: 2.8986 | LR: 1.27e-05 | 1341.9ms/step | 14.9 samples/s +Step 39600/44000 | Loss: 2.9062 | LR: 1.27e-05 | 1344.1ms/step | 14.9 samples/s +Step 39610/44000 | Loss: 2.9094 | LR: 1.26e-05 | 1345.6ms/step | 14.9 samples/s +Step 39620/44000 | Loss: 2.9158 | LR: 1.25e-05 | 1346.8ms/step | 14.9 samples/s +Step 39630/44000 | Loss: 2.9180 | LR: 1.25e-05 | 1344.6ms/step | 14.9 samples/s +Step 39640/44000 | Loss: 2.9198 | LR: 1.24e-05 | 1346.8ms/step | 14.8 samples/s +Step 39650/44000 | Loss: 2.9182 | LR: 1.24e-05 | 1346.3ms/step | 14.9 samples/s +Step 39660/44000 | Loss: 2.9063 | LR: 1.23e-05 | 1343.9ms/step | 14.9 samples/s +Step 39670/44000 | Loss: 2.8965 | LR: 1.23e-05 | 1344.1ms/step | 14.9 samples/s +Step 39680/44000 | Loss: 2.9294 | LR: 1.22e-05 | 1344.9ms/step | 14.9 samples/s +Step 39690/44000 | Loss: 2.9283 | LR: 1.22e-05 | 1344.6ms/step | 14.9 samples/s +Step 39700/44000 | Loss: 2.9190 | LR: 1.21e-05 | 1341.8ms/step | 14.9 samples/s +Step 39710/44000 | Loss: 2.9566 | LR: 1.20e-05 | 1341.5ms/step | 14.9 samples/s +Step 39720/44000 | Loss: 2.9250 | LR: 1.20e-05 | 1340.7ms/step | 14.9 samples/s +Step 39730/44000 | Loss: 2.9216 | LR: 1.19e-05 | 1342.6ms/step | 14.9 samples/s +Step 39740/44000 | Loss: 2.9267 | LR: 1.19e-05 | 1342.3ms/step | 14.9 samples/s +Step 39750/44000 | Loss: 2.9424 | LR: 1.18e-05 | 1342.4ms/step | 14.9 samples/s +Validation at step 39750: Loss = 2.9310, Perplexity = 18.75 +Step 39760/44000 | Loss: 2.9462 | LR: 1.18e-05 | 3587.7ms/step | 5.6 samples/s +Step 39770/44000 | Loss: 2.9094 | LR: 1.17e-05 | 1342.1ms/step | 14.9 samples/s +Step 39780/44000 | Loss: 2.9123 | LR: 1.17e-05 | 1340.6ms/step | 14.9 samples/s +Step 39790/44000 | Loss: 2.8981 | LR: 1.16e-05 | 1341.3ms/step | 14.9 samples/s +Step 39800/44000 | Loss: 2.9145 | LR: 1.15e-05 | 1343.3ms/step | 14.9 samples/s +Step 39810/44000 | Loss: 2.9002 | LR: 1.15e-05 | 1345.3ms/step | 14.9 samples/s +Step 39820/44000 | Loss: 2.9101 | LR: 1.14e-05 | 1341.2ms/step | 14.9 samples/s +Step 39830/44000 | Loss: 2.9200 | LR: 1.14e-05 | 1342.1ms/step | 14.9 samples/s +Step 39840/44000 | Loss: 2.9347 | LR: 1.13e-05 | 1343.7ms/step | 14.9 samples/s +Step 39850/44000 | Loss: 2.9260 | LR: 1.13e-05 | 1343.6ms/step | 14.9 samples/s +Step 39860/44000 | Loss: 2.9169 | LR: 1.12e-05 | 1344.0ms/step | 14.9 samples/s +Step 39870/44000 | Loss: 2.9101 | LR: 1.12e-05 | 1342.5ms/step | 14.9 samples/s +Step 39880/44000 | Loss: 2.8879 | LR: 1.11e-05 | 1342.4ms/step | 14.9 samples/s +Step 39890/44000 | Loss: 2.9031 | LR: 1.11e-05 | 1340.2ms/step | 14.9 samples/s +Step 39900/44000 | Loss: 2.9176 | LR: 1.10e-05 | 1340.5ms/step | 14.9 samples/s +Step 39910/44000 | Loss: 2.8855 | LR: 1.10e-05 | 1341.5ms/step | 14.9 samples/s +Step 39920/44000 | Loss: 2.9427 | LR: 1.09e-05 | 1345.3ms/step | 14.9 samples/s +Step 39930/44000 | Loss: 2.9155 | LR: 1.08e-05 | 1350.9ms/step | 14.8 samples/s +Step 39940/44000 | Loss: 2.9381 | LR: 1.08e-05 | 1346.8ms/step | 14.8 samples/s +Step 39950/44000 | Loss: 2.8997 | LR: 1.07e-05 | 1343.0ms/step | 14.9 samples/s +Step 39960/44000 | Loss: 2.9187 | LR: 1.07e-05 | 1343.4ms/step | 14.9 samples/s +Step 39970/44000 | Loss: 2.9143 | LR: 1.06e-05 | 1342.3ms/step | 14.9 samples/s +Step 39980/44000 | Loss: 2.9032 | LR: 1.06e-05 | 1343.1ms/step | 14.9 samples/s +Step 39990/44000 | Loss: 2.9274 | LR: 1.05e-05 | 1341.6ms/step | 14.9 samples/s +Step 40000/44000 | Loss: 2.8984 | LR: 1.05e-05 | 1343.2ms/step | 14.9 samples/s +Validation at step 40000: Loss = 2.9310, Perplexity = 18.75 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-40000 +Step 40010/44000 | Loss: 2.9161 | LR: 1.04e-05 | 3889.2ms/step | 5.1 samples/s +Step 40020/44000 | Loss: 2.9179 | LR: 1.04e-05 | 1345.7ms/step | 14.9 samples/s +Step 40030/44000 | Loss: 2.9279 | LR: 1.03e-05 | 1344.5ms/step | 14.9 samples/s +Step 40040/44000 | Loss: 2.9078 | LR: 1.03e-05 | 1342.8ms/step | 14.9 samples/s +Step 40050/44000 | Loss: 2.8897 | LR: 1.02e-05 | 1341.0ms/step | 14.9 samples/s +Step 40060/44000 | Loss: 2.8990 | LR: 1.02e-05 | 1343.0ms/step | 14.9 samples/s +Step 40070/44000 | Loss: 2.9220 | LR: 1.01e-05 | 1340.9ms/step | 14.9 samples/s +Step 40080/44000 | Loss: 2.9258 | LR: 1.01e-05 | 1348.6ms/step | 14.8 samples/s +Step 40090/44000 | Loss: 2.9060 | LR: 1.00e-05 | 1347.9ms/step | 14.8 samples/s +Step 40100/44000 | Loss: 2.9144 | LR: 9.96e-06 | 1345.6ms/step | 14.9 samples/s +Step 40110/44000 | Loss: 2.9142 | LR: 9.91e-06 | 1344.1ms/step | 14.9 samples/s +Step 40120/44000 | Loss: 2.9286 | LR: 9.86e-06 | 1344.8ms/step | 14.9 samples/s +Step 40130/44000 | Loss: 2.9221 | LR: 9.81e-06 | 1345.9ms/step | 14.9 samples/s +Step 40140/44000 | Loss: 2.9272 | LR: 9.76e-06 | 1345.9ms/step | 14.9 samples/s +Step 40150/44000 | Loss: 2.8862 | LR: 9.71e-06 | 1347.3ms/step | 14.8 samples/s +Step 40160/44000 | Loss: 2.8933 | LR: 9.66e-06 | 1350.3ms/step | 14.8 samples/s +Step 40170/44000 | Loss: 2.8985 | LR: 9.61e-06 | 1349.5ms/step | 14.8 samples/s +Step 40180/44000 | Loss: 2.9380 | LR: 9.56e-06 | 1351.7ms/step | 14.8 samples/s +Step 40190/44000 | Loss: 2.9149 | LR: 9.51e-06 | 1348.8ms/step | 14.8 samples/s +Step 40200/44000 | Loss: 2.9459 | LR: 9.46e-06 | 1347.8ms/step | 14.8 samples/s +Step 40210/44000 | Loss: 2.9120 | LR: 9.41e-06 | 1349.1ms/step | 14.8 samples/s +Step 40220/44000 | Loss: 2.9317 | LR: 9.36e-06 | 1346.4ms/step | 14.9 samples/s +Step 40230/44000 | Loss: 2.9042 | LR: 9.32e-06 | 1343.9ms/step | 14.9 samples/s +Step 40240/44000 | Loss: 2.9137 | LR: 9.27e-06 | 1346.4ms/step | 14.9 samples/s +Step 40250/44000 | Loss: 2.8768 | LR: 9.22e-06 | 1349.1ms/step | 14.8 samples/s +Validation at step 40250: Loss = 2.9306, Perplexity = 18.74 +Step 40260/44000 | Loss: 2.9048 | LR: 9.17e-06 | 3604.7ms/step | 5.5 samples/s +Step 40270/44000 | Loss: 2.9227 | LR: 9.12e-06 | 1342.1ms/step | 14.9 samples/s +Step 40280/44000 | Loss: 2.9185 | LR: 9.07e-06 | 1344.9ms/step | 14.9 samples/s +Step 40290/44000 | Loss: 2.8944 | LR: 9.02e-06 | 1345.8ms/step | 14.9 samples/s +Step 40300/44000 | Loss: 2.9214 | LR: 8.97e-06 | 1344.7ms/step | 14.9 samples/s +Step 40310/44000 | Loss: 2.9094 | LR: 8.93e-06 | 1347.9ms/step | 14.8 samples/s +Step 40320/44000 | Loss: 2.9381 | LR: 8.88e-06 | 1346.7ms/step | 14.9 samples/s +Step 40330/44000 | Loss: 2.9158 | LR: 8.83e-06 | 1349.0ms/step | 14.8 samples/s +Step 40340/44000 | Loss: 2.9151 | LR: 8.78e-06 | 1349.4ms/step | 14.8 samples/s +Step 40350/44000 | Loss: 2.9055 | LR: 8.74e-06 | 1349.3ms/step | 14.8 samples/s +Step 40360/44000 | Loss: 2.9194 | LR: 8.69e-06 | 1347.4ms/step | 14.8 samples/s +Step 40370/44000 | Loss: 2.8972 | LR: 8.64e-06 | 1350.0ms/step | 14.8 samples/s +Step 40380/44000 | Loss: 2.9167 | LR: 8.59e-06 | 1349.2ms/step | 14.8 samples/s +Step 40390/44000 | Loss: 2.9337 | LR: 8.55e-06 | 1348.1ms/step | 14.8 samples/s +Step 40400/44000 | Loss: 2.9007 | LR: 8.50e-06 | 1348.3ms/step | 14.8 samples/s +Step 40410/44000 | Loss: 2.8859 | LR: 8.45e-06 | 1348.0ms/step | 14.8 samples/s +Step 40420/44000 | Loss: 2.9096 | LR: 8.41e-06 | 1345.5ms/step | 14.9 samples/s +Step 40430/44000 | Loss: 2.9195 | LR: 8.36e-06 | 1345.8ms/step | 14.9 samples/s +Step 40440/44000 | Loss: 2.8960 | LR: 8.31e-06 | 1345.4ms/step | 14.9 samples/s +Step 40450/44000 | Loss: 2.9087 | LR: 8.27e-06 | 1344.8ms/step | 14.9 samples/s +Step 40460/44000 | Loss: 2.8761 | LR: 8.22e-06 | 1349.2ms/step | 14.8 samples/s +Step 40470/44000 | Loss: 2.9323 | LR: 8.17e-06 | 1347.6ms/step | 14.8 samples/s +Step 40480/44000 | Loss: 2.9203 | LR: 8.13e-06 | 1346.6ms/step | 14.9 samples/s +Step 40490/44000 | Loss: 2.9198 | LR: 8.08e-06 | 1345.8ms/step | 14.9 samples/s +Step 40500/44000 | Loss: 2.9145 | LR: 8.04e-06 | 1346.7ms/step | 14.9 samples/s +Validation at step 40500: Loss = 2.9310, Perplexity = 18.75 +Step 40510/44000 | Loss: 2.9019 | LR: 7.99e-06 | 3611.7ms/step | 5.5 samples/s +Step 40520/44000 | Loss: 2.9485 | LR: 7.94e-06 | 1346.3ms/step | 14.9 samples/s +Step 40530/44000 | Loss: 2.9369 | LR: 7.90e-06 | 1349.4ms/step | 14.8 samples/s +Step 40540/44000 | Loss: 2.9301 | LR: 7.85e-06 | 1347.3ms/step | 14.8 samples/s +Step 40550/44000 | Loss: 2.8878 | LR: 7.81e-06 | 1345.7ms/step | 14.9 samples/s +Step 40560/44000 | Loss: 2.8876 | LR: 7.76e-06 | 1347.0ms/step | 14.8 samples/s +Step 40570/44000 | Loss: 2.9217 | LR: 7.72e-06 | 1344.8ms/step | 14.9 samples/s +Step 40580/44000 | Loss: 2.9137 | LR: 7.67e-06 | 1343.8ms/step | 14.9 samples/s +Step 40590/44000 | Loss: 2.8904 | LR: 7.63e-06 | 1343.8ms/step | 14.9 samples/s +Step 40600/44000 | Loss: 2.9187 | LR: 7.59e-06 | 1347.5ms/step | 14.8 samples/s +Step 40610/44000 | Loss: 2.9472 | LR: 7.54e-06 | 1349.6ms/step | 14.8 samples/s +Step 40620/44000 | Loss: 2.9143 | LR: 7.50e-06 | 1350.5ms/step | 14.8 samples/s +Step 40630/44000 | Loss: 2.9291 | LR: 7.45e-06 | 1346.4ms/step | 14.9 samples/s +Step 40640/44000 | Loss: 2.9351 | LR: 7.41e-06 | 1346.6ms/step | 14.9 samples/s +Step 40650/44000 | Loss: 2.9337 | LR: 7.37e-06 | 1347.6ms/step | 14.8 samples/s +Step 40660/44000 | Loss: 2.9227 | LR: 7.32e-06 | 1347.2ms/step | 14.8 samples/s +Step 40670/44000 | Loss: 2.9312 | LR: 7.28e-06 | 1344.4ms/step | 14.9 samples/s +Step 40680/44000 | Loss: 2.9166 | LR: 7.23e-06 | 1342.0ms/step | 14.9 samples/s +Step 40690/44000 | Loss: 2.9275 | LR: 7.19e-06 | 1339.9ms/step | 14.9 samples/s +Step 40700/44000 | Loss: 2.9055 | LR: 7.15e-06 | 1338.8ms/step | 14.9 samples/s +Step 40710/44000 | Loss: 2.9202 | LR: 7.10e-06 | 1343.8ms/step | 14.9 samples/s +Step 40720/44000 | Loss: 2.9281 | LR: 7.06e-06 | 1345.9ms/step | 14.9 samples/s +Step 40730/44000 | Loss: 2.9354 | LR: 7.02e-06 | 1344.2ms/step | 14.9 samples/s +Step 40740/44000 | Loss: 2.9072 | LR: 6.98e-06 | 1348.1ms/step | 14.8 samples/s +Step 40750/44000 | Loss: 2.9039 | LR: 6.93e-06 | 1344.6ms/step | 14.9 samples/s +Validation at step 40750: Loss = 2.9308, Perplexity = 18.74 +Step 40760/44000 | Loss: 2.9316 | LR: 6.89e-06 | 3611.6ms/step | 5.5 samples/s +Step 40770/44000 | Loss: 2.9134 | LR: 6.85e-06 | 1345.0ms/step | 14.9 samples/s +Step 40780/44000 | Loss: 2.9317 | LR: 6.81e-06 | 1348.8ms/step | 14.8 samples/s +Step 40790/44000 | Loss: 2.9351 | LR: 6.77e-06 | 1352.0ms/step | 14.8 samples/s +Step 40800/44000 | Loss: 2.9379 | LR: 6.72e-06 | 1346.1ms/step | 14.9 samples/s +Step 40810/44000 | Loss: 2.9179 | LR: 6.68e-06 | 1343.7ms/step | 14.9 samples/s +Step 40820/44000 | Loss: 2.8962 | LR: 6.64e-06 | 1344.6ms/step | 14.9 samples/s +Step 40830/44000 | Loss: 2.8916 | LR: 6.60e-06 | 1348.8ms/step | 14.8 samples/s +Step 40840/44000 | Loss: 2.9360 | LR: 6.56e-06 | 1347.5ms/step | 14.8 samples/s +Step 40850/44000 | Loss: 2.9226 | LR: 6.52e-06 | 1346.9ms/step | 14.8 samples/s +Step 40860/44000 | Loss: 2.9355 | LR: 6.47e-06 | 1348.2ms/step | 14.8 samples/s +Step 40870/44000 | Loss: 2.9388 | LR: 6.43e-06 | 1347.4ms/step | 14.8 samples/s +Step 40880/44000 | Loss: 2.9092 | LR: 6.39e-06 | 1344.9ms/step | 14.9 samples/s +Step 40890/44000 | Loss: 2.9274 | LR: 6.35e-06 | 1347.8ms/step | 14.8 samples/s +Step 40900/44000 | Loss: 2.9034 | LR: 6.31e-06 | 1346.9ms/step | 14.8 samples/s +Step 40910/44000 | Loss: 2.9720 | LR: 6.27e-06 | 1349.6ms/step | 14.8 samples/s +Step 40920/44000 | Loss: 2.9215 | LR: 6.23e-06 | 1348.8ms/step | 14.8 samples/s +Step 40930/44000 | Loss: 2.9296 | LR: 6.19e-06 | 1349.8ms/step | 14.8 samples/s +Step 40940/44000 | Loss: 2.9316 | LR: 6.15e-06 | 1350.1ms/step | 14.8 samples/s +Step 40950/44000 | Loss: 2.8941 | LR: 6.11e-06 | 1349.1ms/step | 14.8 samples/s +Step 40960/44000 | Loss: 2.8812 | LR: 6.07e-06 | 1348.3ms/step | 14.8 samples/s +Step 40970/44000 | Loss: 2.9104 | LR: 6.03e-06 | 1347.4ms/step | 14.8 samples/s +Step 40980/44000 | Loss: 2.8992 | LR: 5.99e-06 | 1345.8ms/step | 14.9 samples/s +Step 40990/44000 | Loss: 2.9199 | LR: 5.95e-06 | 1351.3ms/step | 14.8 samples/s +Step 41000/44000 | Loss: 2.9238 | LR: 5.91e-06 | 1350.1ms/step | 14.8 samples/s +Validation at step 41000: Loss = 2.9309, Perplexity = 18.75 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-41000 +Step 41010/44000 | Loss: 2.9328 | LR: 5.87e-06 | 3940.3ms/step | 5.1 samples/s +Step 41020/44000 | Loss: 2.9395 | LR: 5.83e-06 | 1345.6ms/step | 14.9 samples/s +Step 41030/44000 | Loss: 2.9149 | LR: 5.80e-06 | 1344.2ms/step | 14.9 samples/s +Step 41040/44000 | Loss: 2.9145 | LR: 5.76e-06 | 1348.0ms/step | 14.8 samples/s +Step 41050/44000 | Loss: 2.9123 | LR: 5.72e-06 | 1349.7ms/step | 14.8 samples/s +Step 41060/44000 | Loss: 2.8828 | LR: 5.68e-06 | 1345.5ms/step | 14.9 samples/s +Step 41070/44000 | Loss: 2.9102 | LR: 5.64e-06 | 1345.2ms/step | 14.9 samples/s +Step 41080/44000 | Loss: 2.9425 | LR: 5.60e-06 | 1342.0ms/step | 14.9 samples/s +Step 41090/44000 | Loss: 2.9598 | LR: 5.56e-06 | 1342.5ms/step | 14.9 samples/s +Step 41100/44000 | Loss: 2.9367 | LR: 5.53e-06 | 1342.0ms/step | 14.9 samples/s +Step 41110/44000 | Loss: 2.9600 | LR: 5.49e-06 | 1343.9ms/step | 14.9 samples/s +Step 41120/44000 | Loss: 2.9458 | LR: 5.45e-06 | 1343.7ms/step | 14.9 samples/s +Step 41130/44000 | Loss: 2.9166 | LR: 5.41e-06 | 1345.6ms/step | 14.9 samples/s +Step 41140/44000 | Loss: 2.8949 | LR: 5.38e-06 | 1347.9ms/step | 14.8 samples/s +Step 41150/44000 | Loss: 2.9368 | LR: 5.34e-06 | 1346.7ms/step | 14.9 samples/s +Step 41160/44000 | Loss: 2.9092 | LR: 5.30e-06 | 1343.8ms/step | 14.9 samples/s +Step 41170/44000 | Loss: 2.9204 | LR: 5.26e-06 | 1346.2ms/step | 14.9 samples/s +Step 41180/44000 | Loss: 2.8966 | LR: 5.23e-06 | 1346.4ms/step | 14.9 samples/s +Step 41190/44000 | Loss: 2.8786 | LR: 5.19e-06 | 1346.3ms/step | 14.9 samples/s +Step 41200/44000 | Loss: 2.9205 | LR: 5.15e-06 | 1345.1ms/step | 14.9 samples/s +Step 41210/44000 | Loss: 2.9289 | LR: 5.12e-06 | 1345.6ms/step | 14.9 samples/s +Step 41220/44000 | Loss: 2.9361 | LR: 5.08e-06 | 1345.9ms/step | 14.9 samples/s +Step 41230/44000 | Loss: 2.9103 | LR: 5.04e-06 | 1343.6ms/step | 14.9 samples/s +Step 41240/44000 | Loss: 2.8979 | LR: 5.01e-06 | 1341.9ms/step | 14.9 samples/s +Step 41250/44000 | Loss: 2.9162 | LR: 4.97e-06 | 1342.2ms/step | 14.9 samples/s +Validation at step 41250: Loss = 2.9309, Perplexity = 18.75 +Step 41260/44000 | Loss: 2.9419 | LR: 4.94e-06 | 3593.4ms/step | 5.6 samples/s +Step 41270/44000 | Loss: 2.9210 | LR: 4.90e-06 | 1344.4ms/step | 14.9 samples/s +Step 41280/44000 | Loss: 2.9178 | LR: 4.86e-06 | 1345.0ms/step | 14.9 samples/s +Step 41290/44000 | Loss: 2.9085 | LR: 4.83e-06 | 1347.1ms/step | 14.8 samples/s +Step 41300/44000 | Loss: 2.9129 | LR: 4.79e-06 | 1347.4ms/step | 14.8 samples/s +Step 41310/44000 | Loss: 2.8995 | LR: 4.76e-06 | 1345.3ms/step | 14.9 samples/s +Step 41320/44000 | Loss: 2.9248 | LR: 4.72e-06 | 1344.1ms/step | 14.9 samples/s +Step 41330/44000 | Loss: 2.9090 | LR: 4.69e-06 | 1343.4ms/step | 14.9 samples/s +Step 41340/44000 | Loss: 2.9322 | LR: 4.65e-06 | 1340.7ms/step | 14.9 samples/s +Step 41350/44000 | Loss: 2.8964 | LR: 4.62e-06 | 1345.7ms/step | 14.9 samples/s +Step 41360/44000 | Loss: 2.9450 | LR: 4.58e-06 | 1348.9ms/step | 14.8 samples/s +Step 41370/44000 | Loss: 2.9267 | LR: 4.55e-06 | 1345.5ms/step | 14.9 samples/s +Step 41380/44000 | Loss: 2.9200 | LR: 4.51e-06 | 1348.8ms/step | 14.8 samples/s +Step 41390/44000 | Loss: 2.8998 | LR: 4.48e-06 | 1343.4ms/step | 14.9 samples/s +Step 41400/44000 | Loss: 2.8872 | LR: 4.45e-06 | 1342.0ms/step | 14.9 samples/s +Step 41410/44000 | Loss: 2.8928 | LR: 4.41e-06 | 1342.0ms/step | 14.9 samples/s +Step 41420/44000 | Loss: 2.8858 | LR: 4.38e-06 | 1343.8ms/step | 14.9 samples/s +Step 41430/44000 | Loss: 2.9106 | LR: 4.34e-06 | 1344.0ms/step | 14.9 samples/s +Step 41440/44000 | Loss: 2.9508 | LR: 4.31e-06 | 1344.5ms/step | 14.9 samples/s +Step 41450/44000 | Loss: 2.9160 | LR: 4.28e-06 | 1346.0ms/step | 14.9 samples/s +Step 41460/44000 | Loss: 2.9173 | LR: 4.24e-06 | 1345.3ms/step | 14.9 samples/s +Step 41470/44000 | Loss: 2.9038 | LR: 4.21e-06 | 1348.5ms/step | 14.8 samples/s +Step 41480/44000 | Loss: 2.9331 | LR: 4.18e-06 | 1347.1ms/step | 14.8 samples/s +Step 41490/44000 | Loss: 2.9014 | LR: 4.14e-06 | 1346.3ms/step | 14.9 samples/s +Step 41500/44000 | Loss: 2.9170 | LR: 4.11e-06 | 1346.0ms/step | 14.9 samples/s +Validation at step 41500: Loss = 2.9308, Perplexity = 18.74 +Step 41510/44000 | Loss: 2.9130 | LR: 4.08e-06 | 3607.9ms/step | 5.5 samples/s +Step 41520/44000 | Loss: 2.9137 | LR: 4.05e-06 | 1342.3ms/step | 14.9 samples/s +Step 41530/44000 | Loss: 2.9194 | LR: 4.01e-06 | 1341.7ms/step | 14.9 samples/s +Step 41540/44000 | Loss: 2.9420 | LR: 3.98e-06 | 1343.4ms/step | 14.9 samples/s +Step 41550/44000 | Loss: 2.9148 | LR: 3.95e-06 | 1345.8ms/step | 14.9 samples/s +Step 41560/44000 | Loss: 2.9274 | LR: 3.92e-06 | 1346.5ms/step | 14.9 samples/s +Step 41570/44000 | Loss: 2.9450 | LR: 3.88e-06 | 1345.5ms/step | 14.9 samples/s +Step 41580/44000 | Loss: 2.9003 | LR: 3.85e-06 | 1343.1ms/step | 14.9 samples/s +Step 41590/44000 | Loss: 2.9142 | LR: 3.82e-06 | 1343.6ms/step | 14.9 samples/s +Step 41600/44000 | Loss: 2.9274 | LR: 3.79e-06 | 1346.0ms/step | 14.9 samples/s +Step 41610/44000 | Loss: 2.9051 | LR: 3.76e-06 | 1348.7ms/step | 14.8 samples/s +Step 41620/44000 | Loss: 2.8808 | LR: 3.73e-06 | 1349.9ms/step | 14.8 samples/s +Step 41630/44000 | Loss: 2.9386 | LR: 3.70e-06 | 1347.3ms/step | 14.8 samples/s +Step 41640/44000 | Loss: 2.9387 | LR: 3.66e-06 | 1344.5ms/step | 14.9 samples/s +Step 41650/44000 | Loss: 2.9203 | LR: 3.63e-06 | 1346.9ms/step | 14.8 samples/s +Step 41660/44000 | Loss: 2.9410 | LR: 3.60e-06 | 1347.2ms/step | 14.8 samples/s +Step 41670/44000 | Loss: 2.9135 | LR: 3.57e-06 | 1349.3ms/step | 14.8 samples/s +Step 41680/44000 | Loss: 2.8866 | LR: 3.54e-06 | 1348.6ms/step | 14.8 samples/s +Step 41690/44000 | Loss: 2.8997 | LR: 3.51e-06 | 1349.4ms/step | 14.8 samples/s +Step 41700/44000 | Loss: 2.9349 | LR: 3.48e-06 | 1350.6ms/step | 14.8 samples/s +Step 41710/44000 | Loss: 2.9074 | LR: 3.45e-06 | 1346.7ms/step | 14.9 samples/s +Step 41720/44000 | Loss: 2.9113 | LR: 3.42e-06 | 1348.7ms/step | 14.8 samples/s +Step 41730/44000 | Loss: 2.9229 | LR: 3.39e-06 | 1348.3ms/step | 14.8 samples/s +Step 41740/44000 | Loss: 2.9341 | LR: 3.36e-06 | 1347.8ms/step | 14.8 samples/s +Step 41750/44000 | Loss: 2.9088 | LR: 3.33e-06 | 1347.1ms/step | 14.8 samples/s +Validation at step 41750: Loss = 2.9306, Perplexity = 18.74 +Step 41760/44000 | Loss: 2.9424 | LR: 3.30e-06 | 3606.1ms/step | 5.5 samples/s +Step 41770/44000 | Loss: 2.9154 | LR: 3.27e-06 | 1349.2ms/step | 14.8 samples/s +Step 41780/44000 | Loss: 2.9090 | LR: 3.24e-06 | 1351.2ms/step | 14.8 samples/s +Step 41790/44000 | Loss: 2.9512 | LR: 3.21e-06 | 1348.7ms/step | 14.8 samples/s +Step 41800/44000 | Loss: 2.9625 | LR: 3.19e-06 | 1346.0ms/step | 14.9 samples/s +Step 41810/44000 | Loss: 2.9266 | LR: 3.16e-06 | 1344.7ms/step | 14.9 samples/s +Step 41820/44000 | Loss: 2.9026 | LR: 3.13e-06 | 1346.6ms/step | 14.9 samples/s +Step 41830/44000 | Loss: 2.9032 | LR: 3.10e-06 | 1346.2ms/step | 14.9 samples/s +Step 41840/44000 | Loss: 2.8853 | LR: 3.07e-06 | 1349.4ms/step | 14.8 samples/s +Step 41850/44000 | Loss: 2.8922 | LR: 3.04e-06 | 1350.7ms/step | 14.8 samples/s +Step 41860/44000 | Loss: 2.9388 | LR: 3.01e-06 | 1350.3ms/step | 14.8 samples/s +Step 41870/44000 | Loss: 2.9489 | LR: 2.99e-06 | 1348.9ms/step | 14.8 samples/s +Step 41880/44000 | Loss: 2.9277 | LR: 2.96e-06 | 1348.7ms/step | 14.8 samples/s +Step 41890/44000 | Loss: 2.9102 | LR: 2.93e-06 | 1346.8ms/step | 14.8 samples/s +Step 41900/44000 | Loss: 2.9120 | LR: 2.90e-06 | 1347.7ms/step | 14.8 samples/s +Step 41910/44000 | Loss: 2.9054 | LR: 2.88e-06 | 1347.7ms/step | 14.8 samples/s +Step 41920/44000 | Loss: 2.9572 | LR: 2.85e-06 | 1349.8ms/step | 14.8 samples/s +Step 41930/44000 | Loss: 2.9091 | LR: 2.82e-06 | 1346.6ms/step | 14.9 samples/s +Step 41940/44000 | Loss: 2.9182 | LR: 2.79e-06 | 1344.0ms/step | 14.9 samples/s +Step 41950/44000 | Loss: 2.8794 | LR: 2.77e-06 | 1345.6ms/step | 14.9 samples/s +Step 41960/44000 | Loss: 2.9271 | LR: 2.74e-06 | 1346.4ms/step | 14.9 samples/s +Step 41970/44000 | Loss: 2.9213 | LR: 2.71e-06 | 1352.0ms/step | 14.8 samples/s +Step 41980/44000 | Loss: 2.9147 | LR: 2.69e-06 | 1349.3ms/step | 14.8 samples/s +Step 41990/44000 | Loss: 2.9186 | LR: 2.66e-06 | 1346.1ms/step | 14.9 samples/s +Step 42000/44000 | Loss: 2.9152 | LR: 2.63e-06 | 1346.1ms/step | 14.9 samples/s +Validation at step 42000: Loss = 2.9307, Perplexity = 18.74 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-42000 +Step 42010/44000 | Loss: 2.9258 | LR: 2.61e-06 | 3915.4ms/step | 5.1 samples/s +Step 42020/44000 | Loss: 2.9346 | LR: 2.58e-06 | 1347.9ms/step | 14.8 samples/s +Step 42030/44000 | Loss: 2.9402 | LR: 2.56e-06 | 1346.6ms/step | 14.9 samples/s +Step 42040/44000 | Loss: 2.9378 | LR: 2.53e-06 | 1343.9ms/step | 14.9 samples/s +Step 42050/44000 | Loss: 2.8967 | LR: 2.50e-06 | 1345.5ms/step | 14.9 samples/s +Step 42060/44000 | Loss: 2.9321 | LR: 2.48e-06 | 1345.9ms/step | 14.9 samples/s +Step 42070/44000 | Loss: 2.9334 | LR: 2.45e-06 | 1346.6ms/step | 14.9 samples/s +Step 42080/44000 | Loss: 2.9131 | LR: 2.43e-06 | 1345.5ms/step | 14.9 samples/s +Step 42090/44000 | Loss: 2.8984 | LR: 2.40e-06 | 1347.4ms/step | 14.8 samples/s +Step 42100/44000 | Loss: 2.9213 | LR: 2.38e-06 | 1347.1ms/step | 14.8 samples/s +Step 42110/44000 | Loss: 2.9333 | LR: 2.35e-06 | 1344.8ms/step | 14.9 samples/s +Step 42120/44000 | Loss: 2.9185 | LR: 2.33e-06 | 1341.7ms/step | 14.9 samples/s +Step 42130/44000 | Loss: 2.9317 | LR: 2.30e-06 | 1344.8ms/step | 14.9 samples/s +Step 42140/44000 | Loss: 2.9290 | LR: 2.28e-06 | 1346.9ms/step | 14.8 samples/s +Step 42150/44000 | Loss: 2.9484 | LR: 2.25e-06 | 1343.9ms/step | 14.9 samples/s +Step 42160/44000 | Loss: 2.9148 | LR: 2.23e-06 | 1341.3ms/step | 14.9 samples/s +Step 42170/44000 | Loss: 2.9015 | LR: 2.21e-06 | 1344.3ms/step | 14.9 samples/s +Step 42180/44000 | Loss: 2.9312 | LR: 2.18e-06 | 1344.6ms/step | 14.9 samples/s +Step 42190/44000 | Loss: 2.9137 | LR: 2.16e-06 | 1343.5ms/step | 14.9 samples/s +Step 42200/44000 | Loss: 2.8992 | LR: 2.13e-06 | 1343.9ms/step | 14.9 samples/s +Step 42210/44000 | Loss: 2.9450 | LR: 2.11e-06 | 1346.8ms/step | 14.9 samples/s +Step 42220/44000 | Loss: 2.8847 | LR: 2.09e-06 | 1347.5ms/step | 14.8 samples/s +Step 42230/44000 | Loss: 2.9388 | LR: 2.06e-06 | 1348.8ms/step | 14.8 samples/s +Step 42240/44000 | Loss: 2.9166 | LR: 2.04e-06 | 1344.2ms/step | 14.9 samples/s +Step 42250/44000 | Loss: 2.9317 | LR: 2.02e-06 | 1345.9ms/step | 14.9 samples/s +Validation at step 42250: Loss = 2.9311, Perplexity = 18.75 +Step 42260/44000 | Loss: 2.9227 | LR: 1.99e-06 | 3613.3ms/step | 5.5 samples/s +Step 42270/44000 | Loss: 2.9169 | LR: 1.97e-06 | 1347.8ms/step | 14.8 samples/s +Step 42280/44000 | Loss: 2.9191 | LR: 1.95e-06 | 1344.3ms/step | 14.9 samples/s +Step 42290/44000 | Loss: 2.8863 | LR: 1.93e-06 | 1345.8ms/step | 14.9 samples/s +Step 42300/44000 | Loss: 2.9141 | LR: 1.90e-06 | 1346.0ms/step | 14.9 samples/s +Step 42310/44000 | Loss: 2.8887 | LR: 1.88e-06 | 1344.4ms/step | 14.9 samples/s +Step 42320/44000 | Loss: 2.9345 | LR: 1.86e-06 | 1344.8ms/step | 14.9 samples/s +Step 42330/44000 | Loss: 2.9008 | LR: 1.84e-06 | 1343.7ms/step | 14.9 samples/s +Step 42340/44000 | Loss: 2.9455 | LR: 1.82e-06 | 1344.5ms/step | 14.9 samples/s +Step 42350/44000 | Loss: 2.8755 | LR: 1.79e-06 | 1344.1ms/step | 14.9 samples/s +Step 42360/44000 | Loss: 2.9182 | LR: 1.77e-06 | 1345.2ms/step | 14.9 samples/s +Step 42370/44000 | Loss: 2.9176 | LR: 1.75e-06 | 1347.1ms/step | 14.8 samples/s +Step 42380/44000 | Loss: 2.9511 | LR: 1.73e-06 | 1342.5ms/step | 14.9 samples/s +Step 42390/44000 | Loss: 2.8829 | LR: 1.71e-06 | 1338.9ms/step | 14.9 samples/s +Step 42400/44000 | Loss: 2.9105 | LR: 1.69e-06 | 1341.8ms/step | 14.9 samples/s +Step 42410/44000 | Loss: 2.9151 | LR: 1.67e-06 | 1346.2ms/step | 14.9 samples/s +Step 42420/44000 | Loss: 2.9424 | LR: 1.64e-06 | 1342.9ms/step | 14.9 samples/s +Step 42430/44000 | Loss: 2.9452 | LR: 1.62e-06 | 1343.6ms/step | 14.9 samples/s +Step 42440/44000 | Loss: 2.9351 | LR: 1.60e-06 | 1342.8ms/step | 14.9 samples/s +Step 42450/44000 | Loss: 2.9050 | LR: 1.58e-06 | 1347.5ms/step | 14.8 samples/s +Step 42460/44000 | Loss: 2.9162 | LR: 1.56e-06 | 1345.1ms/step | 14.9 samples/s +Step 42470/44000 | Loss: 2.9499 | LR: 1.54e-06 | 1342.8ms/step | 14.9 samples/s +Step 42480/44000 | Loss: 2.9168 | LR: 1.52e-06 | 1343.2ms/step | 14.9 samples/s +Step 42490/44000 | Loss: 2.9245 | LR: 1.50e-06 | 1344.0ms/step | 14.9 samples/s +Step 42500/44000 | Loss: 2.8942 | LR: 1.48e-06 | 1345.0ms/step | 14.9 samples/s +Validation at step 42500: Loss = 2.9309, Perplexity = 18.75 +Step 42510/44000 | Loss: 2.9359 | LR: 1.46e-06 | 3607.5ms/step | 5.5 samples/s +Step 42520/44000 | Loss: 2.8946 | LR: 1.44e-06 | 1343.8ms/step | 14.9 samples/s +Step 42530/44000 | Loss: 2.9232 | LR: 1.42e-06 | 1345.0ms/step | 14.9 samples/s +Step 42540/44000 | Loss: 2.9107 | LR: 1.40e-06 | 1344.7ms/step | 14.9 samples/s +Step 42550/44000 | Loss: 2.9280 | LR: 1.39e-06 | 1345.9ms/step | 14.9 samples/s +Step 42560/44000 | Loss: 2.8994 | LR: 1.37e-06 | 1345.0ms/step | 14.9 samples/s +Step 42570/44000 | Loss: 2.9183 | LR: 1.35e-06 | 1344.5ms/step | 14.9 samples/s +Step 42580/44000 | Loss: 2.9175 | LR: 1.33e-06 | 1348.1ms/step | 14.8 samples/s +Step 42590/44000 | Loss: 2.9030 | LR: 1.31e-06 | 1346.5ms/step | 14.9 samples/s +Step 42600/44000 | Loss: 2.8974 | LR: 1.29e-06 | 1346.4ms/step | 14.9 samples/s +Step 42610/44000 | Loss: 2.9244 | LR: 1.27e-06 | 1345.8ms/step | 14.9 samples/s +Step 42620/44000 | Loss: 2.9328 | LR: 1.25e-06 | 1345.7ms/step | 14.9 samples/s +Step 42630/44000 | Loss: 2.9021 | LR: 1.24e-06 | 1345.2ms/step | 14.9 samples/s +Step 42640/44000 | Loss: 2.9106 | LR: 1.22e-06 | 1345.8ms/step | 14.9 samples/s +Step 42650/44000 | Loss: 2.9325 | LR: 1.20e-06 | 1345.4ms/step | 14.9 samples/s +Step 42660/44000 | Loss: 2.9029 | LR: 1.18e-06 | 1345.2ms/step | 14.9 samples/s +Step 42670/44000 | Loss: 2.9018 | LR: 1.17e-06 | 1344.1ms/step | 14.9 samples/s +Step 42680/44000 | Loss: 2.8952 | LR: 1.15e-06 | 1341.7ms/step | 14.9 samples/s +Step 42690/44000 | Loss: 2.8881 | LR: 1.13e-06 | 1340.4ms/step | 14.9 samples/s +Step 42700/44000 | Loss: 2.8924 | LR: 1.11e-06 | 1343.8ms/step | 14.9 samples/s +Step 42710/44000 | Loss: 2.9297 | LR: 1.10e-06 | 1345.1ms/step | 14.9 samples/s +Step 42720/44000 | Loss: 2.9230 | LR: 1.08e-06 | 1344.7ms/step | 14.9 samples/s +Step 42730/44000 | Loss: 2.9151 | LR: 1.06e-06 | 1345.7ms/step | 14.9 samples/s +Step 42740/44000 | Loss: 2.8909 | LR: 1.05e-06 | 1346.7ms/step | 14.9 samples/s +Step 42750/44000 | Loss: 2.8990 | LR: 1.03e-06 | 1350.4ms/step | 14.8 samples/s +Validation at step 42750: Loss = 2.9309, Perplexity = 18.74 +Step 42760/44000 | Loss: 2.9149 | LR: 1.01e-06 | 3615.8ms/step | 5.5 samples/s +Step 42770/44000 | Loss: 2.9296 | LR: 9.97e-07 | 1356.7ms/step | 14.7 samples/s +Step 42780/44000 | Loss: 2.9367 | LR: 9.81e-07 | 1350.4ms/step | 14.8 samples/s +Step 42790/44000 | Loss: 2.9085 | LR: 9.65e-07 | 1349.2ms/step | 14.8 samples/s +Step 42800/44000 | Loss: 2.9021 | LR: 9.49e-07 | 1348.3ms/step | 14.8 samples/s +Step 42810/44000 | Loss: 2.8967 | LR: 9.33e-07 | 1348.3ms/step | 14.8 samples/s +Step 42820/44000 | Loss: 2.9534 | LR: 9.18e-07 | 1348.5ms/step | 14.8 samples/s +Step 42830/44000 | Loss: 2.9158 | LR: 9.02e-07 | 1348.0ms/step | 14.8 samples/s +Step 42840/44000 | Loss: 2.9261 | LR: 8.87e-07 | 1347.8ms/step | 14.8 samples/s +Step 42850/44000 | Loss: 2.9252 | LR: 8.72e-07 | 1347.6ms/step | 14.8 samples/s +Step 42860/44000 | Loss: 2.9354 | LR: 8.57e-07 | 1349.2ms/step | 14.8 samples/s +Step 42870/44000 | Loss: 2.9311 | LR: 8.42e-07 | 1348.9ms/step | 14.8 samples/s +Step 42880/44000 | Loss: 2.9189 | LR: 8.27e-07 | 1349.7ms/step | 14.8 samples/s +Step 42890/44000 | Loss: 2.8716 | LR: 8.12e-07 | 1346.6ms/step | 14.9 samples/s +Step 42900/44000 | Loss: 2.9285 | LR: 7.98e-07 | 1348.9ms/step | 14.8 samples/s +Step 42910/44000 | Loss: 2.9206 | LR: 7.83e-07 | 1350.6ms/step | 14.8 samples/s +Step 42920/44000 | Loss: 2.9017 | LR: 7.69e-07 | 1349.2ms/step | 14.8 samples/s +Step 42930/44000 | Loss: 2.8978 | LR: 7.55e-07 | 1348.8ms/step | 14.8 samples/s +Step 42940/44000 | Loss: 2.9087 | LR: 7.41e-07 | 1348.0ms/step | 14.8 samples/s +Step 42950/44000 | Loss: 2.9240 | LR: 7.27e-07 | 1349.5ms/step | 14.8 samples/s +Step 42960/44000 | Loss: 2.9159 | LR: 7.13e-07 | 1348.6ms/step | 14.8 samples/s +Step 42970/44000 | Loss: 2.9089 | LR: 6.99e-07 | 1347.4ms/step | 14.8 samples/s +Step 42980/44000 | Loss: 2.9215 | LR: 6.86e-07 | 1347.7ms/step | 14.8 samples/s +Step 42990/44000 | Loss: 2.9161 | LR: 6.72e-07 | 1347.9ms/step | 14.8 samples/s +Step 43000/44000 | Loss: 2.9089 | LR: 6.59e-07 | 1348.1ms/step | 14.8 samples/s +Validation at step 43000: Loss = 2.9305, Perplexity = 18.74 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-43000 +Step 43010/44000 | Loss: 2.9137 | LR: 6.46e-07 | 3966.7ms/step | 5.0 samples/s +Step 43020/44000 | Loss: 2.9012 | LR: 6.33e-07 | 1345.0ms/step | 14.9 samples/s +Step 43030/44000 | Loss: 2.9209 | LR: 6.20e-07 | 1346.2ms/step | 14.9 samples/s +Step 43040/44000 | Loss: 2.8840 | LR: 6.08e-07 | 1348.4ms/step | 14.8 samples/s +Step 43050/44000 | Loss: 2.9115 | LR: 5.95e-07 | 1350.2ms/step | 14.8 samples/s +Step 43060/44000 | Loss: 2.9203 | LR: 5.83e-07 | 1348.3ms/step | 14.8 samples/s +Step 43070/44000 | Loss: 2.9359 | LR: 5.70e-07 | 1343.6ms/step | 14.9 samples/s +Step 43080/44000 | Loss: 2.9099 | LR: 5.58e-07 | 1347.7ms/step | 14.8 samples/s +Step 43090/44000 | Loss: 2.8909 | LR: 5.46e-07 | 1353.8ms/step | 14.8 samples/s +Step 43100/44000 | Loss: 2.9055 | LR: 5.34e-07 | 1344.9ms/step | 14.9 samples/s +Step 43110/44000 | Loss: 2.9179 | LR: 5.22e-07 | 1349.3ms/step | 14.8 samples/s +Step 43120/44000 | Loss: 2.9309 | LR: 5.11e-07 | 1346.4ms/step | 14.9 samples/s +Step 43130/44000 | Loss: 2.9337 | LR: 4.99e-07 | 1349.8ms/step | 14.8 samples/s +Step 43140/44000 | Loss: 2.9205 | LR: 4.88e-07 | 1346.9ms/step | 14.8 samples/s +Step 43150/44000 | Loss: 2.9032 | LR: 4.76e-07 | 1347.2ms/step | 14.8 samples/s +Step 43160/44000 | Loss: 2.9015 | LR: 4.65e-07 | 1346.4ms/step | 14.9 samples/s +Step 43170/44000 | Loss: 2.8891 | LR: 4.54e-07 | 1342.6ms/step | 14.9 samples/s +Step 43180/44000 | Loss: 2.9006 | LR: 4.43e-07 | 1342.7ms/step | 14.9 samples/s +Step 43190/44000 | Loss: 2.8964 | LR: 4.33e-07 | 1342.1ms/step | 14.9 samples/s +Step 43200/44000 | Loss: 2.8858 | LR: 4.22e-07 | 1345.0ms/step | 14.9 samples/s +Step 43210/44000 | Loss: 2.9209 | LR: 4.12e-07 | 1344.9ms/step | 14.9 samples/s +Step 43220/44000 | Loss: 2.9090 | LR: 4.01e-07 | 1342.2ms/step | 14.9 samples/s +Step 43230/44000 | Loss: 2.9311 | LR: 3.91e-07 | 1341.7ms/step | 14.9 samples/s +Step 43240/44000 | Loss: 2.9262 | LR: 3.81e-07 | 1343.1ms/step | 14.9 samples/s +Step 43250/44000 | Loss: 2.9296 | LR: 3.71e-07 | 1342.0ms/step | 14.9 samples/s +Validation at step 43250: Loss = 2.9309, Perplexity = 18.74 +Step 43260/44000 | Loss: 2.9235 | LR: 3.61e-07 | 3598.9ms/step | 5.6 samples/s +Step 43270/44000 | Loss: 2.9113 | LR: 3.51e-07 | 1343.9ms/step | 14.9 samples/s +Step 43280/44000 | Loss: 2.9170 | LR: 3.42e-07 | 1344.2ms/step | 14.9 samples/s +Step 43290/44000 | Loss: 2.9015 | LR: 3.32e-07 | 1342.1ms/step | 14.9 samples/s +Step 43300/44000 | Loss: 2.9341 | LR: 3.23e-07 | 1341.4ms/step | 14.9 samples/s +Step 43310/44000 | Loss: 2.9372 | LR: 3.14e-07 | 1343.1ms/step | 14.9 samples/s +Step 43320/44000 | Loss: 2.9422 | LR: 3.05e-07 | 1340.5ms/step | 14.9 samples/s +Step 43330/44000 | Loss: 2.9041 | LR: 2.96e-07 | 1342.8ms/step | 14.9 samples/s +Step 43340/44000 | Loss: 2.9249 | LR: 2.87e-07 | 1344.5ms/step | 14.9 samples/s +Step 43350/44000 | Loss: 2.8999 | LR: 2.79e-07 | 1344.6ms/step | 14.9 samples/s +Step 43360/44000 | Loss: 2.9210 | LR: 2.70e-07 | 1346.0ms/step | 14.9 samples/s +Step 43370/44000 | Loss: 2.9267 | LR: 2.62e-07 | 1344.9ms/step | 14.9 samples/s +Step 43380/44000 | Loss: 2.9198 | LR: 2.53e-07 | 1342.0ms/step | 14.9 samples/s +Step 43390/44000 | Loss: 2.8946 | LR: 2.45e-07 | 1344.7ms/step | 14.9 samples/s +Step 43400/44000 | Loss: 2.9112 | LR: 2.37e-07 | 1343.2ms/step | 14.9 samples/s +Step 43410/44000 | Loss: 2.9102 | LR: 2.30e-07 | 1341.0ms/step | 14.9 samples/s +Step 43420/44000 | Loss: 2.8887 | LR: 2.22e-07 | 1340.3ms/step | 14.9 samples/s +Step 43430/44000 | Loss: 2.9034 | LR: 2.14e-07 | 1339.8ms/step | 14.9 samples/s +Step 43440/44000 | Loss: 2.9506 | LR: 2.07e-07 | 1342.2ms/step | 14.9 samples/s +Step 43450/44000 | Loss: 2.9312 | LR: 1.99e-07 | 1343.5ms/step | 14.9 samples/s +Step 43460/44000 | Loss: 2.9236 | LR: 1.92e-07 | 1344.0ms/step | 14.9 samples/s +Step 43470/44000 | Loss: 2.9241 | LR: 1.85e-07 | 1343.7ms/step | 14.9 samples/s +Step 43480/44000 | Loss: 2.8914 | LR: 1.78e-07 | 1343.9ms/step | 14.9 samples/s +Step 43490/44000 | Loss: 2.9100 | LR: 1.72e-07 | 1344.0ms/step | 14.9 samples/s +Step 43500/44000 | Loss: 2.9499 | LR: 1.65e-07 | 1343.0ms/step | 14.9 samples/s +Validation at step 43500: Loss = 2.9307, Perplexity = 18.74 +Step 43510/44000 | Loss: 2.9157 | LR: 1.58e-07 | 3606.6ms/step | 5.5 samples/s +Step 43520/44000 | Loss: 2.9355 | LR: 1.52e-07 | 1343.3ms/step | 14.9 samples/s +Step 43530/44000 | Loss: 2.9002 | LR: 1.46e-07 | 1342.0ms/step | 14.9 samples/s +Step 43540/44000 | Loss: 2.8872 | LR: 1.40e-07 | 1344.3ms/step | 14.9 samples/s +Step 43550/44000 | Loss: 2.9102 | LR: 1.34e-07 | 1346.7ms/step | 14.9 samples/s +Step 43560/44000 | Loss: 2.9110 | LR: 1.28e-07 | 1346.6ms/step | 14.9 samples/s +Step 43570/44000 | Loss: 2.9088 | LR: 1.22e-07 | 1344.0ms/step | 14.9 samples/s +Step 43580/44000 | Loss: 2.9343 | LR: 1.16e-07 | 1341.3ms/step | 14.9 samples/s +Step 43590/44000 | Loss: 2.9103 | LR: 1.11e-07 | 1342.8ms/step | 14.9 samples/s +Step 43600/44000 | Loss: 2.9223 | LR: 1.06e-07 | 1346.6ms/step | 14.9 samples/s +Step 43610/44000 | Loss: 2.8685 | LR: 1.00e-07 | 1346.8ms/step | 14.8 samples/s +Step 43620/44000 | Loss: 2.9060 | LR: 9.52e-08 | 1344.8ms/step | 14.9 samples/s +Step 43630/44000 | Loss: 2.8988 | LR: 9.03e-08 | 1345.5ms/step | 14.9 samples/s +Step 43640/44000 | Loss: 2.9152 | LR: 8.55e-08 | 1346.0ms/step | 14.9 samples/s +Step 43650/44000 | Loss: 2.9183 | LR: 8.08e-08 | 1346.6ms/step | 14.9 samples/s +Step 43660/44000 | Loss: 2.9201 | LR: 7.62e-08 | 1346.7ms/step | 14.9 samples/s +Step 43670/44000 | Loss: 2.9265 | LR: 7.18e-08 | 1345.9ms/step | 14.9 samples/s +Step 43680/44000 | Loss: 2.9334 | LR: 6.75e-08 | 1348.0ms/step | 14.8 samples/s +Step 43690/44000 | Loss: 2.8942 | LR: 6.34e-08 | 1347.3ms/step | 14.8 samples/s +Step 43700/44000 | Loss: 2.9154 | LR: 5.94e-08 | 1349.6ms/step | 14.8 samples/s +Step 43710/44000 | Loss: 2.9345 | LR: 5.55e-08 | 1348.0ms/step | 14.8 samples/s +Step 43720/44000 | Loss: 2.9022 | LR: 5.17e-08 | 1348.5ms/step | 14.8 samples/s +Step 43730/44000 | Loss: 2.9391 | LR: 4.81e-08 | 1346.4ms/step | 14.9 samples/s +Step 43740/44000 | Loss: 2.9473 | LR: 4.46e-08 | 1348.0ms/step | 14.8 samples/s +Step 43750/44000 | Loss: 2.9182 | LR: 4.12e-08 | 1348.4ms/step | 14.8 samples/s +Validation at step 43750: Loss = 2.9309, Perplexity = 18.74 +Step 43760/44000 | Loss: 2.9366 | LR: 3.80e-08 | 3612.6ms/step | 5.5 samples/s +Step 43770/44000 | Loss: 2.9346 | LR: 3.49e-08 | 1349.9ms/step | 14.8 samples/s +Step 43780/44000 | Loss: 2.9157 | LR: 3.19e-08 | 1351.6ms/step | 14.8 samples/s +Step 43790/44000 | Loss: 2.9045 | LR: 2.91e-08 | 1350.2ms/step | 14.8 samples/s +Step 43800/44000 | Loss: 2.9069 | LR: 2.64e-08 | 1348.4ms/step | 14.8 samples/s +Step 43810/44000 | Loss: 2.9151 | LR: 2.38e-08 | 1348.6ms/step | 14.8 samples/s +Step 43820/44000 | Loss: 2.9068 | LR: 2.14e-08 | 1349.0ms/step | 14.8 samples/s +Step 43830/44000 | Loss: 2.9293 | LR: 1.91e-08 | 1351.3ms/step | 14.8 samples/s +Step 43840/44000 | Loss: 2.9158 | LR: 1.69e-08 | 1349.2ms/step | 14.8 samples/s +Step 43850/44000 | Loss: 2.9079 | LR: 1.48e-08 | 1349.6ms/step | 14.8 samples/s +Step 43860/44000 | Loss: 2.9189 | LR: 1.29e-08 | 1349.5ms/step | 14.8 samples/s +Step 43870/44000 | Loss: 2.9346 | LR: 1.11e-08 | 1346.8ms/step | 14.9 samples/s +Step 43880/44000 | Loss: 2.9510 | LR: 9.50e-09 | 1348.8ms/step | 14.8 samples/s +Step 43890/44000 | Loss: 2.9069 | LR: 7.98e-09 | 1350.2ms/step | 14.8 samples/s +Step 43900/44000 | Loss: 2.9160 | LR: 6.60e-09 | 1349.1ms/step | 14.8 samples/s +Step 43910/44000 | Loss: 2.9194 | LR: 5.34e-09 | 1349.5ms/step | 14.8 samples/s +Step 43920/44000 | Loss: 2.9030 | LR: 4.22e-09 | 1349.6ms/step | 14.8 samples/s +Step 43930/44000 | Loss: 2.8963 | LR: 3.23e-09 | 1349.9ms/step | 14.8 samples/s +Step 43940/44000 | Loss: 2.9047 | LR: 2.37e-09 | 1352.2ms/step | 14.8 samples/s +Step 43950/44000 | Loss: 2.9177 | LR: 1.65e-09 | 1351.0ms/step | 14.8 samples/s +Step 43960/44000 | Loss: 2.8987 | LR: 1.06e-09 | 1348.7ms/step | 14.8 samples/s +Step 43970/44000 | Loss: 2.9262 | LR: 5.94e-10 | 1350.2ms/step | 14.8 samples/s +Step 43980/44000 | Loss: 2.9300 | LR: 2.64e-10 | 1347.8ms/step | 14.8 samples/s +Step 43990/44000 | Loss: 2.9208 | LR: 6.60e-11 | 1347.9ms/step | 14.8 samples/s +Step 44000/44000 | Loss: 2.9625 | LR: 0.00e+00 | 1349.8ms/step | 14.8 samples/s +Validation at step 44000: Loss = 2.9311, Perplexity = 18.75 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-44000 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed42/run_20260821_164416/checkpoint-44000 diff --git a/epfl_final/SparseAtt/wandb/run-20260822_042436-n56uphgo/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260822_042436-n56uphgo/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c3e38c4cce87cb53d52f45f6ac8cbf8688a7d92 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260822_042436-n56uphgo/files/requirements.txt @@ -0,0 +1,142 @@ +pip==26.0.1 +nvidia-cusparselt-cu13==0.8.0 +mpmath==1.3.0 +cuda-toolkit==13.0.2 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stats","stats":{}} +{"time":"2026-08-22T14:32:11.659591716Z","level":"INFO","msg":"stream: finishing up"} +{"time":"2026-08-22T14:32:11.659611636Z","level":"INFO","msg":"handler: closed"} +{"time":"2026-08-22T14:32:11.661106277Z","level":"INFO","msg":"sender: closed"} +{"time":"2026-08-22T14:32:11.661118315Z","level":"INFO","msg":"stream: all finished"} diff --git a/epfl_final/SparseAtt/wandb/run-20260822_042436-n56uphgo/logs/debug.log b/epfl_final/SparseAtt/wandb/run-20260822_042436-n56uphgo/logs/debug.log new file mode 100644 index 0000000000000000000000000000000000000000..9cb697439a94f0bc8ca0623af995cd038cd6fae2 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260822_042436-n56uphgo/logs/debug.log @@ -0,0 +1,25 @@ +2026-08-22 04:24:36,998 INFO MainThread:247 [wandb_setup.py:_flush():81] Current SDK version is 0.26.1 +2026-08-22 04:24:36,998 INFO MainThread:247 [wandb_setup.py:_flush():81] Configure stats pid to 247 +2026-08-22 04:24:36,998 INFO MainThread:247 [wandb_setup.py:_flush():81] Loading settings from environment variables +2026-08-22 04:24:36,998 INFO MainThread:247 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260822_042436-n56uphgo/logs/debug.log +2026-08-22 04:24:36,998 INFO MainThread:247 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260822_042436-n56uphgo/logs/debug-internal.log +2026-08-22 04:24:36,998 INFO MainThread:247 [wandb_init.py:init():850] calling init triggers +2026-08-22 04:24:36,998 INFO MainThread:247 [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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communicating run to backend with 90.0 second timeout +2026-08-22 04:24:38,172 INFO MainThread:247 [wandb_init.py:init():1051] run resumed +2026-08-22 04:24:38,175 INFO MainThread:247 [wandb_init.py:init():1056] starting run threads in backend +2026-08-22 04:24:38,368 INFO MainThread:247 [wandb_run.py:_console_start():2554] atexit reg +2026-08-22 04:24:38,368 INFO MainThread:247 [wandb_run.py:_redirect():2403] redirect: wrap_raw +2026-08-22 04:24:38,368 INFO MainThread:247 [wandb_run.py:_redirect():2472] Wrapping output streams. +2026-08-22 04:24:38,368 INFO MainThread:247 [wandb_run.py:_redirect():2495] Redirects installed. +2026-08-22 04:24:38,371 INFO MainThread:247 [wandb_init.py:init():1094] run started, returning control to user process +2026-08-22 14:32:09,825 INFO MainThread:247 [wandb_run.py:_finish():2321] finishing run ruben-navasardyan4869-epfl/stochastic_sparsity/n56uphgo +2026-08-22 14:32:09,826 INFO MainThread:247 [wandb_run.py:_atexit_cleanup():2520] got exitcode: 0 +2026-08-22 14:32:09,826 INFO MainThread:247 [wandb_run.py:_restore():2502] restore +2026-08-22 14:32:09,826 INFO MainThread:247 [wandb_run.py:_restore():2508] restore done +2026-08-22 14:32:11,657 INFO MainThread:247 [wandb_run.py:_footer_sync_info():3889] logging synced files diff --git a/epfl_final/SparseAtt/wandb/run-20260822_042436-n56uphgo/run-n56uphgo.wandb b/epfl_final/SparseAtt/wandb/run-20260822_042436-n56uphgo/run-n56uphgo.wandb new file mode 100644 index 0000000000000000000000000000000000000000..b599d72e1f76425da61c3719eee025ea42e33b79 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260822_042436-n56uphgo/run-n56uphgo.wandb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2db508558e5d1ea3a9ad0e3e8d1f8f925bd4db91554ffd0608ed6fb7e47b6a36 +size 13282203 diff --git a/epfl_final/SparseAtt/wandb/run-20260822_042436-ryta2atg/files/config.yaml b/epfl_final/SparseAtt/wandb/run-20260822_042436-ryta2atg/files/config.yaml new file mode 100644 index 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cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-9a903f43-9348-6fa6-bcf7-e12bd01803a7 + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-24b8d952-dc08-33b9-d5df-54ce871fd288 + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-b87e8111-63b6-b364-28b9-c4ce747aec08 + host: h100-workspace-4-gpu-3-0-8 + memory: + total: "1623005732864" + os: Linux-6.8.0-124-generic-x86_64-with-glibc2.35 + program: /mloscratch/homes/navasard/sparse/SparseAtt/train.py + python: CPython 3.13.13 + root: /mloscratch/homes/navasard/sparse/SparseAtt + startedAt: "2026-08-22T04:24:36.957073Z" + writerId: jsj85vkalk9ofby14v7td25d3qnlnvss + m: [] + python_version: 3.13.13 + t: + "1": + - 1 + - 5 + - 11 + - 49 + - 51 + - 53 + - 71 + "2": + - 1 + - 5 + - 11 + - 49 + - 51 + - 53 + - 71 + "3": + - 2 + - 5 + - 13 + - 14 + - 15 + - 16 + - 61 + - 62 + "4": 3.13.13 + "5": 0.26.1 + "6": 5.7.0 + "12": 0.26.1 + "13": linux-x86_64 +attention_dropout: + value: null +attention_type: + value: sparse_stochastic +checkpoint_activations: + value: false +dense_mode: + value: false +dense_step_intervals: + value: null +eval_batches: + value: 50 +eval_steps: + value: 250 +force_new_run: + value: false +gradient_accumulation_steps: + value: 10 +head_dim: + value: null +hidden_size: + value: 768 +init_from_scratch: + value: true +intermediate_size: + value: 3072 +learning_rate: + value: 0.0005 +logging_steps: + value: 10 +lr_scheduler: + value: cosine +max_grad_norm: + value: 1 +max_seq_length: + value: 8192 +max_steps: + value: 44000 +mixed_precision: + value: bf16 +model_dtype: + value: bfloat16 +model_path: + value: /mloscratch/homes/navasard/qwen3_06b_base +num_attention_heads: + value: 6 +num_epochs: + value: 1 +num_hidden_layers: + value: 28 +num_key_value_heads: + value: 2 +num_workers: + value: 8 +output_dir: + value: /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416 +per_device_batch_size: + value: 2 +resume_from_checkpoint: + value: /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-20000 +rope_train_position_scale_set: + value: null +save_steps: + value: 1000 +seed: + value: 43 +sparse_block_size: + value: 128 +sparse_layer_indices: + value: null +sparse_mask_cache_dir: + value: /mloscratch/homes/navasard/sparse/mask_cache_8k_resampled_nrb35_s0 +sparse_mask_pool_size: + value: 10000 +sparse_mask_seed: + value: 0 +sparse_mixed_nrb_set: + value: null +sparse_num_random_blocks: + value: 35 +sparse_val_dense_compare: + value: false +strategy: + value: ddp +train_path: + value: /mloscratch/homes/navasard/data/fineweb_large/tokenized +val_path: + value: null +verbose: + value: true +wandb_enabled: + value: true +wandb_name: + value: P1 resume 365m resampled 8k nrb35 seed43 +wandb_project: + value: stochastic_sparsity +wandb_tags: + value: + - p1 + - structured-control + - qwen3 + - 365m + - 8k + - resampled + - nrb35 + - seed43 + - resume + - h1004 + - step20000 +warmup_steps: + value: 750 +weight_decay: + value: 0.01 diff --git a/epfl_final/SparseAtt/wandb/run-20260822_042436-ryta2atg/files/output.log b/epfl_final/SparseAtt/wandb/run-20260822_042436-ryta2atg/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..4f03da24d89191f9a7f7c17766ab33604374a379 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260822_042436-ryta2atg/files/output.log @@ -0,0 +1,2535 @@ +Starting training... +Validation at step 20000: Loss = 2.9920, Perplexity = 19.93 +wandb: WARNING Tried to log to step 20000 that is less than the current step 20101. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Switching attention mode for step 20001: sparse_stochastic (configured sparse attention) +Step 20010/44000 | Loss: 3.0014 | LR: 2.93e-04 | 37631.5ms/step | 0.5 samples/s +wandb: WARNING Tried to log to step 20010 that is less than the current step 20101. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20020/44000 | Loss: 2.9980 | LR: 2.93e-04 | 1330.2ms/step | 15.0 samples/s +wandb: WARNING Tried to log to step 20020 that is less than the current step 20101. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20030/44000 | Loss: 2.9734 | LR: 2.92e-04 | 1329.1ms/step | 15.0 samples/s +wandb: WARNING Tried to log to step 20030 that is less than the current step 20101. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20040/44000 | Loss: 2.9946 | LR: 2.92e-04 | 1328.0ms/step | 15.1 samples/s +wandb: WARNING Tried to log to step 20040 that is less than the current step 20101. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20050/44000 | Loss: 3.0091 | LR: 2.92e-04 | 1330.2ms/step | 15.0 samples/s +wandb: WARNING Tried to log to step 20050 that is less than the current step 20101. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20060/44000 | Loss: 2.9848 | LR: 2.92e-04 | 1328.4ms/step | 15.1 samples/s +wandb: WARNING Tried to log to step 20060 that is less than the current step 20101. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20070/44000 | Loss: 3.0437 | LR: 2.92e-04 | 1328.2ms/step | 15.1 samples/s +wandb: WARNING Tried to log to step 20070 that is less than the current step 20101. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20080/44000 | Loss: 3.0042 | LR: 2.91e-04 | 1329.1ms/step | 15.0 samples/s +wandb: WARNING Tried to log to step 20080 that is less than the current step 20101. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20090/44000 | Loss: 3.0005 | LR: 2.91e-04 | 1328.5ms/step | 15.1 samples/s +wandb: WARNING Tried to log to step 20090 that is less than the current step 20101. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20100/44000 | Loss: 2.9965 | LR: 2.91e-04 | 1323.1ms/step | 15.1 samples/s +wandb: WARNING Tried to log to step 20100 that is less than the current step 20101. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 20110/44000 | Loss: 2.9987 | LR: 2.91e-04 | 1329.9ms/step | 15.0 samples/s +Step 20120/44000 | Loss: 3.0177 | LR: 2.91e-04 | 1328.3ms/step | 15.1 samples/s +Step 20130/44000 | Loss: 2.9914 | LR: 2.91e-04 | 1328.0ms/step | 15.1 samples/s +Step 20140/44000 | Loss: 2.9956 | LR: 2.90e-04 | 1326.8ms/step | 15.1 samples/s +Step 20150/44000 | Loss: 3.0154 | LR: 2.90e-04 | 1325.5ms/step | 15.1 samples/s +Step 20160/44000 | Loss: 2.9885 | LR: 2.90e-04 | 1322.5ms/step | 15.1 samples/s +Step 20170/44000 | Loss: 3.0047 | LR: 2.90e-04 | 1321.1ms/step | 15.1 samples/s +Step 20180/44000 | Loss: 3.0024 | LR: 2.90e-04 | 1322.7ms/step | 15.1 samples/s +Step 20190/44000 | Loss: 3.0271 | LR: 2.90e-04 | 1320.0ms/step | 15.2 samples/s +Step 20200/44000 | Loss: 2.9941 | LR: 2.89e-04 | 1320.5ms/step | 15.1 samples/s +Step 20210/44000 | Loss: 2.9846 | LR: 2.89e-04 | 1321.3ms/step | 15.1 samples/s +Step 20220/44000 | Loss: 2.9987 | LR: 2.89e-04 | 1322.6ms/step | 15.1 samples/s +Step 20230/44000 | Loss: 3.0079 | LR: 2.89e-04 | 1325.0ms/step | 15.1 samples/s +Step 20240/44000 | Loss: 2.9764 | LR: 2.89e-04 | 1318.2ms/step | 15.2 samples/s +Step 20250/44000 | Loss: 2.9856 | LR: 2.88e-04 | 1322.7ms/step | 15.1 samples/s +Validation at step 20250: Loss = 2.9896, Perplexity = 19.88 +Step 20260/44000 | Loss: 2.9903 | LR: 2.88e-04 | 3554.5ms/step | 5.6 samples/s +Step 20270/44000 | Loss: 2.9914 | LR: 2.88e-04 | 1323.9ms/step | 15.1 samples/s +Step 20280/44000 | Loss: 3.0197 | LR: 2.88e-04 | 1323.3ms/step | 15.1 samples/s +Step 20290/44000 | Loss: 2.9889 | LR: 2.88e-04 | 1326.2ms/step | 15.1 samples/s +Step 20300/44000 | Loss: 3.0022 | LR: 2.88e-04 | 1327.8ms/step | 15.1 samples/s +Step 20310/44000 | Loss: 2.9915 | LR: 2.87e-04 | 1329.5ms/step | 15.0 samples/s +Step 20320/44000 | Loss: 3.0270 | LR: 2.87e-04 | 1327.8ms/step | 15.1 samples/s +Step 20330/44000 | Loss: 2.9962 | LR: 2.87e-04 | 1326.1ms/step | 15.1 samples/s +Step 20340/44000 | Loss: 2.9791 | LR: 2.87e-04 | 1329.0ms/step | 15.0 samples/s +Step 20350/44000 | Loss: 2.9795 | LR: 2.87e-04 | 1329.3ms/step | 15.0 samples/s +Step 20360/44000 | Loss: 2.9783 | LR: 2.86e-04 | 1328.5ms/step | 15.1 samples/s +Step 20370/44000 | Loss: 3.0057 | LR: 2.86e-04 | 1332.5ms/step | 15.0 samples/s +Step 20380/44000 | Loss: 3.0078 | LR: 2.86e-04 | 1324.2ms/step | 15.1 samples/s +Step 20390/44000 | Loss: 3.0164 | LR: 2.86e-04 | 1329.2ms/step | 15.0 samples/s +Step 20400/44000 | Loss: 3.0309 | LR: 2.86e-04 | 1329.5ms/step | 15.0 samples/s +Step 20410/44000 | Loss: 2.9997 | LR: 2.86e-04 | 1326.6ms/step | 15.1 samples/s +Step 20420/44000 | Loss: 3.0030 | LR: 2.85e-04 | 1324.6ms/step | 15.1 samples/s +Step 20430/44000 | Loss: 2.9894 | LR: 2.85e-04 | 1325.8ms/step | 15.1 samples/s +Step 20440/44000 | Loss: 3.0125 | LR: 2.85e-04 | 1327.5ms/step | 15.1 samples/s +Step 20450/44000 | Loss: 3.0122 | LR: 2.85e-04 | 1327.2ms/step | 15.1 samples/s +Step 20460/44000 | Loss: 2.9909 | LR: 2.85e-04 | 1323.6ms/step | 15.1 samples/s +Step 20470/44000 | Loss: 2.9482 | LR: 2.84e-04 | 1322.0ms/step | 15.1 samples/s +Step 20480/44000 | Loss: 2.9809 | LR: 2.84e-04 | 1327.1ms/step | 15.1 samples/s +Step 20490/44000 | Loss: 2.9861 | LR: 2.84e-04 | 1327.5ms/step | 15.1 samples/s +Step 20500/44000 | Loss: 2.9938 | LR: 2.84e-04 | 1330.8ms/step | 15.0 samples/s +Validation at step 20500: Loss = 2.9863, Perplexity = 19.81 +Step 20510/44000 | Loss: 3.0101 | LR: 2.84e-04 | 4097.8ms/step | 4.9 samples/s +Step 20520/44000 | Loss: 3.0178 | LR: 2.84e-04 | 1332.6ms/step | 15.0 samples/s +Step 20530/44000 | Loss: 2.9923 | LR: 2.83e-04 | 1330.2ms/step | 15.0 samples/s +Step 20540/44000 | Loss: 2.9645 | LR: 2.83e-04 | 1327.4ms/step | 15.1 samples/s +Step 20550/44000 | Loss: 3.0155 | LR: 2.83e-04 | 1325.7ms/step | 15.1 samples/s +Step 20560/44000 | Loss: 3.0085 | LR: 2.83e-04 | 1327.0ms/step | 15.1 samples/s +Step 20570/44000 | Loss: 2.9728 | LR: 2.83e-04 | 1327.4ms/step | 15.1 samples/s +Step 20580/44000 | Loss: 2.9958 | LR: 2.83e-04 | 1326.4ms/step | 15.1 samples/s +Step 20590/44000 | Loss: 3.0070 | LR: 2.82e-04 | 1325.1ms/step | 15.1 samples/s +Step 20600/44000 | Loss: 2.9771 | LR: 2.82e-04 | 1327.5ms/step | 15.1 samples/s +Step 20610/44000 | Loss: 3.0361 | LR: 2.82e-04 | 1328.2ms/step | 15.1 samples/s +Step 20620/44000 | Loss: 2.9658 | LR: 2.82e-04 | 1326.1ms/step | 15.1 samples/s +Step 20630/44000 | Loss: 2.9894 | LR: 2.82e-04 | 1331.7ms/step | 15.0 samples/s +Step 20640/44000 | Loss: 3.0107 | LR: 2.81e-04 | 1326.0ms/step | 15.1 samples/s +Step 20650/44000 | Loss: 2.9680 | LR: 2.81e-04 | 1325.5ms/step | 15.1 samples/s +Step 20660/44000 | Loss: 3.0125 | LR: 2.81e-04 | 1324.1ms/step | 15.1 samples/s +Step 20670/44000 | Loss: 2.9948 | LR: 2.81e-04 | 1325.4ms/step | 15.1 samples/s +Step 20680/44000 | Loss: 3.0119 | LR: 2.81e-04 | 1326.7ms/step | 15.1 samples/s +Step 20690/44000 | Loss: 2.9891 | LR: 2.81e-04 | 1329.1ms/step | 15.0 samples/s +Step 20700/44000 | Loss: 2.9871 | LR: 2.80e-04 | 1327.3ms/step | 15.1 samples/s +Step 20710/44000 | Loss: 2.9874 | LR: 2.80e-04 | 1327.8ms/step | 15.1 samples/s +Step 20720/44000 | Loss: 2.9921 | LR: 2.80e-04 | 1326.6ms/step | 15.1 samples/s +Step 20730/44000 | Loss: 2.9719 | LR: 2.80e-04 | 1326.8ms/step | 15.1 samples/s +Step 20740/44000 | Loss: 2.9675 | LR: 2.80e-04 | 1327.1ms/step | 15.1 samples/s +Step 20750/44000 | Loss: 3.0108 | LR: 2.79e-04 | 1327.7ms/step | 15.1 samples/s +Validation at step 20750: Loss = 2.9844, Perplexity = 19.77 +Step 20760/44000 | Loss: 3.0082 | LR: 2.79e-04 | 3549.2ms/step | 5.6 samples/s +Step 20770/44000 | Loss: 3.0088 | LR: 2.79e-04 | 1331.4ms/step | 15.0 samples/s +Step 20780/44000 | Loss: 3.0367 | LR: 2.79e-04 | 1330.8ms/step | 15.0 samples/s +Step 20790/44000 | Loss: 3.0178 | LR: 2.79e-04 | 1329.9ms/step | 15.0 samples/s +Step 20800/44000 | Loss: 2.9964 | LR: 2.79e-04 | 1330.4ms/step | 15.0 samples/s +Step 20810/44000 | Loss: 2.9716 | LR: 2.78e-04 | 1330.4ms/step | 15.0 samples/s +Step 20820/44000 | Loss: 3.0058 | LR: 2.78e-04 | 1332.3ms/step | 15.0 samples/s +Step 20830/44000 | Loss: 2.9693 | LR: 2.78e-04 | 1331.6ms/step | 15.0 samples/s +Step 20840/44000 | Loss: 3.0028 | LR: 2.78e-04 | 1332.0ms/step | 15.0 samples/s +Step 20850/44000 | Loss: 2.9824 | LR: 2.78e-04 | 1329.7ms/step | 15.0 samples/s +Step 20860/44000 | Loss: 2.9946 | LR: 2.77e-04 | 1335.0ms/step | 15.0 samples/s +Step 20870/44000 | Loss: 3.0229 | LR: 2.77e-04 | 1335.4ms/step | 15.0 samples/s +Step 20880/44000 | Loss: 2.9756 | LR: 2.77e-04 | 1334.4ms/step | 15.0 samples/s +Step 20890/44000 | Loss: 2.9666 | LR: 2.77e-04 | 1331.8ms/step | 15.0 samples/s +Step 20900/44000 | Loss: 2.9792 | LR: 2.77e-04 | 1332.1ms/step | 15.0 samples/s +Step 20910/44000 | Loss: 2.9805 | LR: 2.77e-04 | 1331.6ms/step | 15.0 samples/s +Step 20920/44000 | Loss: 3.0329 | LR: 2.76e-04 | 1332.0ms/step | 15.0 samples/s +Step 20930/44000 | Loss: 2.9924 | LR: 2.76e-04 | 1330.6ms/step | 15.0 samples/s +Step 20940/44000 | Loss: 2.9988 | LR: 2.76e-04 | 1331.1ms/step | 15.0 samples/s +Step 20950/44000 | Loss: 2.9880 | LR: 2.76e-04 | 1329.4ms/step | 15.0 samples/s +Step 20960/44000 | Loss: 2.9964 | LR: 2.76e-04 | 1330.6ms/step | 15.0 samples/s +Step 20970/44000 | Loss: 2.9931 | LR: 2.75e-04 | 1329.3ms/step | 15.0 samples/s +Step 20980/44000 | Loss: 3.0102 | LR: 2.75e-04 | 1332.5ms/step | 15.0 samples/s +Step 20990/44000 | Loss: 3.0051 | LR: 2.75e-04 | 1334.8ms/step | 15.0 samples/s +Step 21000/44000 | Loss: 2.9845 | LR: 2.75e-04 | 1331.3ms/step | 15.0 samples/s +Validation at step 21000: Loss = 2.9812, Perplexity = 19.71 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-21000 +Step 21010/44000 | Loss: 2.9882 | LR: 2.75e-04 | 3842.4ms/step | 5.2 samples/s +Step 21020/44000 | Loss: 3.0209 | LR: 2.75e-04 | 1323.1ms/step | 15.1 samples/s +Step 21030/44000 | Loss: 2.9701 | LR: 2.74e-04 | 1323.3ms/step | 15.1 samples/s +Step 21040/44000 | Loss: 2.9694 | LR: 2.74e-04 | 1324.6ms/step | 15.1 samples/s +Step 21050/44000 | Loss: 3.0101 | LR: 2.74e-04 | 1323.8ms/step | 15.1 samples/s +Step 21060/44000 | Loss: 3.0234 | LR: 2.74e-04 | 1324.3ms/step | 15.1 samples/s +Step 21070/44000 | Loss: 2.9764 | LR: 2.74e-04 | 1323.0ms/step | 15.1 samples/s +Step 21080/44000 | Loss: 3.0050 | LR: 2.73e-04 | 1321.8ms/step | 15.1 samples/s +Step 21090/44000 | Loss: 2.9809 | LR: 2.73e-04 | 1322.2ms/step | 15.1 samples/s +Step 21100/44000 | Loss: 2.9998 | LR: 2.73e-04 | 1325.0ms/step | 15.1 samples/s +Step 21110/44000 | Loss: 2.9581 | LR: 2.73e-04 | 1322.8ms/step | 15.1 samples/s +Step 21120/44000 | Loss: 3.0150 | LR: 2.73e-04 | 1319.8ms/step | 15.2 samples/s +Step 21130/44000 | Loss: 2.9987 | LR: 2.73e-04 | 1317.0ms/step | 15.2 samples/s +Step 21140/44000 | Loss: 3.0122 | LR: 2.72e-04 | 1316.9ms/step | 15.2 samples/s +Step 21150/44000 | Loss: 3.0223 | LR: 2.72e-04 | 1318.4ms/step | 15.2 samples/s +Step 21160/44000 | Loss: 2.9859 | LR: 2.72e-04 | 1321.6ms/step | 15.1 samples/s +Step 21170/44000 | Loss: 3.0052 | LR: 2.72e-04 | 1320.7ms/step | 15.1 samples/s +Step 21180/44000 | Loss: 2.9971 | LR: 2.72e-04 | 1322.7ms/step | 15.1 samples/s +Step 21190/44000 | Loss: 2.9932 | LR: 2.71e-04 | 1321.4ms/step | 15.1 samples/s +Step 21200/44000 | Loss: 2.9841 | LR: 2.71e-04 | 1324.1ms/step | 15.1 samples/s +Step 21210/44000 | Loss: 2.9658 | LR: 2.71e-04 | 1322.1ms/step | 15.1 samples/s +Step 21220/44000 | Loss: 2.9741 | LR: 2.71e-04 | 1323.5ms/step | 15.1 samples/s +Step 21230/44000 | Loss: 2.9790 | LR: 2.71e-04 | 1324.3ms/step | 15.1 samples/s +Step 21240/44000 | Loss: 2.9912 | LR: 2.71e-04 | 1324.4ms/step | 15.1 samples/s +Step 21250/44000 | Loss: 2.9877 | LR: 2.70e-04 | 1323.0ms/step | 15.1 samples/s +Validation at step 21250: Loss = 2.9790, Perplexity = 19.67 +Step 21260/44000 | Loss: 3.0037 | LR: 2.70e-04 | 3537.5ms/step | 5.7 samples/s +Step 21270/44000 | Loss: 2.9810 | LR: 2.70e-04 | 1321.7ms/step | 15.1 samples/s +Step 21280/44000 | Loss: 2.9632 | LR: 2.70e-04 | 1322.4ms/step | 15.1 samples/s +Step 21290/44000 | Loss: 2.9783 | LR: 2.70e-04 | 1323.4ms/step | 15.1 samples/s +Step 21300/44000 | Loss: 2.9586 | LR: 2.70e-04 | 1322.3ms/step | 15.1 samples/s +Step 21310/44000 | Loss: 2.9942 | LR: 2.69e-04 | 1319.5ms/step | 15.2 samples/s +Step 21320/44000 | Loss: 2.9923 | LR: 2.69e-04 | 1317.0ms/step | 15.2 samples/s +Step 21330/44000 | Loss: 2.9770 | LR: 2.69e-04 | 1317.3ms/step | 15.2 samples/s +Step 21340/44000 | Loss: 2.9795 | LR: 2.69e-04 | 1317.4ms/step | 15.2 samples/s +Step 21350/44000 | Loss: 2.9895 | LR: 2.69e-04 | 1319.1ms/step | 15.2 samples/s +Step 21360/44000 | Loss: 2.9784 | LR: 2.68e-04 | 1319.2ms/step | 15.2 samples/s +Step 21370/44000 | Loss: 3.0020 | LR: 2.68e-04 | 1320.0ms/step | 15.2 samples/s +Step 21380/44000 | Loss: 2.9946 | LR: 2.68e-04 | 1320.6ms/step | 15.1 samples/s +Step 21390/44000 | Loss: 2.9473 | LR: 2.68e-04 | 1323.7ms/step | 15.1 samples/s +Step 21400/44000 | Loss: 2.9824 | LR: 2.68e-04 | 1321.7ms/step | 15.1 samples/s +Step 21410/44000 | Loss: 2.9894 | LR: 2.68e-04 | 1318.2ms/step | 15.2 samples/s +Step 21420/44000 | Loss: 2.9989 | LR: 2.67e-04 | 1321.1ms/step | 15.1 samples/s +Step 21430/44000 | Loss: 2.9922 | LR: 2.67e-04 | 1320.3ms/step | 15.1 samples/s +Step 21440/44000 | Loss: 3.0188 | LR: 2.67e-04 | 1314.1ms/step | 15.2 samples/s +Step 21450/44000 | Loss: 2.9550 | LR: 2.67e-04 | 1313.6ms/step | 15.2 samples/s +Step 21460/44000 | Loss: 2.9846 | LR: 2.67e-04 | 1319.7ms/step | 15.2 samples/s +Step 21470/44000 | Loss: 2.9987 | LR: 2.66e-04 | 1317.6ms/step | 15.2 samples/s +Step 21480/44000 | Loss: 2.9888 | LR: 2.66e-04 | 1321.5ms/step | 15.1 samples/s +Step 21490/44000 | Loss: 2.9692 | LR: 2.66e-04 | 1322.2ms/step | 15.1 samples/s +Step 21500/44000 | Loss: 2.9638 | LR: 2.66e-04 | 1321.7ms/step | 15.1 samples/s +Validation at step 21500: Loss = 2.9758, Perplexity = 19.61 +Step 21510/44000 | Loss: 2.9576 | LR: 2.66e-04 | 3532.0ms/step | 5.7 samples/s +Step 21520/44000 | Loss: 2.9648 | LR: 2.66e-04 | 1320.1ms/step | 15.2 samples/s +Step 21530/44000 | Loss: 2.9478 | LR: 2.65e-04 | 1320.9ms/step | 15.1 samples/s +Step 21540/44000 | Loss: 2.9718 | LR: 2.65e-04 | 1320.0ms/step | 15.2 samples/s +Step 21550/44000 | Loss: 2.9905 | LR: 2.65e-04 | 1318.4ms/step | 15.2 samples/s +Step 21560/44000 | Loss: 3.0105 | LR: 2.65e-04 | 1316.8ms/step | 15.2 samples/s +Step 21570/44000 | Loss: 3.0110 | LR: 2.65e-04 | 1318.6ms/step | 15.2 samples/s +Step 21580/44000 | Loss: 3.0027 | LR: 2.64e-04 | 1321.1ms/step | 15.1 samples/s +Step 21590/44000 | Loss: 2.9662 | LR: 2.64e-04 | 1321.7ms/step | 15.1 samples/s +Step 21600/44000 | Loss: 2.9699 | LR: 2.64e-04 | 1320.3ms/step | 15.1 samples/s +Step 21610/44000 | Loss: 2.9894 | LR: 2.64e-04 | 1313.7ms/step | 15.2 samples/s +Step 21620/44000 | Loss: 2.9975 | LR: 2.64e-04 | 1311.2ms/step | 15.3 samples/s +Step 21630/44000 | Loss: 3.0070 | LR: 2.64e-04 | 1312.8ms/step | 15.2 samples/s +Step 21640/44000 | Loss: 2.9662 | LR: 2.63e-04 | 1315.1ms/step | 15.2 samples/s +Step 21650/44000 | Loss: 2.9892 | LR: 2.63e-04 | 1320.1ms/step | 15.2 samples/s +Step 21660/44000 | Loss: 2.9585 | LR: 2.63e-04 | 1317.5ms/step | 15.2 samples/s +Step 21670/44000 | Loss: 3.0003 | LR: 2.63e-04 | 1316.5ms/step | 15.2 samples/s +Step 21680/44000 | Loss: 2.9623 | LR: 2.63e-04 | 1319.4ms/step | 15.2 samples/s +Step 21690/44000 | Loss: 2.9521 | LR: 2.62e-04 | 1315.9ms/step | 15.2 samples/s +Step 21700/44000 | Loss: 2.9818 | LR: 2.62e-04 | 1316.5ms/step | 15.2 samples/s +Step 21710/44000 | Loss: 2.9499 | LR: 2.62e-04 | 1316.6ms/step | 15.2 samples/s +Step 21720/44000 | Loss: 2.9890 | LR: 2.62e-04 | 1316.3ms/step | 15.2 samples/s +Step 21730/44000 | Loss: 2.9825 | LR: 2.62e-04 | 1316.6ms/step | 15.2 samples/s +Step 21740/44000 | Loss: 2.9709 | LR: 2.62e-04 | 1320.5ms/step | 15.1 samples/s +Step 21750/44000 | Loss: 2.9780 | LR: 2.61e-04 | 1318.8ms/step | 15.2 samples/s +Validation at step 21750: Loss = 2.9735, Perplexity = 19.56 +Step 21760/44000 | Loss: 2.9693 | LR: 2.61e-04 | 3517.9ms/step | 5.7 samples/s +Step 21770/44000 | Loss: 2.9823 | LR: 2.61e-04 | 1311.9ms/step | 15.2 samples/s +Step 21780/44000 | Loss: 2.9663 | LR: 2.61e-04 | 1312.7ms/step | 15.2 samples/s +Step 21790/44000 | Loss: 2.9672 | LR: 2.61e-04 | 1315.2ms/step | 15.2 samples/s +Step 21800/44000 | Loss: 2.9869 | LR: 2.60e-04 | 1317.3ms/step | 15.2 samples/s +Step 21810/44000 | Loss: 2.9835 | LR: 2.60e-04 | 1318.8ms/step | 15.2 samples/s +Step 21820/44000 | Loss: 2.9973 | LR: 2.60e-04 | 1316.7ms/step | 15.2 samples/s +Step 21830/44000 | Loss: 2.9923 | LR: 2.60e-04 | 1316.7ms/step | 15.2 samples/s +Step 21840/44000 | Loss: 2.9870 | LR: 2.60e-04 | 1313.9ms/step | 15.2 samples/s +Step 21850/44000 | Loss: 2.9701 | LR: 2.60e-04 | 1314.6ms/step | 15.2 samples/s +Step 21860/44000 | Loss: 3.0008 | LR: 2.59e-04 | 1314.6ms/step | 15.2 samples/s +Step 21870/44000 | Loss: 2.9848 | LR: 2.59e-04 | 1313.5ms/step | 15.2 samples/s +Step 21880/44000 | Loss: 3.0157 | LR: 2.59e-04 | 1312.5ms/step | 15.2 samples/s +Step 21890/44000 | Loss: 3.0007 | LR: 2.59e-04 | 1313.0ms/step | 15.2 samples/s +Step 21900/44000 | Loss: 2.9717 | LR: 2.59e-04 | 1314.8ms/step | 15.2 samples/s +Step 21910/44000 | Loss: 2.9720 | LR: 2.58e-04 | 1316.5ms/step | 15.2 samples/s +Step 21920/44000 | Loss: 2.9517 | LR: 2.58e-04 | 1316.9ms/step | 15.2 samples/s +Step 21930/44000 | Loss: 2.9892 | LR: 2.58e-04 | 1313.5ms/step | 15.2 samples/s +Step 21940/44000 | Loss: 2.9955 | LR: 2.58e-04 | 1313.9ms/step | 15.2 samples/s +Step 21950/44000 | Loss: 3.0045 | LR: 2.58e-04 | 1315.0ms/step | 15.2 samples/s +Step 21960/44000 | Loss: 2.9787 | LR: 2.58e-04 | 1315.4ms/step | 15.2 samples/s +Step 21970/44000 | Loss: 3.0102 | LR: 2.57e-04 | 1314.9ms/step | 15.2 samples/s +Step 21980/44000 | Loss: 2.9472 | LR: 2.57e-04 | 1318.6ms/step | 15.2 samples/s +Step 21990/44000 | Loss: 2.9840 | LR: 2.57e-04 | 1316.9ms/step | 15.2 samples/s +Step 22000/44000 | Loss: 2.9692 | LR: 2.57e-04 | 1316.2ms/step | 15.2 samples/s +Validation at step 22000: Loss = 2.9711, Perplexity = 19.51 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-22000 +Step 22010/44000 | Loss: 2.9739 | LR: 2.57e-04 | 3826.6ms/step | 5.2 samples/s +Step 22020/44000 | Loss: 2.9838 | LR: 2.56e-04 | 1321.4ms/step | 15.1 samples/s +Step 22030/44000 | Loss: 3.0002 | LR: 2.56e-04 | 1320.6ms/step | 15.1 samples/s +Step 22040/44000 | Loss: 2.9927 | LR: 2.56e-04 | 1321.1ms/step | 15.1 samples/s +Step 22050/44000 | Loss: 2.9874 | LR: 2.56e-04 | 1315.5ms/step | 15.2 samples/s +Step 22060/44000 | Loss: 2.9938 | LR: 2.56e-04 | 1315.2ms/step | 15.2 samples/s +Step 22070/44000 | Loss: 2.9835 | LR: 2.56e-04 | 1316.9ms/step | 15.2 samples/s +Step 22080/44000 | Loss: 2.9829 | LR: 2.55e-04 | 1315.6ms/step | 15.2 samples/s +Step 22090/44000 | Loss: 2.9935 | LR: 2.55e-04 | 1314.8ms/step | 15.2 samples/s +Step 22100/44000 | Loss: 3.0045 | LR: 2.55e-04 | 1313.7ms/step | 15.2 samples/s +Step 22110/44000 | Loss: 2.9731 | LR: 2.55e-04 | 1315.3ms/step | 15.2 samples/s +Step 22120/44000 | Loss: 2.9642 | LR: 2.55e-04 | 1320.1ms/step | 15.1 samples/s +Step 22130/44000 | Loss: 3.0139 | LR: 2.54e-04 | 1316.0ms/step | 15.2 samples/s +Step 22140/44000 | Loss: 2.9678 | LR: 2.54e-04 | 1317.5ms/step | 15.2 samples/s +Step 22150/44000 | Loss: 2.9658 | LR: 2.54e-04 | 1314.4ms/step | 15.2 samples/s +Step 22160/44000 | Loss: 3.0003 | LR: 2.54e-04 | 1317.6ms/step | 15.2 samples/s +Step 22170/44000 | Loss: 2.9586 | LR: 2.54e-04 | 1319.3ms/step | 15.2 samples/s +Step 22180/44000 | Loss: 2.9983 | LR: 2.54e-04 | 1316.3ms/step | 15.2 samples/s +Step 22190/44000 | Loss: 2.9959 | LR: 2.53e-04 | 1314.4ms/step | 15.2 samples/s +Step 22200/44000 | Loss: 2.9725 | LR: 2.53e-04 | 1312.2ms/step | 15.2 samples/s +Step 22210/44000 | Loss: 2.9551 | LR: 2.53e-04 | 1311.0ms/step | 15.3 samples/s +Step 22220/44000 | Loss: 2.9778 | LR: 2.53e-04 | 1311.6ms/step | 15.2 samples/s +Step 22230/44000 | Loss: 2.9833 | LR: 2.53e-04 | 1312.3ms/step | 15.2 samples/s +Step 22240/44000 | Loss: 2.9820 | LR: 2.52e-04 | 1313.4ms/step | 15.2 samples/s +Step 22250/44000 | Loss: 2.9694 | LR: 2.52e-04 | 1311.8ms/step | 15.2 samples/s +Validation at step 22250: Loss = 2.9692, Perplexity = 19.48 +Step 22260/44000 | Loss: 2.9641 | LR: 2.52e-04 | 3517.1ms/step | 5.7 samples/s +Step 22270/44000 | Loss: 2.9828 | LR: 2.52e-04 | 1312.7ms/step | 15.2 samples/s +Step 22280/44000 | Loss: 2.9499 | LR: 2.52e-04 | 1312.5ms/step | 15.2 samples/s +Step 22290/44000 | Loss: 2.9962 | LR: 2.52e-04 | 1311.0ms/step | 15.3 samples/s +Step 22300/44000 | Loss: 2.9788 | LR: 2.51e-04 | 1314.8ms/step | 15.2 samples/s +Step 22310/44000 | Loss: 2.9889 | LR: 2.51e-04 | 1314.4ms/step | 15.2 samples/s +Step 22320/44000 | Loss: 2.9786 | LR: 2.51e-04 | 1315.8ms/step | 15.2 samples/s +Step 22330/44000 | Loss: 2.9743 | LR: 2.51e-04 | 1313.9ms/step | 15.2 samples/s +Step 22340/44000 | Loss: 2.9766 | LR: 2.51e-04 | 1313.0ms/step | 15.2 samples/s +Step 22350/44000 | Loss: 2.9976 | LR: 2.50e-04 | 1314.4ms/step | 15.2 samples/s +Step 22360/44000 | Loss: 2.9667 | LR: 2.50e-04 | 1314.1ms/step | 15.2 samples/s +Step 22370/44000 | Loss: 2.9646 | LR: 2.50e-04 | 1317.0ms/step | 15.2 samples/s +Step 22380/44000 | Loss: 2.9897 | LR: 2.50e-04 | 1316.1ms/step | 15.2 samples/s +Step 22390/44000 | Loss: 2.9945 | LR: 2.50e-04 | 1316.8ms/step | 15.2 samples/s +Step 22400/44000 | Loss: 2.9673 | LR: 2.50e-04 | 1315.7ms/step | 15.2 samples/s +Step 22410/44000 | Loss: 2.9940 | LR: 2.49e-04 | 1317.8ms/step | 15.2 samples/s +Step 22420/44000 | Loss: 2.9625 | LR: 2.49e-04 | 1317.4ms/step | 15.2 samples/s +Step 22430/44000 | Loss: 2.9967 | LR: 2.49e-04 | 1319.3ms/step | 15.2 samples/s +Step 22440/44000 | Loss: 3.0191 | LR: 2.49e-04 | 1322.6ms/step | 15.1 samples/s +Step 22450/44000 | Loss: 2.9899 | LR: 2.49e-04 | 1323.0ms/step | 15.1 samples/s +Step 22460/44000 | Loss: 2.9706 | LR: 2.48e-04 | 1316.5ms/step | 15.2 samples/s +Step 22470/44000 | Loss: 2.9702 | LR: 2.48e-04 | 1321.1ms/step | 15.1 samples/s +Step 22480/44000 | Loss: 2.9580 | LR: 2.48e-04 | 1311.9ms/step | 15.2 samples/s +Step 22490/44000 | Loss: 2.9874 | LR: 2.48e-04 | 1314.0ms/step | 15.2 samples/s +Step 22500/44000 | Loss: 2.9622 | LR: 2.48e-04 | 1319.6ms/step | 15.2 samples/s +Validation at step 22500: Loss = 2.9664, Perplexity = 19.42 +Step 22510/44000 | Loss: 2.9828 | LR: 2.48e-04 | 3526.3ms/step | 5.7 samples/s +Step 22520/44000 | Loss: 3.0101 | LR: 2.47e-04 | 1321.0ms/step | 15.1 samples/s +Step 22530/44000 | Loss: 2.9869 | LR: 2.47e-04 | 1321.9ms/step | 15.1 samples/s +Step 22540/44000 | Loss: 2.9672 | LR: 2.47e-04 | 1320.8ms/step | 15.1 samples/s +Step 22550/44000 | Loss: 3.0070 | LR: 2.47e-04 | 1321.1ms/step | 15.1 samples/s +Step 22560/44000 | Loss: 2.9750 | LR: 2.47e-04 | 1319.1ms/step | 15.2 samples/s +Step 22570/44000 | Loss: 2.9483 | LR: 2.46e-04 | 1320.1ms/step | 15.2 samples/s +Step 22580/44000 | Loss: 2.9867 | LR: 2.46e-04 | 1319.8ms/step | 15.2 samples/s +Step 22590/44000 | Loss: 2.9674 | LR: 2.46e-04 | 1318.7ms/step | 15.2 samples/s +Step 22600/44000 | Loss: 2.9846 | LR: 2.46e-04 | 1311.6ms/step | 15.2 samples/s +Step 22610/44000 | Loss: 2.9912 | LR: 2.46e-04 | 1311.9ms/step | 15.2 samples/s +Step 22620/44000 | Loss: 2.9958 | LR: 2.46e-04 | 1313.6ms/step | 15.2 samples/s +Step 22630/44000 | Loss: 2.9905 | LR: 2.45e-04 | 1313.8ms/step | 15.2 samples/s +Step 22640/44000 | Loss: 2.9708 | LR: 2.45e-04 | 1316.1ms/step | 15.2 samples/s +Step 22650/44000 | Loss: 2.9689 | LR: 2.45e-04 | 1318.7ms/step | 15.2 samples/s +Step 22660/44000 | Loss: 2.9845 | LR: 2.45e-04 | 1320.9ms/step | 15.1 samples/s +Step 22670/44000 | Loss: 2.9363 | LR: 2.45e-04 | 1322.6ms/step | 15.1 samples/s +Step 22680/44000 | Loss: 2.9693 | LR: 2.44e-04 | 1317.9ms/step | 15.2 samples/s +Step 22690/44000 | Loss: 2.9457 | LR: 2.44e-04 | 1315.3ms/step | 15.2 samples/s +Step 22700/44000 | Loss: 2.9699 | LR: 2.44e-04 | 1316.2ms/step | 15.2 samples/s +Step 22710/44000 | Loss: 2.9488 | LR: 2.44e-04 | 1315.0ms/step | 15.2 samples/s +Step 22720/44000 | Loss: 2.9685 | LR: 2.44e-04 | 1317.1ms/step | 15.2 samples/s +Step 22730/44000 | Loss: 2.9709 | LR: 2.44e-04 | 1318.0ms/step | 15.2 samples/s +Step 22740/44000 | Loss: 2.9746 | LR: 2.43e-04 | 1318.7ms/step | 15.2 samples/s +Step 22750/44000 | Loss: 2.9792 | LR: 2.43e-04 | 1321.0ms/step | 15.1 samples/s +Validation at step 22750: Loss = 2.9646, Perplexity = 19.39 +Step 22760/44000 | Loss: 2.9583 | LR: 2.43e-04 | 3527.0ms/step | 5.7 samples/s +Step 22770/44000 | Loss: 2.9680 | LR: 2.43e-04 | 1311.2ms/step | 15.3 samples/s +Step 22780/44000 | Loss: 2.9548 | LR: 2.43e-04 | 1313.0ms/step | 15.2 samples/s +Step 22790/44000 | Loss: 2.9820 | LR: 2.42e-04 | 1318.8ms/step | 15.2 samples/s +Step 22800/44000 | Loss: 2.9796 | LR: 2.42e-04 | 1319.9ms/step | 15.2 samples/s +Step 22810/44000 | Loss: 2.9669 | LR: 2.42e-04 | 1317.5ms/step | 15.2 samples/s +Step 22820/44000 | Loss: 2.9597 | LR: 2.42e-04 | 1312.2ms/step | 15.2 samples/s +Step 22830/44000 | Loss: 2.9797 | LR: 2.42e-04 | 1310.4ms/step | 15.3 samples/s +Step 22840/44000 | Loss: 2.9899 | LR: 2.42e-04 | 1312.5ms/step | 15.2 samples/s +Step 22850/44000 | Loss: 3.0017 | LR: 2.41e-04 | 1314.4ms/step | 15.2 samples/s +Step 22860/44000 | Loss: 2.9862 | LR: 2.41e-04 | 1314.1ms/step | 15.2 samples/s +Step 22870/44000 | Loss: 2.9727 | LR: 2.41e-04 | 1312.0ms/step | 15.2 samples/s +Step 22880/44000 | Loss: 2.9724 | LR: 2.41e-04 | 1314.0ms/step | 15.2 samples/s +Step 22890/44000 | Loss: 2.9743 | LR: 2.41e-04 | 1313.9ms/step | 15.2 samples/s +Step 22900/44000 | Loss: 2.9890 | LR: 2.40e-04 | 1313.6ms/step | 15.2 samples/s +Step 22910/44000 | Loss: 2.9923 | LR: 2.40e-04 | 1313.0ms/step | 15.2 samples/s +Step 22920/44000 | Loss: 2.9597 | LR: 2.40e-04 | 1315.5ms/step | 15.2 samples/s +Step 22930/44000 | Loss: 2.9600 | LR: 2.40e-04 | 1314.0ms/step | 15.2 samples/s +Step 22940/44000 | Loss: 2.9440 | LR: 2.40e-04 | 1314.3ms/step | 15.2 samples/s +Step 22950/44000 | Loss: 2.9963 | LR: 2.40e-04 | 1311.4ms/step | 15.3 samples/s +Step 22960/44000 | Loss: 2.9804 | LR: 2.39e-04 | 1310.4ms/step | 15.3 samples/s +Step 22970/44000 | Loss: 2.9793 | LR: 2.39e-04 | 1312.2ms/step | 15.2 samples/s +Step 22980/44000 | Loss: 2.9852 | LR: 2.39e-04 | 1313.1ms/step | 15.2 samples/s +Step 22990/44000 | Loss: 2.9876 | LR: 2.39e-04 | 1320.4ms/step | 15.1 samples/s +Step 23000/44000 | Loss: 2.9640 | LR: 2.39e-04 | 1317.1ms/step | 15.2 samples/s +Validation at step 23000: Loss = 2.9620, Perplexity = 19.34 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-23000 +Step 23010/44000 | Loss: 2.9829 | LR: 2.38e-04 | 3829.2ms/step | 5.2 samples/s +Step 23020/44000 | Loss: 2.9860 | LR: 2.38e-04 | 1316.9ms/step | 15.2 samples/s +Step 23030/44000 | Loss: 2.9712 | LR: 2.38e-04 | 1312.3ms/step | 15.2 samples/s +Step 23040/44000 | Loss: 3.0016 | LR: 2.38e-04 | 1313.5ms/step | 15.2 samples/s +Step 23050/44000 | Loss: 2.9556 | LR: 2.38e-04 | 1317.0ms/step | 15.2 samples/s +Step 23060/44000 | Loss: 2.9967 | LR: 2.38e-04 | 1315.9ms/step | 15.2 samples/s +Step 23070/44000 | Loss: 2.9688 | LR: 2.37e-04 | 1315.5ms/step | 15.2 samples/s +Step 23080/44000 | Loss: 2.9936 | LR: 2.37e-04 | 1317.3ms/step | 15.2 samples/s +Step 23090/44000 | Loss: 2.9702 | LR: 2.37e-04 | 1316.9ms/step | 15.2 samples/s +Step 23100/44000 | Loss: 2.9919 | LR: 2.37e-04 | 1318.4ms/step | 15.2 samples/s +Step 23110/44000 | Loss: 2.9736 | LR: 2.37e-04 | 1320.1ms/step | 15.2 samples/s +Step 23120/44000 | Loss: 3.0104 | LR: 2.36e-04 | 1319.9ms/step | 15.2 samples/s +Step 23130/44000 | Loss: 3.0186 | LR: 2.36e-04 | 1319.6ms/step | 15.2 samples/s +Step 23140/44000 | Loss: 2.9176 | LR: 2.36e-04 | 1319.6ms/step | 15.2 samples/s +Step 23150/44000 | Loss: 2.9506 | LR: 2.36e-04 | 1317.9ms/step | 15.2 samples/s +Step 23160/44000 | Loss: 2.9873 | LR: 2.36e-04 | 1317.6ms/step | 15.2 samples/s +Step 23170/44000 | Loss: 2.9756 | LR: 2.36e-04 | 1318.2ms/step | 15.2 samples/s +Step 23180/44000 | Loss: 2.9721 | LR: 2.35e-04 | 1318.9ms/step | 15.2 samples/s +Step 23190/44000 | Loss: 2.9686 | LR: 2.35e-04 | 1317.5ms/step | 15.2 samples/s +Step 23200/44000 | Loss: 2.9342 | LR: 2.35e-04 | 1319.9ms/step | 15.2 samples/s +Step 23210/44000 | Loss: 3.0072 | LR: 2.35e-04 | 1318.2ms/step | 15.2 samples/s +Step 23220/44000 | Loss: 2.9718 | LR: 2.35e-04 | 1317.7ms/step | 15.2 samples/s +Step 23230/44000 | Loss: 2.9783 | LR: 2.34e-04 | 1315.7ms/step | 15.2 samples/s +Step 23240/44000 | Loss: 2.9929 | LR: 2.34e-04 | 1320.5ms/step | 15.1 samples/s +Step 23250/44000 | Loss: 2.9460 | LR: 2.34e-04 | 1319.8ms/step | 15.2 samples/s +Validation at step 23250: Loss = 2.9598, Perplexity = 19.29 +Step 23260/44000 | Loss: 2.9660 | LR: 2.34e-04 | 3526.9ms/step | 5.7 samples/s +Step 23270/44000 | Loss: 2.9696 | LR: 2.34e-04 | 1319.4ms/step | 15.2 samples/s +Step 23280/44000 | Loss: 2.9674 | LR: 2.34e-04 | 1320.4ms/step | 15.1 samples/s +Step 23290/44000 | Loss: 2.9497 | LR: 2.33e-04 | 1320.0ms/step | 15.2 samples/s +Step 23300/44000 | Loss: 2.9826 | LR: 2.33e-04 | 1320.6ms/step | 15.1 samples/s +Step 23310/44000 | Loss: 2.9767 | LR: 2.33e-04 | 1317.5ms/step | 15.2 samples/s +Step 23320/44000 | Loss: 2.9843 | LR: 2.33e-04 | 1317.8ms/step | 15.2 samples/s +Step 23330/44000 | Loss: 2.9581 | LR: 2.33e-04 | 1317.7ms/step | 15.2 samples/s +Step 23340/44000 | Loss: 2.9559 | LR: 2.32e-04 | 1318.4ms/step | 15.2 samples/s +Step 23350/44000 | Loss: 2.9354 | LR: 2.32e-04 | 1316.8ms/step | 15.2 samples/s +Step 23360/44000 | Loss: 2.9712 | LR: 2.32e-04 | 1318.8ms/step | 15.2 samples/s +Step 23370/44000 | Loss: 2.9932 | LR: 2.32e-04 | 1319.4ms/step | 15.2 samples/s +Step 23380/44000 | Loss: 2.9779 | LR: 2.32e-04 | 1320.1ms/step | 15.2 samples/s +Step 23390/44000 | Loss: 3.0029 | LR: 2.32e-04 | 1319.0ms/step | 15.2 samples/s +Step 23400/44000 | Loss: 2.9687 | LR: 2.31e-04 | 1318.2ms/step | 15.2 samples/s +Step 23410/44000 | Loss: 2.9615 | LR: 2.31e-04 | 1319.1ms/step | 15.2 samples/s +Step 23420/44000 | Loss: 3.0096 | LR: 2.31e-04 | 1316.3ms/step | 15.2 samples/s +Step 23430/44000 | Loss: 2.9898 | LR: 2.31e-04 | 1316.1ms/step | 15.2 samples/s +Step 23440/44000 | Loss: 2.9382 | LR: 2.31e-04 | 1316.3ms/step | 15.2 samples/s +Step 23450/44000 | Loss: 2.9612 | LR: 2.30e-04 | 1316.5ms/step | 15.2 samples/s +Step 23460/44000 | Loss: 2.9693 | LR: 2.30e-04 | 1317.4ms/step | 15.2 samples/s +Step 23470/44000 | Loss: 2.9756 | LR: 2.30e-04 | 1314.7ms/step | 15.2 samples/s +Step 23480/44000 | Loss: 2.9662 | LR: 2.30e-04 | 1317.2ms/step | 15.2 samples/s +Step 23490/44000 | Loss: 2.9710 | LR: 2.30e-04 | 1318.9ms/step | 15.2 samples/s +Step 23500/44000 | Loss: 2.9779 | LR: 2.30e-04 | 1317.7ms/step | 15.2 samples/s +Validation at step 23500: Loss = 2.9573, Perplexity = 19.25 +Step 23510/44000 | Loss: 2.9809 | LR: 2.29e-04 | 3525.6ms/step | 5.7 samples/s +Step 23520/44000 | Loss: 2.9677 | LR: 2.29e-04 | 1320.7ms/step | 15.1 samples/s +Step 23530/44000 | Loss: 2.9376 | LR: 2.29e-04 | 1319.2ms/step | 15.2 samples/s +Step 23540/44000 | Loss: 2.9261 | LR: 2.29e-04 | 1318.6ms/step | 15.2 samples/s +Step 23550/44000 | Loss: 2.9590 | LR: 2.29e-04 | 1321.3ms/step | 15.1 samples/s +Step 23560/44000 | Loss: 2.9546 | LR: 2.29e-04 | 1320.0ms/step | 15.2 samples/s +Step 23570/44000 | Loss: 2.9598 | LR: 2.28e-04 | 1321.1ms/step | 15.1 samples/s +Step 23580/44000 | Loss: 2.9495 | LR: 2.28e-04 | 1322.1ms/step | 15.1 samples/s +Step 23590/44000 | Loss: 2.9892 | LR: 2.28e-04 | 1320.6ms/step | 15.1 samples/s +Step 23600/44000 | Loss: 2.9147 | LR: 2.28e-04 | 1319.7ms/step | 15.2 samples/s +Step 23610/44000 | Loss: 2.9626 | LR: 2.28e-04 | 1318.2ms/step | 15.2 samples/s +Step 23620/44000 | Loss: 2.9706 | LR: 2.27e-04 | 1317.2ms/step | 15.2 samples/s +Step 23630/44000 | Loss: 2.9299 | LR: 2.27e-04 | 1319.5ms/step | 15.2 samples/s +Step 23640/44000 | Loss: 2.9631 | LR: 2.27e-04 | 1320.0ms/step | 15.2 samples/s +Step 23650/44000 | Loss: 2.9894 | LR: 2.27e-04 | 1325.0ms/step | 15.1 samples/s +Step 23660/44000 | Loss: 2.9210 | LR: 2.27e-04 | 1320.2ms/step | 15.1 samples/s +Step 23670/44000 | Loss: 2.9526 | LR: 2.27e-04 | 1321.6ms/step | 15.1 samples/s +Step 23680/44000 | Loss: 2.9675 | LR: 2.26e-04 | 1320.1ms/step | 15.2 samples/s +Step 23690/44000 | Loss: 2.9592 | LR: 2.26e-04 | 1321.1ms/step | 15.1 samples/s +Step 23700/44000 | Loss: 2.9719 | LR: 2.26e-04 | 1323.2ms/step | 15.1 samples/s +Step 23710/44000 | Loss: 2.9583 | LR: 2.26e-04 | 1320.5ms/step | 15.1 samples/s +Step 23720/44000 | Loss: 2.9429 | LR: 2.26e-04 | 1320.1ms/step | 15.2 samples/s +Step 23730/44000 | Loss: 3.0037 | LR: 2.25e-04 | 1320.6ms/step | 15.1 samples/s +Step 23740/44000 | Loss: 2.9762 | LR: 2.25e-04 | 1321.1ms/step | 15.1 samples/s +Step 23750/44000 | Loss: 2.9968 | LR: 2.25e-04 | 1320.2ms/step | 15.1 samples/s +Validation at step 23750: Loss = 2.9553, Perplexity = 19.21 +Step 23760/44000 | Loss: 2.9590 | LR: 2.25e-04 | 3528.4ms/step | 5.7 samples/s +Step 23770/44000 | Loss: 2.9971 | LR: 2.25e-04 | 1319.7ms/step | 15.2 samples/s +Step 23780/44000 | Loss: 2.9791 | LR: 2.25e-04 | 1321.0ms/step | 15.1 samples/s +Step 23790/44000 | Loss: 2.9639 | LR: 2.24e-04 | 1319.6ms/step | 15.2 samples/s +Step 23800/44000 | Loss: 2.9637 | LR: 2.24e-04 | 1316.9ms/step | 15.2 samples/s +Step 23810/44000 | Loss: 2.9666 | LR: 2.24e-04 | 1320.1ms/step | 15.2 samples/s +Step 23820/44000 | Loss: 2.9752 | LR: 2.24e-04 | 1320.9ms/step | 15.1 samples/s +Step 23830/44000 | Loss: 2.9694 | LR: 2.24e-04 | 1321.0ms/step | 15.1 samples/s +Step 23840/44000 | Loss: 2.9752 | LR: 2.23e-04 | 1321.5ms/step | 15.1 samples/s +Step 23850/44000 | Loss: 2.9790 | LR: 2.23e-04 | 1320.8ms/step | 15.1 samples/s +Step 23860/44000 | Loss: 2.9603 | LR: 2.23e-04 | 1320.4ms/step | 15.1 samples/s +Step 23870/44000 | Loss: 2.9434 | LR: 2.23e-04 | 1322.3ms/step | 15.1 samples/s +Step 23880/44000 | Loss: 2.9869 | LR: 2.23e-04 | 1319.2ms/step | 15.2 samples/s +Step 23890/44000 | Loss: 2.9998 | LR: 2.23e-04 | 1318.8ms/step | 15.2 samples/s +Step 23900/44000 | Loss: 2.9619 | LR: 2.22e-04 | 1317.3ms/step | 15.2 samples/s +Step 23910/44000 | Loss: 2.9608 | LR: 2.22e-04 | 1318.6ms/step | 15.2 samples/s +Step 23920/44000 | Loss: 2.9866 | LR: 2.22e-04 | 1316.1ms/step | 15.2 samples/s +Step 23930/44000 | Loss: 2.9597 | LR: 2.22e-04 | 1315.3ms/step | 15.2 samples/s +Step 23940/44000 | Loss: 2.9502 | LR: 2.22e-04 | 1320.7ms/step | 15.1 samples/s +Step 23950/44000 | Loss: 2.9365 | LR: 2.21e-04 | 1321.0ms/step | 15.1 samples/s +Step 23960/44000 | Loss: 2.9608 | LR: 2.21e-04 | 1323.2ms/step | 15.1 samples/s +Step 23970/44000 | Loss: 2.9606 | LR: 2.21e-04 | 1322.5ms/step | 15.1 samples/s +Step 23980/44000 | Loss: 2.9560 | LR: 2.21e-04 | 1315.1ms/step | 15.2 samples/s +Step 23990/44000 | Loss: 2.9732 | LR: 2.21e-04 | 1314.3ms/step | 15.2 samples/s +Step 24000/44000 | Loss: 2.9826 | LR: 2.21e-04 | 1313.7ms/step | 15.2 samples/s +Validation at step 24000: Loss = 2.9536, Perplexity = 19.17 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-24000 +Step 24010/44000 | Loss: 2.9640 | LR: 2.20e-04 | 3829.8ms/step | 5.2 samples/s +Step 24020/44000 | Loss: 2.9425 | LR: 2.20e-04 | 1320.3ms/step | 15.1 samples/s +Step 24030/44000 | Loss: 2.9673 | LR: 2.20e-04 | 1315.3ms/step | 15.2 samples/s +Step 24040/44000 | Loss: 2.9396 | LR: 2.20e-04 | 1314.7ms/step | 15.2 samples/s +Step 24050/44000 | Loss: 2.9929 | LR: 2.20e-04 | 1316.9ms/step | 15.2 samples/s +Step 24060/44000 | Loss: 2.9310 | LR: 2.19e-04 | 1320.1ms/step | 15.2 samples/s +Step 24070/44000 | Loss: 2.9464 | LR: 2.19e-04 | 1317.5ms/step | 15.2 samples/s +Step 24080/44000 | Loss: 2.9612 | LR: 2.19e-04 | 1315.7ms/step | 15.2 samples/s +Step 24090/44000 | Loss: 2.9747 | LR: 2.19e-04 | 1317.5ms/step | 15.2 samples/s +Step 24100/44000 | Loss: 2.9450 | LR: 2.19e-04 | 1318.4ms/step | 15.2 samples/s +Step 24110/44000 | Loss: 2.9966 | LR: 2.19e-04 | 1308.6ms/step | 15.3 samples/s +Step 24120/44000 | Loss: 3.0036 | LR: 2.18e-04 | 1309.4ms/step | 15.3 samples/s +Step 24130/44000 | Loss: 2.9898 | LR: 2.18e-04 | 1319.6ms/step | 15.2 samples/s +Step 24140/44000 | Loss: 2.9627 | LR: 2.18e-04 | 1316.3ms/step | 15.2 samples/s +Step 24150/44000 | Loss: 2.9567 | LR: 2.18e-04 | 1315.1ms/step | 15.2 samples/s +Step 24160/44000 | Loss: 2.9734 | LR: 2.18e-04 | 1314.8ms/step | 15.2 samples/s +Step 24170/44000 | Loss: 2.9674 | LR: 2.17e-04 | 1316.1ms/step | 15.2 samples/s +Step 24180/44000 | Loss: 2.9471 | LR: 2.17e-04 | 1316.6ms/step | 15.2 samples/s +Step 24190/44000 | Loss: 2.9712 | LR: 2.17e-04 | 1312.6ms/step | 15.2 samples/s +Step 24200/44000 | Loss: 2.9695 | LR: 2.17e-04 | 1318.6ms/step | 15.2 samples/s +Step 24210/44000 | Loss: 2.9494 | LR: 2.17e-04 | 1319.6ms/step | 15.2 samples/s +Step 24220/44000 | Loss: 2.9516 | LR: 2.17e-04 | 1318.4ms/step | 15.2 samples/s +Step 24230/44000 | Loss: 2.9742 | LR: 2.16e-04 | 1317.4ms/step | 15.2 samples/s +Step 24240/44000 | Loss: 2.9501 | LR: 2.16e-04 | 1314.9ms/step | 15.2 samples/s +Step 24250/44000 | Loss: 2.9878 | LR: 2.16e-04 | 1316.3ms/step | 15.2 samples/s +Validation at step 24250: Loss = 2.9515, Perplexity = 19.13 +Step 24260/44000 | Loss: 2.9468 | LR: 2.16e-04 | 3521.0ms/step | 5.7 samples/s +Step 24270/44000 | Loss: 2.9534 | LR: 2.16e-04 | 1318.3ms/step | 15.2 samples/s +Step 24280/44000 | Loss: 2.9639 | LR: 2.16e-04 | 1318.7ms/step | 15.2 samples/s +Step 24290/44000 | Loss: 2.9376 | LR: 2.15e-04 | 1315.0ms/step | 15.2 samples/s +Step 24300/44000 | Loss: 2.9582 | LR: 2.15e-04 | 1312.0ms/step | 15.2 samples/s +Step 24310/44000 | Loss: 2.9493 | LR: 2.15e-04 | 1313.0ms/step | 15.2 samples/s +Step 24320/44000 | Loss: 2.9586 | LR: 2.15e-04 | 1317.1ms/step | 15.2 samples/s +Step 24330/44000 | Loss: 2.9533 | LR: 2.15e-04 | 1315.6ms/step | 15.2 samples/s +Step 24340/44000 | Loss: 2.9548 | LR: 2.14e-04 | 1316.2ms/step | 15.2 samples/s +Step 24350/44000 | Loss: 2.9587 | LR: 2.14e-04 | 1320.8ms/step | 15.1 samples/s +Step 24360/44000 | Loss: 2.9538 | LR: 2.14e-04 | 1319.4ms/step | 15.2 samples/s +Step 24370/44000 | Loss: 2.9730 | LR: 2.14e-04 | 1317.9ms/step | 15.2 samples/s +Step 24380/44000 | Loss: 2.9679 | LR: 2.14e-04 | 1317.6ms/step | 15.2 samples/s +Step 24390/44000 | Loss: 2.9582 | LR: 2.14e-04 | 1317.3ms/step | 15.2 samples/s +Step 24400/44000 | Loss: 2.9668 | LR: 2.13e-04 | 1317.6ms/step | 15.2 samples/s +Step 24410/44000 | Loss: 2.9757 | LR: 2.13e-04 | 1319.9ms/step | 15.2 samples/s +Step 24420/44000 | Loss: 2.9682 | LR: 2.13e-04 | 1318.1ms/step | 15.2 samples/s +Step 24430/44000 | Loss: 2.9572 | LR: 2.13e-04 | 1319.2ms/step | 15.2 samples/s +Step 24440/44000 | Loss: 2.9740 | LR: 2.13e-04 | 1318.6ms/step | 15.2 samples/s +Step 24450/44000 | Loss: 2.9754 | LR: 2.12e-04 | 1318.2ms/step | 15.2 samples/s +Step 24460/44000 | Loss: 2.9253 | LR: 2.12e-04 | 1318.2ms/step | 15.2 samples/s +Step 24470/44000 | Loss: 2.9782 | LR: 2.12e-04 | 1319.3ms/step | 15.2 samples/s +Step 24480/44000 | Loss: 2.9575 | LR: 2.12e-04 | 1321.0ms/step | 15.1 samples/s +Step 24490/44000 | Loss: 2.9539 | LR: 2.12e-04 | 1316.0ms/step | 15.2 samples/s +Step 24500/44000 | Loss: 2.9304 | LR: 2.12e-04 | 1315.7ms/step | 15.2 samples/s +Validation at step 24500: Loss = 2.9493, Perplexity = 19.09 +Step 24510/44000 | Loss: 2.9568 | LR: 2.11e-04 | 3525.3ms/step | 5.7 samples/s +Step 24520/44000 | Loss: 2.9553 | LR: 2.11e-04 | 1317.2ms/step | 15.2 samples/s +Step 24530/44000 | Loss: 2.9642 | LR: 2.11e-04 | 1320.5ms/step | 15.1 samples/s +Step 24540/44000 | Loss: 2.9490 | LR: 2.11e-04 | 1320.8ms/step | 15.1 samples/s +Step 24550/44000 | Loss: 2.9377 | LR: 2.11e-04 | 1318.3ms/step | 15.2 samples/s +Step 24560/44000 | Loss: 2.9699 | LR: 2.10e-04 | 1315.6ms/step | 15.2 samples/s +Step 24570/44000 | Loss: 2.9750 | LR: 2.10e-04 | 1315.4ms/step | 15.2 samples/s +Step 24580/44000 | Loss: 2.9607 | LR: 2.10e-04 | 1316.8ms/step | 15.2 samples/s +Step 24590/44000 | Loss: 2.9555 | LR: 2.10e-04 | 1320.3ms/step | 15.1 samples/s +Step 24600/44000 | Loss: 2.9497 | LR: 2.10e-04 | 1318.7ms/step | 15.2 samples/s +Step 24610/44000 | Loss: 2.9702 | LR: 2.10e-04 | 1313.9ms/step | 15.2 samples/s +Step 24620/44000 | Loss: 2.9585 | LR: 2.09e-04 | 1313.6ms/step | 15.2 samples/s +Step 24630/44000 | Loss: 2.9690 | LR: 2.09e-04 | 1311.1ms/step | 15.3 samples/s +Step 24640/44000 | Loss: 2.9486 | LR: 2.09e-04 | 1311.7ms/step | 15.2 samples/s +Step 24650/44000 | Loss: 2.9629 | LR: 2.09e-04 | 1313.1ms/step | 15.2 samples/s +Step 24660/44000 | Loss: 2.9790 | LR: 2.09e-04 | 1311.7ms/step | 15.2 samples/s +Step 24670/44000 | Loss: 2.9811 | LR: 2.09e-04 | 1315.1ms/step | 15.2 samples/s +Step 24680/44000 | Loss: 2.9547 | LR: 2.08e-04 | 1311.8ms/step | 15.2 samples/s +Step 24690/44000 | Loss: 2.9607 | LR: 2.08e-04 | 1309.5ms/step | 15.3 samples/s +Step 24700/44000 | Loss: 2.9353 | LR: 2.08e-04 | 1309.9ms/step | 15.3 samples/s +Step 24710/44000 | Loss: 2.9714 | LR: 2.08e-04 | 1310.9ms/step | 15.3 samples/s +Step 24720/44000 | Loss: 2.9344 | LR: 2.08e-04 | 1312.4ms/step | 15.2 samples/s +Step 24730/44000 | Loss: 2.9551 | LR: 2.07e-04 | 1319.2ms/step | 15.2 samples/s +Step 24740/44000 | Loss: 2.9425 | LR: 2.07e-04 | 1320.5ms/step | 15.1 samples/s +Step 24750/44000 | Loss: 2.9591 | LR: 2.07e-04 | 1321.8ms/step | 15.1 samples/s +Validation at step 24750: Loss = 2.9472, Perplexity = 19.05 +Step 24760/44000 | Loss: 2.9564 | LR: 2.07e-04 | 3525.9ms/step | 5.7 samples/s +Step 24770/44000 | Loss: 2.9432 | LR: 2.07e-04 | 1316.5ms/step | 15.2 samples/s +Step 24780/44000 | Loss: 2.9481 | LR: 2.07e-04 | 1318.2ms/step | 15.2 samples/s +Step 24790/44000 | Loss: 3.0226 | LR: 2.06e-04 | 1317.8ms/step | 15.2 samples/s +Step 24800/44000 | Loss: 2.9634 | LR: 2.06e-04 | 1318.4ms/step | 15.2 samples/s +Step 24810/44000 | Loss: 2.9624 | LR: 2.06e-04 | 1316.8ms/step | 15.2 samples/s +Step 24820/44000 | Loss: 2.9708 | LR: 2.06e-04 | 1314.1ms/step | 15.2 samples/s +Step 24830/44000 | Loss: 2.9608 | LR: 2.06e-04 | 1316.0ms/step | 15.2 samples/s +Step 24840/44000 | Loss: 2.9366 | LR: 2.05e-04 | 1313.5ms/step | 15.2 samples/s +Step 24850/44000 | Loss: 2.9573 | LR: 2.05e-04 | 1316.3ms/step | 15.2 samples/s +Step 24860/44000 | Loss: 2.9505 | LR: 2.05e-04 | 1314.0ms/step | 15.2 samples/s +Step 24870/44000 | Loss: 2.9597 | LR: 2.05e-04 | 1317.5ms/step | 15.2 samples/s +Step 24880/44000 | Loss: 2.9689 | LR: 2.05e-04 | 1318.1ms/step | 15.2 samples/s +Step 24890/44000 | Loss: 2.9389 | LR: 2.05e-04 | 1316.6ms/step | 15.2 samples/s +Step 24900/44000 | Loss: 2.9398 | LR: 2.04e-04 | 1315.8ms/step | 15.2 samples/s +Step 24910/44000 | Loss: 2.9821 | LR: 2.04e-04 | 1313.4ms/step | 15.2 samples/s +Step 24920/44000 | Loss: 3.0008 | LR: 2.04e-04 | 1313.1ms/step | 15.2 samples/s +Step 24930/44000 | Loss: 2.9725 | LR: 2.04e-04 | 1313.9ms/step | 15.2 samples/s +Step 24940/44000 | Loss: 2.9535 | LR: 2.04e-04 | 1316.4ms/step | 15.2 samples/s +Step 24950/44000 | Loss: 2.9493 | LR: 2.04e-04 | 1318.1ms/step | 15.2 samples/s +Step 24960/44000 | Loss: 2.9852 | LR: 2.03e-04 | 1312.7ms/step | 15.2 samples/s +Step 24970/44000 | Loss: 2.9717 | LR: 2.03e-04 | 1315.5ms/step | 15.2 samples/s +Step 24980/44000 | Loss: 2.9527 | LR: 2.03e-04 | 1316.2ms/step | 15.2 samples/s +Step 24990/44000 | Loss: 2.9488 | LR: 2.03e-04 | 1318.0ms/step | 15.2 samples/s +Step 25000/44000 | Loss: 2.9781 | LR: 2.03e-04 | 1319.9ms/step | 15.2 samples/s +Validation at step 25000: Loss = 2.9455, Perplexity = 19.02 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-25000 +Step 25010/44000 | Loss: 2.9692 | LR: 2.02e-04 | 3832.4ms/step | 5.2 samples/s +Step 25020/44000 | Loss: 2.9634 | LR: 2.02e-04 | 1318.1ms/step | 15.2 samples/s +Step 25030/44000 | Loss: 2.9734 | LR: 2.02e-04 | 1318.0ms/step | 15.2 samples/s +Step 25040/44000 | Loss: 2.9502 | LR: 2.02e-04 | 1318.4ms/step | 15.2 samples/s +Step 25050/44000 | Loss: 2.9548 | LR: 2.02e-04 | 1314.9ms/step | 15.2 samples/s +Step 25060/44000 | Loss: 2.9348 | LR: 2.02e-04 | 1313.4ms/step | 15.2 samples/s +Step 25070/44000 | Loss: 2.9405 | LR: 2.01e-04 | 1317.8ms/step | 15.2 samples/s +Step 25080/44000 | Loss: 2.9462 | LR: 2.01e-04 | 1317.8ms/step | 15.2 samples/s +Step 25090/44000 | Loss: 2.9912 | LR: 2.01e-04 | 1318.1ms/step | 15.2 samples/s +Step 25100/44000 | Loss: 2.9557 | LR: 2.01e-04 | 1317.5ms/step | 15.2 samples/s +Step 25110/44000 | Loss: 2.9508 | LR: 2.01e-04 | 1319.4ms/step | 15.2 samples/s +Step 25120/44000 | Loss: 2.9375 | LR: 2.00e-04 | 1318.5ms/step | 15.2 samples/s +Step 25130/44000 | Loss: 2.9565 | LR: 2.00e-04 | 1317.1ms/step | 15.2 samples/s +Step 25140/44000 | Loss: 2.9813 | LR: 2.00e-04 | 1318.3ms/step | 15.2 samples/s +Step 25150/44000 | Loss: 2.9839 | LR: 2.00e-04 | 1318.3ms/step | 15.2 samples/s +Step 25160/44000 | Loss: 2.9628 | LR: 2.00e-04 | 1319.5ms/step | 15.2 samples/s +Step 25170/44000 | Loss: 2.9480 | LR: 2.00e-04 | 1317.6ms/step | 15.2 samples/s +Step 25180/44000 | Loss: 2.9396 | LR: 1.99e-04 | 1317.2ms/step | 15.2 samples/s +Step 25190/44000 | Loss: 2.9824 | LR: 1.99e-04 | 1317.5ms/step | 15.2 samples/s +Step 25200/44000 | Loss: 2.9603 | LR: 1.99e-04 | 1318.4ms/step | 15.2 samples/s +Step 25210/44000 | Loss: 2.9507 | LR: 1.99e-04 | 1317.4ms/step | 15.2 samples/s +Step 25220/44000 | Loss: 2.9559 | LR: 1.99e-04 | 1316.0ms/step | 15.2 samples/s +Step 25230/44000 | Loss: 2.9586 | LR: 1.99e-04 | 1313.2ms/step | 15.2 samples/s +Step 25240/44000 | Loss: 2.9623 | LR: 1.98e-04 | 1314.7ms/step | 15.2 samples/s +Step 25250/44000 | Loss: 2.9788 | LR: 1.98e-04 | 1317.9ms/step | 15.2 samples/s +Validation at step 25250: Loss = 2.9434, Perplexity = 18.98 +Step 25260/44000 | Loss: 2.9448 | LR: 1.98e-04 | 3523.7ms/step | 5.7 samples/s +Step 25270/44000 | Loss: 2.9560 | LR: 1.98e-04 | 1314.8ms/step | 15.2 samples/s +Step 25280/44000 | Loss: 2.9466 | LR: 1.98e-04 | 1315.5ms/step | 15.2 samples/s +Step 25290/44000 | Loss: 2.9364 | LR: 1.97e-04 | 1320.0ms/step | 15.2 samples/s +Step 25300/44000 | Loss: 2.9715 | LR: 1.97e-04 | 1318.1ms/step | 15.2 samples/s +Step 25310/44000 | Loss: 2.9455 | LR: 1.97e-04 | 1317.9ms/step | 15.2 samples/s +Step 25320/44000 | Loss: 2.9359 | LR: 1.97e-04 | 1317.5ms/step | 15.2 samples/s +Step 25330/44000 | Loss: 2.9399 | LR: 1.97e-04 | 1318.2ms/step | 15.2 samples/s +Step 25340/44000 | Loss: 2.9230 | LR: 1.97e-04 | 1315.6ms/step | 15.2 samples/s +Step 25350/44000 | Loss: 2.9118 | LR: 1.96e-04 | 1318.3ms/step | 15.2 samples/s +Step 25360/44000 | Loss: 3.0083 | LR: 1.96e-04 | 1318.2ms/step | 15.2 samples/s +Step 25370/44000 | Loss: 2.9352 | LR: 1.96e-04 | 1318.4ms/step | 15.2 samples/s +Step 25380/44000 | Loss: 2.9507 | LR: 1.96e-04 | 1319.0ms/step | 15.2 samples/s +Step 25390/44000 | Loss: 2.9267 | LR: 1.96e-04 | 1321.6ms/step | 15.1 samples/s +Step 25400/44000 | Loss: 2.9936 | LR: 1.96e-04 | 1321.9ms/step | 15.1 samples/s +Step 25410/44000 | Loss: 2.9596 | LR: 1.95e-04 | 1320.1ms/step | 15.2 samples/s +Step 25420/44000 | Loss: 2.9377 | LR: 1.95e-04 | 1319.9ms/step | 15.2 samples/s +Step 25430/44000 | Loss: 2.9500 | LR: 1.95e-04 | 1317.5ms/step | 15.2 samples/s +Step 25440/44000 | Loss: 2.9339 | LR: 1.95e-04 | 1319.5ms/step | 15.2 samples/s +Step 25450/44000 | Loss: 2.9470 | LR: 1.95e-04 | 1320.0ms/step | 15.2 samples/s +Step 25460/44000 | Loss: 2.9353 | LR: 1.94e-04 | 1318.9ms/step | 15.2 samples/s +Step 25470/44000 | Loss: 2.9377 | LR: 1.94e-04 | 1320.4ms/step | 15.1 samples/s +Step 25480/44000 | Loss: 2.9329 | LR: 1.94e-04 | 1320.4ms/step | 15.1 samples/s +Step 25490/44000 | Loss: 2.9197 | LR: 1.94e-04 | 1315.1ms/step | 15.2 samples/s +Step 25500/44000 | Loss: 2.9547 | LR: 1.94e-04 | 1318.2ms/step | 15.2 samples/s +Validation at step 25500: Loss = 2.9421, Perplexity = 18.96 +Step 25510/44000 | Loss: 2.9447 | LR: 1.94e-04 | 3524.1ms/step | 5.7 samples/s +Step 25520/44000 | Loss: 2.9666 | LR: 1.93e-04 | 1316.6ms/step | 15.2 samples/s +Step 25530/44000 | Loss: 2.9487 | LR: 1.93e-04 | 1315.2ms/step | 15.2 samples/s +Step 25540/44000 | Loss: 2.9348 | LR: 1.93e-04 | 1316.7ms/step | 15.2 samples/s +Step 25550/44000 | Loss: 2.9497 | LR: 1.93e-04 | 1318.3ms/step | 15.2 samples/s +Step 25560/44000 | Loss: 2.9548 | LR: 1.93e-04 | 1318.1ms/step | 15.2 samples/s +Step 25570/44000 | Loss: 2.9616 | LR: 1.92e-04 | 1317.2ms/step | 15.2 samples/s +Step 25580/44000 | Loss: 2.9344 | LR: 1.92e-04 | 1315.6ms/step | 15.2 samples/s +Step 25590/44000 | Loss: 2.9208 | LR: 1.92e-04 | 1312.4ms/step | 15.2 samples/s +Step 25600/44000 | Loss: 2.9546 | LR: 1.92e-04 | 1312.6ms/step | 15.2 samples/s +Step 25610/44000 | Loss: 2.9517 | LR: 1.92e-04 | 1315.0ms/step | 15.2 samples/s +Step 25620/44000 | Loss: 2.9426 | LR: 1.92e-04 | 1316.0ms/step | 15.2 samples/s +Step 25630/44000 | Loss: 2.9478 | LR: 1.91e-04 | 1320.1ms/step | 15.2 samples/s +Step 25640/44000 | Loss: 2.9455 | LR: 1.91e-04 | 1317.1ms/step | 15.2 samples/s +Step 25650/44000 | Loss: 2.9664 | LR: 1.91e-04 | 1318.2ms/step | 15.2 samples/s +Step 25660/44000 | Loss: 2.9212 | LR: 1.91e-04 | 1318.6ms/step | 15.2 samples/s +Step 25670/44000 | Loss: 2.9346 | LR: 1.91e-04 | 1318.3ms/step | 15.2 samples/s +Step 25680/44000 | Loss: 2.9487 | LR: 1.91e-04 | 1317.5ms/step | 15.2 samples/s +Step 25690/44000 | Loss: 2.9525 | LR: 1.90e-04 | 1315.7ms/step | 15.2 samples/s +Step 25700/44000 | Loss: 2.9190 | LR: 1.90e-04 | 1316.5ms/step | 15.2 samples/s +Step 25710/44000 | Loss: 2.9784 | LR: 1.90e-04 | 1319.5ms/step | 15.2 samples/s +Step 25720/44000 | Loss: 2.9335 | LR: 1.90e-04 | 1320.8ms/step | 15.1 samples/s +Step 25730/44000 | Loss: 2.9519 | LR: 1.90e-04 | 1322.0ms/step | 15.1 samples/s +Step 25740/44000 | Loss: 2.9467 | LR: 1.89e-04 | 1319.6ms/step | 15.2 samples/s +Step 25750/44000 | Loss: 2.9391 | LR: 1.89e-04 | 1319.2ms/step | 15.2 samples/s +Validation at step 25750: Loss = 2.9402, Perplexity = 18.92 +Step 25760/44000 | Loss: 2.9511 | LR: 1.89e-04 | 3529.7ms/step | 5.7 samples/s +Step 25770/44000 | Loss: 2.9513 | LR: 1.89e-04 | 1318.1ms/step | 15.2 samples/s +Step 25780/44000 | Loss: 2.9510 | LR: 1.89e-04 | 1319.5ms/step | 15.2 samples/s +Step 25790/44000 | Loss: 2.9501 | LR: 1.89e-04 | 1320.5ms/step | 15.1 samples/s +Step 25800/44000 | Loss: 2.9461 | LR: 1.88e-04 | 1320.0ms/step | 15.2 samples/s +Step 25810/44000 | Loss: 2.9729 | LR: 1.88e-04 | 1320.5ms/step | 15.1 samples/s +Step 25820/44000 | Loss: 2.9417 | LR: 1.88e-04 | 1319.2ms/step | 15.2 samples/s +Step 25830/44000 | Loss: 2.9303 | LR: 1.88e-04 | 1320.4ms/step | 15.1 samples/s +Step 25840/44000 | Loss: 2.9870 | LR: 1.88e-04 | 1320.1ms/step | 15.2 samples/s +Step 25850/44000 | Loss: 2.9593 | LR: 1.88e-04 | 1324.9ms/step | 15.1 samples/s +Step 25860/44000 | Loss: 2.9396 | LR: 1.87e-04 | 1320.6ms/step | 15.1 samples/s +Step 25870/44000 | Loss: 2.9315 | LR: 1.87e-04 | 1319.4ms/step | 15.2 samples/s +Step 25880/44000 | Loss: 2.9680 | LR: 1.87e-04 | 1322.0ms/step | 15.1 samples/s +Step 25890/44000 | Loss: 2.9425 | LR: 1.87e-04 | 1323.8ms/step | 15.1 samples/s +Step 25900/44000 | Loss: 2.9827 | LR: 1.87e-04 | 1320.5ms/step | 15.1 samples/s +Step 25910/44000 | Loss: 2.9527 | LR: 1.87e-04 | 1319.4ms/step | 15.2 samples/s +Step 25920/44000 | Loss: 2.9670 | LR: 1.86e-04 | 1322.9ms/step | 15.1 samples/s +Step 25930/44000 | Loss: 2.9155 | LR: 1.86e-04 | 1319.4ms/step | 15.2 samples/s +Step 25940/44000 | Loss: 2.9284 | LR: 1.86e-04 | 1321.7ms/step | 15.1 samples/s +Step 25950/44000 | Loss: 2.9648 | LR: 1.86e-04 | 1319.6ms/step | 15.2 samples/s +Step 25960/44000 | Loss: 2.9620 | LR: 1.86e-04 | 1320.0ms/step | 15.2 samples/s +Step 25970/44000 | Loss: 2.9384 | LR: 1.85e-04 | 1318.2ms/step | 15.2 samples/s +Step 25980/44000 | Loss: 2.9191 | LR: 1.85e-04 | 1314.1ms/step | 15.2 samples/s +Step 25990/44000 | Loss: 2.9379 | LR: 1.85e-04 | 1314.2ms/step | 15.2 samples/s +Step 26000/44000 | Loss: 2.9577 | LR: 1.85e-04 | 1314.6ms/step | 15.2 samples/s +Validation at step 26000: Loss = 2.9382, Perplexity = 18.88 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-26000 +Step 26010/44000 | Loss: 2.9503 | LR: 1.85e-04 | 3813.4ms/step | 5.2 samples/s +Step 26020/44000 | Loss: 2.9579 | LR: 1.85e-04 | 1312.0ms/step | 15.2 samples/s +Step 26030/44000 | Loss: 2.9857 | LR: 1.84e-04 | 1312.2ms/step | 15.2 samples/s +Step 26040/44000 | Loss: 2.9526 | LR: 1.84e-04 | 1314.7ms/step | 15.2 samples/s +Step 26050/44000 | Loss: 2.9463 | LR: 1.84e-04 | 1321.0ms/step | 15.1 samples/s +Step 26060/44000 | Loss: 2.9814 | LR: 1.84e-04 | 1319.3ms/step | 15.2 samples/s +Step 26070/44000 | Loss: 2.9390 | LR: 1.84e-04 | 1315.9ms/step | 15.2 samples/s +Step 26080/44000 | Loss: 2.9275 | LR: 1.84e-04 | 1316.6ms/step | 15.2 samples/s +Step 26090/44000 | Loss: 2.9216 | LR: 1.83e-04 | 1316.9ms/step | 15.2 samples/s +Step 26100/44000 | Loss: 2.9417 | LR: 1.83e-04 | 1318.6ms/step | 15.2 samples/s +Step 26110/44000 | Loss: 2.9077 | LR: 1.83e-04 | 1316.8ms/step | 15.2 samples/s +Step 26120/44000 | Loss: 2.9353 | LR: 1.83e-04 | 1316.4ms/step | 15.2 samples/s +Step 26130/44000 | Loss: 2.9248 | LR: 1.83e-04 | 1315.7ms/step | 15.2 samples/s +Step 26140/44000 | Loss: 2.9473 | LR: 1.82e-04 | 1313.0ms/step | 15.2 samples/s +Step 26150/44000 | Loss: 2.9313 | LR: 1.82e-04 | 1317.0ms/step | 15.2 samples/s +Step 26160/44000 | Loss: 2.9430 | LR: 1.82e-04 | 1318.8ms/step | 15.2 samples/s +Step 26170/44000 | Loss: 2.9478 | LR: 1.82e-04 | 1319.1ms/step | 15.2 samples/s +Step 26180/44000 | Loss: 2.9479 | LR: 1.82e-04 | 1317.9ms/step | 15.2 samples/s +Step 26190/44000 | Loss: 2.9751 | LR: 1.82e-04 | 1321.3ms/step | 15.1 samples/s +Step 26200/44000 | Loss: 2.9322 | LR: 1.81e-04 | 1319.6ms/step | 15.2 samples/s +Step 26210/44000 | Loss: 2.9856 | LR: 1.81e-04 | 1321.1ms/step | 15.1 samples/s +Step 26220/44000 | Loss: 2.9732 | LR: 1.81e-04 | 1319.8ms/step | 15.2 samples/s +Step 26230/44000 | Loss: 2.9756 | LR: 1.81e-04 | 1317.1ms/step | 15.2 samples/s +Step 26240/44000 | Loss: 2.9218 | LR: 1.81e-04 | 1318.8ms/step | 15.2 samples/s +Step 26250/44000 | Loss: 2.9728 | LR: 1.81e-04 | 1318.6ms/step | 15.2 samples/s +Validation at step 26250: Loss = 2.9372, Perplexity = 18.86 +Step 26260/44000 | Loss: 2.9298 | LR: 1.80e-04 | 3529.0ms/step | 5.7 samples/s +Step 26270/44000 | Loss: 2.9598 | LR: 1.80e-04 | 1318.7ms/step | 15.2 samples/s +Step 26280/44000 | Loss: 2.9475 | LR: 1.80e-04 | 1316.9ms/step | 15.2 samples/s +Step 26290/44000 | Loss: 2.9396 | LR: 1.80e-04 | 1315.6ms/step | 15.2 samples/s +Step 26300/44000 | Loss: 2.9496 | LR: 1.80e-04 | 1316.7ms/step | 15.2 samples/s +Step 26310/44000 | Loss: 2.9706 | LR: 1.80e-04 | 1317.2ms/step | 15.2 samples/s +Step 26320/44000 | Loss: 2.9610 | LR: 1.79e-04 | 1318.6ms/step | 15.2 samples/s +Step 26330/44000 | Loss: 2.9231 | LR: 1.79e-04 | 1318.1ms/step | 15.2 samples/s +Step 26340/44000 | Loss: 2.9691 | LR: 1.79e-04 | 1317.1ms/step | 15.2 samples/s +Step 26350/44000 | Loss: 2.9199 | LR: 1.79e-04 | 1317.4ms/step | 15.2 samples/s +Step 26360/44000 | Loss: 2.9408 | LR: 1.79e-04 | 1317.8ms/step | 15.2 samples/s +Step 26370/44000 | Loss: 2.9778 | LR: 1.78e-04 | 1316.1ms/step | 15.2 samples/s +Step 26380/44000 | Loss: 2.9725 | LR: 1.78e-04 | 1319.2ms/step | 15.2 samples/s +Step 26390/44000 | Loss: 2.9534 | LR: 1.78e-04 | 1319.5ms/step | 15.2 samples/s +Step 26400/44000 | Loss: 2.9380 | LR: 1.78e-04 | 1317.4ms/step | 15.2 samples/s +Step 26410/44000 | Loss: 2.9434 | LR: 1.78e-04 | 1316.0ms/step | 15.2 samples/s +Step 26420/44000 | Loss: 2.9709 | LR: 1.78e-04 | 1313.7ms/step | 15.2 samples/s +Step 26430/44000 | Loss: 2.9336 | LR: 1.77e-04 | 1317.4ms/step | 15.2 samples/s +Step 26440/44000 | Loss: 2.9624 | LR: 1.77e-04 | 1317.7ms/step | 15.2 samples/s +Step 26450/44000 | Loss: 2.9363 | LR: 1.77e-04 | 1316.8ms/step | 15.2 samples/s +Step 26460/44000 | Loss: 2.9333 | LR: 1.77e-04 | 1317.8ms/step | 15.2 samples/s +Step 26470/44000 | Loss: 2.9679 | LR: 1.77e-04 | 1317.5ms/step | 15.2 samples/s +Step 26480/44000 | Loss: 2.9418 | LR: 1.77e-04 | 1318.1ms/step | 15.2 samples/s +Step 26490/44000 | Loss: 2.9366 | LR: 1.76e-04 | 1320.6ms/step | 15.1 samples/s +Step 26500/44000 | Loss: 2.9443 | LR: 1.76e-04 | 1319.2ms/step | 15.2 samples/s +Validation at step 26500: Loss = 2.9357, Perplexity = 18.83 +Step 26510/44000 | Loss: 2.9547 | LR: 1.76e-04 | 3525.2ms/step | 5.7 samples/s +Step 26520/44000 | Loss: 2.9177 | LR: 1.76e-04 | 1321.1ms/step | 15.1 samples/s +Step 26530/44000 | Loss: 2.9431 | LR: 1.76e-04 | 1320.4ms/step | 15.1 samples/s +Step 26540/44000 | Loss: 2.9267 | LR: 1.76e-04 | 1318.7ms/step | 15.2 samples/s +Step 26550/44000 | Loss: 2.9202 | LR: 1.75e-04 | 1318.5ms/step | 15.2 samples/s +Step 26560/44000 | Loss: 2.9499 | LR: 1.75e-04 | 1319.2ms/step | 15.2 samples/s +Step 26570/44000 | Loss: 2.9161 | LR: 1.75e-04 | 1323.4ms/step | 15.1 samples/s +Step 26580/44000 | Loss: 2.9314 | LR: 1.75e-04 | 1321.3ms/step | 15.1 samples/s +Step 26590/44000 | Loss: 2.9637 | LR: 1.75e-04 | 1316.9ms/step | 15.2 samples/s +Step 26600/44000 | Loss: 2.9286 | LR: 1.74e-04 | 1315.9ms/step | 15.2 samples/s +Step 26610/44000 | Loss: 2.9512 | LR: 1.74e-04 | 1318.7ms/step | 15.2 samples/s +Step 26620/44000 | Loss: 2.9427 | LR: 1.74e-04 | 1319.6ms/step | 15.2 samples/s +Step 26630/44000 | Loss: 2.9337 | LR: 1.74e-04 | 1318.9ms/step | 15.2 samples/s +Step 26640/44000 | Loss: 2.9382 | LR: 1.74e-04 | 1319.7ms/step | 15.2 samples/s +Step 26650/44000 | Loss: 2.9381 | LR: 1.74e-04 | 1319.6ms/step | 15.2 samples/s +Step 26660/44000 | Loss: 2.9267 | LR: 1.73e-04 | 1318.2ms/step | 15.2 samples/s +Step 26670/44000 | Loss: 2.9692 | LR: 1.73e-04 | 1317.9ms/step | 15.2 samples/s +Step 26680/44000 | Loss: 2.9256 | LR: 1.73e-04 | 1317.2ms/step | 15.2 samples/s +Step 26690/44000 | Loss: 2.9585 | LR: 1.73e-04 | 1316.9ms/step | 15.2 samples/s +Step 26700/44000 | Loss: 2.9343 | LR: 1.73e-04 | 1319.3ms/step | 15.2 samples/s +Step 26710/44000 | Loss: 2.9334 | LR: 1.73e-04 | 1319.1ms/step | 15.2 samples/s +Step 26720/44000 | Loss: 2.9159 | LR: 1.72e-04 | 1315.9ms/step | 15.2 samples/s +Step 26730/44000 | Loss: 2.9434 | LR: 1.72e-04 | 1316.6ms/step | 15.2 samples/s +Step 26740/44000 | Loss: 2.9504 | LR: 1.72e-04 | 1315.9ms/step | 15.2 samples/s +Step 26750/44000 | Loss: 2.9357 | LR: 1.72e-04 | 1316.8ms/step | 15.2 samples/s +Validation at step 26750: Loss = 2.9344, Perplexity = 18.81 +Step 26760/44000 | Loss: 2.9193 | LR: 1.72e-04 | 3531.1ms/step | 5.7 samples/s +Step 26770/44000 | Loss: 2.9532 | LR: 1.72e-04 | 1319.7ms/step | 15.2 samples/s +Step 26780/44000 | Loss: 2.9522 | LR: 1.71e-04 | 1318.9ms/step | 15.2 samples/s +Step 26790/44000 | Loss: 2.9306 | LR: 1.71e-04 | 1318.6ms/step | 15.2 samples/s +Step 26800/44000 | Loss: 2.9863 | LR: 1.71e-04 | 1318.7ms/step | 15.2 samples/s +Step 26810/44000 | Loss: 2.9530 | LR: 1.71e-04 | 1318.3ms/step | 15.2 samples/s +Step 26820/44000 | Loss: 2.9134 | LR: 1.71e-04 | 1319.0ms/step | 15.2 samples/s +Step 26830/44000 | Loss: 2.9374 | LR: 1.71e-04 | 1318.2ms/step | 15.2 samples/s +Step 26840/44000 | Loss: 2.9379 | LR: 1.70e-04 | 1322.2ms/step | 15.1 samples/s +Step 26850/44000 | Loss: 2.9462 | LR: 1.70e-04 | 1321.1ms/step | 15.1 samples/s +Step 26860/44000 | Loss: 2.9615 | LR: 1.70e-04 | 1319.7ms/step | 15.2 samples/s +Step 26870/44000 | Loss: 2.9353 | LR: 1.70e-04 | 1321.3ms/step | 15.1 samples/s +Step 26880/44000 | Loss: 2.9571 | LR: 1.70e-04 | 1321.7ms/step | 15.1 samples/s +Step 26890/44000 | Loss: 2.9757 | LR: 1.69e-04 | 1322.0ms/step | 15.1 samples/s +Step 26900/44000 | Loss: 2.9178 | LR: 1.69e-04 | 1323.2ms/step | 15.1 samples/s +Step 26910/44000 | Loss: 2.9275 | LR: 1.69e-04 | 1322.0ms/step | 15.1 samples/s +Step 26920/44000 | Loss: 2.9354 | LR: 1.69e-04 | 1321.0ms/step | 15.1 samples/s +Step 26930/44000 | Loss: 2.9649 | LR: 1.69e-04 | 1319.9ms/step | 15.2 samples/s +Step 26940/44000 | Loss: 2.9496 | LR: 1.69e-04 | 1320.2ms/step | 15.1 samples/s +Step 26950/44000 | Loss: 2.9653 | LR: 1.68e-04 | 1321.8ms/step | 15.1 samples/s +Step 26960/44000 | Loss: 2.9194 | LR: 1.68e-04 | 1318.0ms/step | 15.2 samples/s +Step 26970/44000 | Loss: 2.9376 | LR: 1.68e-04 | 1318.7ms/step | 15.2 samples/s +Step 26980/44000 | Loss: 2.9428 | LR: 1.68e-04 | 1317.4ms/step | 15.2 samples/s +Step 26990/44000 | Loss: 2.9399 | LR: 1.68e-04 | 1317.5ms/step | 15.2 samples/s +Step 27000/44000 | Loss: 2.9446 | LR: 1.68e-04 | 1315.1ms/step | 15.2 samples/s +Validation at step 27000: Loss = 2.9330, Perplexity = 18.78 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-27000 +Step 27010/44000 | Loss: 2.9141 | LR: 1.67e-04 | 3813.2ms/step | 5.2 samples/s +Step 27020/44000 | Loss: 2.9362 | LR: 1.67e-04 | 1318.3ms/step | 15.2 samples/s +Step 27030/44000 | Loss: 2.9367 | LR: 1.67e-04 | 1314.0ms/step | 15.2 samples/s +Step 27040/44000 | Loss: 2.9506 | LR: 1.67e-04 | 1315.9ms/step | 15.2 samples/s +Step 27050/44000 | Loss: 2.9615 | LR: 1.67e-04 | 1316.6ms/step | 15.2 samples/s +Step 27060/44000 | Loss: 2.9573 | LR: 1.67e-04 | 1321.6ms/step | 15.1 samples/s +Step 27070/44000 | Loss: 2.9695 | LR: 1.66e-04 | 1317.6ms/step | 15.2 samples/s +Step 27080/44000 | Loss: 2.9399 | LR: 1.66e-04 | 1316.3ms/step | 15.2 samples/s +Step 27090/44000 | Loss: 2.9531 | LR: 1.66e-04 | 1317.2ms/step | 15.2 samples/s +Step 27100/44000 | Loss: 2.9459 | LR: 1.66e-04 | 1318.1ms/step | 15.2 samples/s +Step 27110/44000 | Loss: 2.9428 | LR: 1.66e-04 | 1315.9ms/step | 15.2 samples/s +Step 27120/44000 | Loss: 2.9468 | LR: 1.66e-04 | 1316.6ms/step | 15.2 samples/s +Step 27130/44000 | Loss: 2.9727 | LR: 1.65e-04 | 1318.0ms/step | 15.2 samples/s +Step 27140/44000 | Loss: 2.9490 | LR: 1.65e-04 | 1317.5ms/step | 15.2 samples/s +Step 27150/44000 | Loss: 2.9347 | LR: 1.65e-04 | 1316.7ms/step | 15.2 samples/s +Step 27160/44000 | Loss: 2.9389 | LR: 1.65e-04 | 1316.8ms/step | 15.2 samples/s +Step 27170/44000 | Loss: 2.9423 | LR: 1.65e-04 | 1315.6ms/step | 15.2 samples/s +Step 27180/44000 | Loss: 2.9434 | LR: 1.65e-04 | 1316.9ms/step | 15.2 samples/s +Step 27190/44000 | Loss: 2.9474 | LR: 1.64e-04 | 1316.5ms/step | 15.2 samples/s +Step 27200/44000 | Loss: 2.9639 | LR: 1.64e-04 | 1316.1ms/step | 15.2 samples/s +Step 27210/44000 | Loss: 2.9157 | LR: 1.64e-04 | 1317.3ms/step | 15.2 samples/s +Step 27220/44000 | Loss: 2.9435 | LR: 1.64e-04 | 1319.9ms/step | 15.2 samples/s +Step 27230/44000 | Loss: 2.9300 | LR: 1.64e-04 | 1320.5ms/step | 15.1 samples/s +Step 27240/44000 | Loss: 2.9633 | LR: 1.63e-04 | 1314.0ms/step | 15.2 samples/s +Step 27250/44000 | Loss: 2.9531 | LR: 1.63e-04 | 1315.5ms/step | 15.2 samples/s +Validation at step 27250: Loss = 2.9318, Perplexity = 18.76 +Step 27260/44000 | Loss: 2.9447 | LR: 1.63e-04 | 3528.0ms/step | 5.7 samples/s +Step 27270/44000 | Loss: 2.9542 | LR: 1.63e-04 | 1321.7ms/step | 15.1 samples/s +Step 27280/44000 | Loss: 2.9165 | LR: 1.63e-04 | 1316.0ms/step | 15.2 samples/s +Step 27290/44000 | Loss: 2.9455 | LR: 1.63e-04 | 1317.8ms/step | 15.2 samples/s +Step 27300/44000 | Loss: 2.9269 | LR: 1.62e-04 | 1320.1ms/step | 15.2 samples/s +Step 27310/44000 | Loss: 2.9379 | LR: 1.62e-04 | 1319.5ms/step | 15.2 samples/s +Step 27320/44000 | Loss: 2.9147 | LR: 1.62e-04 | 1321.2ms/step | 15.1 samples/s +Step 27330/44000 | Loss: 2.9424 | LR: 1.62e-04 | 1321.3ms/step | 15.1 samples/s +Step 27340/44000 | Loss: 2.9485 | LR: 1.62e-04 | 1319.9ms/step | 15.2 samples/s +Step 27350/44000 | Loss: 2.9163 | LR: 1.62e-04 | 1319.1ms/step | 15.2 samples/s +Step 27360/44000 | Loss: 2.9409 | LR: 1.61e-04 | 1318.2ms/step | 15.2 samples/s +Step 27370/44000 | Loss: 2.9483 | LR: 1.61e-04 | 1321.6ms/step | 15.1 samples/s +Step 27380/44000 | Loss: 2.9151 | LR: 1.61e-04 | 1320.1ms/step | 15.2 samples/s +Step 27390/44000 | Loss: 2.9417 | LR: 1.61e-04 | 1319.7ms/step | 15.2 samples/s +Step 27400/44000 | Loss: 2.9598 | LR: 1.61e-04 | 1317.7ms/step | 15.2 samples/s +Step 27410/44000 | Loss: 2.9618 | LR: 1.61e-04 | 1320.4ms/step | 15.1 samples/s +Step 27420/44000 | Loss: 2.9437 | LR: 1.60e-04 | 1321.1ms/step | 15.1 samples/s +Step 27430/44000 | Loss: 2.9567 | LR: 1.60e-04 | 1320.2ms/step | 15.1 samples/s +Step 27440/44000 | Loss: 2.9331 | LR: 1.60e-04 | 1318.5ms/step | 15.2 samples/s +Step 27450/44000 | Loss: 2.9615 | LR: 1.60e-04 | 1322.3ms/step | 15.1 samples/s +Step 27460/44000 | Loss: 2.9567 | LR: 1.60e-04 | 1320.5ms/step | 15.1 samples/s +Step 27470/44000 | Loss: 2.9391 | LR: 1.60e-04 | 1321.6ms/step | 15.1 samples/s +Step 27480/44000 | Loss: 2.9218 | LR: 1.59e-04 | 1317.2ms/step | 15.2 samples/s +Step 27490/44000 | Loss: 2.9528 | LR: 1.59e-04 | 1315.2ms/step | 15.2 samples/s +Step 27500/44000 | Loss: 2.9529 | LR: 1.59e-04 | 1315.5ms/step | 15.2 samples/s +Validation at step 27500: Loss = 2.9302, Perplexity = 18.73 +Step 27510/44000 | Loss: 2.9440 | LR: 1.59e-04 | 3528.1ms/step | 5.7 samples/s +Step 27520/44000 | Loss: 2.9557 | LR: 1.59e-04 | 1319.6ms/step | 15.2 samples/s +Step 27530/44000 | Loss: 2.9217 | LR: 1.59e-04 | 1319.5ms/step | 15.2 samples/s +Step 27540/44000 | Loss: 2.9349 | LR: 1.58e-04 | 1319.9ms/step | 15.2 samples/s +Step 27550/44000 | Loss: 2.9681 | LR: 1.58e-04 | 1324.1ms/step | 15.1 samples/s +Step 27560/44000 | Loss: 2.9214 | LR: 1.58e-04 | 1318.4ms/step | 15.2 samples/s +Step 27570/44000 | Loss: 2.9258 | LR: 1.58e-04 | 1319.2ms/step | 15.2 samples/s +Step 27580/44000 | Loss: 2.9484 | LR: 1.58e-04 | 1318.8ms/step | 15.2 samples/s +Step 27590/44000 | Loss: 2.9503 | LR: 1.58e-04 | 1319.7ms/step | 15.2 samples/s +Step 27600/44000 | Loss: 2.9588 | LR: 1.57e-04 | 1320.1ms/step | 15.2 samples/s +Step 27610/44000 | Loss: 2.9200 | LR: 1.57e-04 | 1319.5ms/step | 15.2 samples/s +Step 27620/44000 | Loss: 2.9159 | LR: 1.57e-04 | 1320.2ms/step | 15.1 samples/s +Step 27630/44000 | Loss: 2.9079 | LR: 1.57e-04 | 1320.3ms/step | 15.1 samples/s +Step 27640/44000 | Loss: 2.9118 | LR: 1.57e-04 | 1321.1ms/step | 15.1 samples/s +Step 27650/44000 | Loss: 2.9366 | LR: 1.57e-04 | 1321.8ms/step | 15.1 samples/s +Step 27660/44000 | Loss: 2.9300 | LR: 1.56e-04 | 1318.8ms/step | 15.2 samples/s +Step 27670/44000 | Loss: 2.9400 | LR: 1.56e-04 | 1317.8ms/step | 15.2 samples/s +Step 27680/44000 | Loss: 2.9442 | LR: 1.56e-04 | 1320.1ms/step | 15.2 samples/s +Step 27690/44000 | Loss: 2.9172 | LR: 1.56e-04 | 1321.7ms/step | 15.1 samples/s +Step 27700/44000 | Loss: 2.9476 | LR: 1.56e-04 | 1321.3ms/step | 15.1 samples/s +Step 27710/44000 | Loss: 2.9388 | LR: 1.56e-04 | 1321.3ms/step | 15.1 samples/s +Step 27720/44000 | Loss: 2.8917 | LR: 1.55e-04 | 1318.2ms/step | 15.2 samples/s +Step 27730/44000 | Loss: 2.9318 | LR: 1.55e-04 | 1321.8ms/step | 15.1 samples/s +Step 27740/44000 | Loss: 2.9082 | LR: 1.55e-04 | 1320.6ms/step | 15.1 samples/s +Step 27750/44000 | Loss: 2.9679 | LR: 1.55e-04 | 1320.4ms/step | 15.1 samples/s +Validation at step 27750: Loss = 2.9291, Perplexity = 18.71 +Step 27760/44000 | Loss: 2.9519 | LR: 1.55e-04 | 3529.4ms/step | 5.7 samples/s +Step 27770/44000 | Loss: 2.9405 | LR: 1.55e-04 | 1317.2ms/step | 15.2 samples/s +Step 27780/44000 | Loss: 2.9548 | LR: 1.54e-04 | 1316.8ms/step | 15.2 samples/s +Step 27790/44000 | Loss: 2.9212 | LR: 1.54e-04 | 1315.9ms/step | 15.2 samples/s +Step 27800/44000 | Loss: 2.9584 | LR: 1.54e-04 | 1315.9ms/step | 15.2 samples/s +Step 27810/44000 | Loss: 2.9439 | LR: 1.54e-04 | 1316.7ms/step | 15.2 samples/s +Step 27820/44000 | Loss: 2.9128 | LR: 1.54e-04 | 1318.6ms/step | 15.2 samples/s +Step 27830/44000 | Loss: 2.9440 | LR: 1.54e-04 | 1318.0ms/step | 15.2 samples/s +Step 27840/44000 | Loss: 2.9630 | LR: 1.53e-04 | 1315.7ms/step | 15.2 samples/s +Step 27850/44000 | Loss: 2.9243 | LR: 1.53e-04 | 1315.9ms/step | 15.2 samples/s +Step 27860/44000 | Loss: 2.9443 | LR: 1.53e-04 | 1319.2ms/step | 15.2 samples/s +Step 27870/44000 | Loss: 2.9495 | LR: 1.53e-04 | 1318.2ms/step | 15.2 samples/s +Step 27880/44000 | Loss: 2.9642 | LR: 1.53e-04 | 1317.4ms/step | 15.2 samples/s +Step 27890/44000 | Loss: 2.9381 | LR: 1.53e-04 | 1315.3ms/step | 15.2 samples/s +Step 27900/44000 | Loss: 2.9430 | LR: 1.52e-04 | 1316.3ms/step | 15.2 samples/s +Step 27910/44000 | Loss: 2.9131 | LR: 1.52e-04 | 1319.8ms/step | 15.2 samples/s +Step 27920/44000 | Loss: 2.9491 | LR: 1.52e-04 | 1320.3ms/step | 15.1 samples/s +Step 27930/44000 | Loss: 2.9709 | LR: 1.52e-04 | 1316.9ms/step | 15.2 samples/s +Step 27940/44000 | Loss: 2.9188 | LR: 1.52e-04 | 1319.0ms/step | 15.2 samples/s +Step 27950/44000 | Loss: 2.9499 | LR: 1.52e-04 | 1321.0ms/step | 15.1 samples/s +Step 27960/44000 | Loss: 2.9320 | LR: 1.51e-04 | 1321.1ms/step | 15.1 samples/s +Step 27970/44000 | Loss: 2.9246 | LR: 1.51e-04 | 1321.3ms/step | 15.1 samples/s +Step 27980/44000 | Loss: 2.9599 | LR: 1.51e-04 | 1321.2ms/step | 15.1 samples/s +Step 27990/44000 | Loss: 2.9802 | LR: 1.51e-04 | 1320.3ms/step | 15.1 samples/s +Step 28000/44000 | Loss: 2.9486 | LR: 1.51e-04 | 1319.6ms/step | 15.2 samples/s +Validation at step 28000: Loss = 2.9279, Perplexity = 18.69 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-28000 +Step 28010/44000 | Loss: 2.9586 | LR: 1.51e-04 | 3820.7ms/step | 5.2 samples/s +Step 28020/44000 | Loss: 2.9544 | LR: 1.50e-04 | 1314.3ms/step | 15.2 samples/s +Step 28030/44000 | Loss: 2.9128 | LR: 1.50e-04 | 1315.9ms/step | 15.2 samples/s +Step 28040/44000 | Loss: 2.9373 | LR: 1.50e-04 | 1319.7ms/step | 15.2 samples/s +Step 28050/44000 | Loss: 2.9335 | LR: 1.50e-04 | 1321.0ms/step | 15.1 samples/s +Step 28060/44000 | Loss: 2.9599 | LR: 1.50e-04 | 1319.5ms/step | 15.2 samples/s +Step 28070/44000 | Loss: 2.9697 | LR: 1.50e-04 | 1317.1ms/step | 15.2 samples/s +Step 28080/44000 | Loss: 2.9196 | LR: 1.49e-04 | 1323.3ms/step | 15.1 samples/s +Step 28090/44000 | Loss: 2.9466 | LR: 1.49e-04 | 1320.6ms/step | 15.1 samples/s +Step 28100/44000 | Loss: 2.9533 | LR: 1.49e-04 | 1318.2ms/step | 15.2 samples/s +Step 28110/44000 | Loss: 2.9342 | LR: 1.49e-04 | 1319.1ms/step | 15.2 samples/s +Step 28120/44000 | Loss: 2.9193 | LR: 1.49e-04 | 1322.0ms/step | 15.1 samples/s +Step 28130/44000 | Loss: 2.9092 | LR: 1.49e-04 | 1321.6ms/step | 15.1 samples/s +Step 28140/44000 | Loss: 2.9274 | LR: 1.48e-04 | 1321.5ms/step | 15.1 samples/s +Step 28150/44000 | Loss: 2.9241 | LR: 1.48e-04 | 1317.2ms/step | 15.2 samples/s +Step 28160/44000 | Loss: 2.9381 | LR: 1.48e-04 | 1315.5ms/step | 15.2 samples/s +Step 28170/44000 | Loss: 2.9259 | LR: 1.48e-04 | 1320.9ms/step | 15.1 samples/s +Step 28180/44000 | Loss: 2.9433 | LR: 1.48e-04 | 1321.1ms/step | 15.1 samples/s +Step 28190/44000 | Loss: 2.9397 | LR: 1.48e-04 | 1319.2ms/step | 15.2 samples/s +Step 28200/44000 | Loss: 2.9213 | LR: 1.47e-04 | 1317.2ms/step | 15.2 samples/s +Step 28210/44000 | Loss: 2.9573 | LR: 1.47e-04 | 1319.8ms/step | 15.2 samples/s +Step 28220/44000 | Loss: 2.9850 | LR: 1.47e-04 | 1323.0ms/step | 15.1 samples/s +Step 28230/44000 | Loss: 2.9235 | LR: 1.47e-04 | 1319.9ms/step | 15.2 samples/s +Step 28240/44000 | Loss: 2.9337 | LR: 1.47e-04 | 1320.5ms/step | 15.1 samples/s +Step 28250/44000 | Loss: 2.9441 | LR: 1.47e-04 | 1319.5ms/step | 15.2 samples/s +Validation at step 28250: Loss = 2.9270, Perplexity = 18.67 +Step 28260/44000 | Loss: 2.9471 | LR: 1.46e-04 | 3527.4ms/step | 5.7 samples/s +Step 28270/44000 | Loss: 2.9470 | LR: 1.46e-04 | 1318.3ms/step | 15.2 samples/s +Step 28280/44000 | Loss: 2.9034 | LR: 1.46e-04 | 1319.0ms/step | 15.2 samples/s +Step 28290/44000 | Loss: 2.9147 | LR: 1.46e-04 | 1319.1ms/step | 15.2 samples/s +Step 28300/44000 | Loss: 2.9312 | LR: 1.46e-04 | 1320.6ms/step | 15.1 samples/s +Step 28310/44000 | Loss: 2.9409 | LR: 1.46e-04 | 1319.5ms/step | 15.2 samples/s +Step 28320/44000 | Loss: 2.9301 | LR: 1.45e-04 | 1316.0ms/step | 15.2 samples/s +Step 28330/44000 | Loss: 2.9506 | LR: 1.45e-04 | 1318.9ms/step | 15.2 samples/s +Step 28340/44000 | Loss: 2.9489 | LR: 1.45e-04 | 1322.6ms/step | 15.1 samples/s +Step 28350/44000 | Loss: 2.9131 | LR: 1.45e-04 | 1319.8ms/step | 15.2 samples/s +Step 28360/44000 | Loss: 2.9381 | LR: 1.45e-04 | 1319.5ms/step | 15.2 samples/s +Step 28370/44000 | Loss: 2.9128 | LR: 1.45e-04 | 1319.1ms/step | 15.2 samples/s +Step 28380/44000 | Loss: 2.9056 | LR: 1.44e-04 | 1319.7ms/step | 15.2 samples/s +Step 28390/44000 | Loss: 2.9215 | LR: 1.44e-04 | 1318.0ms/step | 15.2 samples/s +Step 28400/44000 | Loss: 2.9361 | LR: 1.44e-04 | 1316.0ms/step | 15.2 samples/s +Step 28410/44000 | Loss: 2.9452 | LR: 1.44e-04 | 1315.2ms/step | 15.2 samples/s +Step 28420/44000 | Loss: 2.9236 | LR: 1.44e-04 | 1315.7ms/step | 15.2 samples/s +Step 28430/44000 | Loss: 2.9169 | LR: 1.44e-04 | 1317.7ms/step | 15.2 samples/s +Step 28440/44000 | Loss: 2.9543 | LR: 1.43e-04 | 1315.8ms/step | 15.2 samples/s +Step 28450/44000 | Loss: 2.9408 | LR: 1.43e-04 | 1317.0ms/step | 15.2 samples/s +Step 28460/44000 | Loss: 2.9317 | LR: 1.43e-04 | 1320.5ms/step | 15.1 samples/s +Step 28470/44000 | Loss: 2.9289 | LR: 1.43e-04 | 1320.2ms/step | 15.1 samples/s +Step 28480/44000 | Loss: 2.9707 | LR: 1.43e-04 | 1323.4ms/step | 15.1 samples/s +Step 28490/44000 | Loss: 2.9279 | LR: 1.43e-04 | 1318.6ms/step | 15.2 samples/s +Step 28500/44000 | Loss: 2.9442 | LR: 1.42e-04 | 1316.9ms/step | 15.2 samples/s +Validation at step 28500: Loss = 2.9255, Perplexity = 18.64 +Step 28510/44000 | Loss: 2.9242 | LR: 1.42e-04 | 3525.8ms/step | 5.7 samples/s +Step 28520/44000 | Loss: 2.9440 | LR: 1.42e-04 | 1318.5ms/step | 15.2 samples/s +Step 28530/44000 | Loss: 2.9129 | LR: 1.42e-04 | 1319.9ms/step | 15.2 samples/s +Step 28540/44000 | Loss: 2.9484 | LR: 1.42e-04 | 1322.5ms/step | 15.1 samples/s +Step 28550/44000 | Loss: 2.9312 | LR: 1.42e-04 | 1319.7ms/step | 15.2 samples/s +Step 28560/44000 | Loss: 2.9455 | LR: 1.41e-04 | 1321.9ms/step | 15.1 samples/s +Step 28570/44000 | Loss: 2.9069 | LR: 1.41e-04 | 1323.0ms/step | 15.1 samples/s +Step 28580/44000 | Loss: 2.9526 | LR: 1.41e-04 | 1320.4ms/step | 15.1 samples/s +Step 28590/44000 | Loss: 2.9446 | LR: 1.41e-04 | 1319.9ms/step | 15.2 samples/s +Step 28600/44000 | Loss: 2.9452 | LR: 1.41e-04 | 1319.8ms/step | 15.2 samples/s +Step 28610/44000 | Loss: 2.9349 | LR: 1.41e-04 | 1321.0ms/step | 15.1 samples/s +Step 28620/44000 | Loss: 2.9006 | LR: 1.40e-04 | 1320.4ms/step | 15.1 samples/s +Step 28630/44000 | Loss: 2.9109 | LR: 1.40e-04 | 1320.2ms/step | 15.1 samples/s +Step 28640/44000 | Loss: 2.9247 | LR: 1.40e-04 | 1323.2ms/step | 15.1 samples/s +Step 28650/44000 | Loss: 2.9487 | LR: 1.40e-04 | 1323.0ms/step | 15.1 samples/s +Step 28660/44000 | Loss: 2.9187 | LR: 1.40e-04 | 1322.9ms/step | 15.1 samples/s +Step 28670/44000 | Loss: 2.9379 | LR: 1.40e-04 | 1321.4ms/step | 15.1 samples/s +Step 28680/44000 | Loss: 2.9406 | LR: 1.39e-04 | 1320.8ms/step | 15.1 samples/s +Step 28690/44000 | Loss: 2.9199 | LR: 1.39e-04 | 1320.8ms/step | 15.1 samples/s +Step 28700/44000 | Loss: 2.9545 | LR: 1.39e-04 | 1317.9ms/step | 15.2 samples/s +Step 28710/44000 | Loss: 2.9425 | LR: 1.39e-04 | 1318.3ms/step | 15.2 samples/s +Step 28720/44000 | Loss: 2.8965 | LR: 1.39e-04 | 1322.1ms/step | 15.1 samples/s +Step 28730/44000 | Loss: 2.9158 | LR: 1.39e-04 | 1323.2ms/step | 15.1 samples/s +Step 28740/44000 | Loss: 2.9281 | LR: 1.38e-04 | 1320.7ms/step | 15.1 samples/s +Step 28750/44000 | Loss: 2.9126 | LR: 1.38e-04 | 1319.7ms/step | 15.2 samples/s +Validation at step 28750: Loss = 2.9244, Perplexity = 18.62 +Step 28760/44000 | Loss: 2.9367 | LR: 1.38e-04 | 3525.0ms/step | 5.7 samples/s +Step 28770/44000 | Loss: 2.9234 | LR: 1.38e-04 | 1318.2ms/step | 15.2 samples/s +Step 28780/44000 | Loss: 2.9184 | LR: 1.38e-04 | 1318.3ms/step | 15.2 samples/s +Step 28790/44000 | Loss: 2.9413 | LR: 1.38e-04 | 1316.6ms/step | 15.2 samples/s +Step 28800/44000 | Loss: 2.9470 | LR: 1.38e-04 | 1317.3ms/step | 15.2 samples/s +Step 28810/44000 | Loss: 2.9384 | LR: 1.37e-04 | 1317.7ms/step | 15.2 samples/s +Step 28820/44000 | Loss: 2.9374 | LR: 1.37e-04 | 1321.2ms/step | 15.1 samples/s +Step 28830/44000 | Loss: 2.9316 | LR: 1.37e-04 | 1324.5ms/step | 15.1 samples/s +Step 28840/44000 | Loss: 2.9395 | LR: 1.37e-04 | 1321.4ms/step | 15.1 samples/s +Step 28850/44000 | Loss: 2.9155 | LR: 1.37e-04 | 1320.9ms/step | 15.1 samples/s +Step 28860/44000 | Loss: 2.9298 | LR: 1.37e-04 | 1321.1ms/step | 15.1 samples/s +Step 28870/44000 | Loss: 2.9725 | LR: 1.36e-04 | 1321.1ms/step | 15.1 samples/s +Step 28880/44000 | Loss: 2.8998 | LR: 1.36e-04 | 1319.8ms/step | 15.2 samples/s +Step 28890/44000 | Loss: 2.9241 | LR: 1.36e-04 | 1319.8ms/step | 15.2 samples/s +Step 28900/44000 | Loss: 2.9521 | LR: 1.36e-04 | 1322.8ms/step | 15.1 samples/s +Step 28910/44000 | Loss: 2.9223 | LR: 1.36e-04 | 1320.5ms/step | 15.1 samples/s +Step 28920/44000 | Loss: 2.9402 | LR: 1.36e-04 | 1320.1ms/step | 15.2 samples/s +Step 28930/44000 | Loss: 2.9624 | LR: 1.35e-04 | 1319.5ms/step | 15.2 samples/s +Step 28940/44000 | Loss: 2.9196 | LR: 1.35e-04 | 1319.5ms/step | 15.2 samples/s +Step 28950/44000 | Loss: 2.9292 | LR: 1.35e-04 | 1318.0ms/step | 15.2 samples/s +Step 28960/44000 | Loss: 2.9171 | LR: 1.35e-04 | 1318.8ms/step | 15.2 samples/s +Step 28970/44000 | Loss: 2.9623 | LR: 1.35e-04 | 1319.6ms/step | 15.2 samples/s +Step 28980/44000 | Loss: 2.9154 | LR: 1.35e-04 | 1319.4ms/step | 15.2 samples/s +Step 28990/44000 | Loss: 2.9334 | LR: 1.34e-04 | 1320.0ms/step | 15.2 samples/s +Step 29000/44000 | Loss: 2.9197 | LR: 1.34e-04 | 1317.8ms/step | 15.2 samples/s +Validation at step 29000: Loss = 2.9236, Perplexity = 18.61 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-29000 +Step 29010/44000 | Loss: 2.9444 | LR: 1.34e-04 | 3815.7ms/step | 5.2 samples/s +Step 29020/44000 | Loss: 2.9092 | LR: 1.34e-04 | 1319.1ms/step | 15.2 samples/s +Step 29030/44000 | Loss: 2.9246 | LR: 1.34e-04 | 1315.0ms/step | 15.2 samples/s +Step 29040/44000 | Loss: 2.9190 | LR: 1.34e-04 | 1312.8ms/step | 15.2 samples/s +Step 29050/44000 | Loss: 2.9067 | LR: 1.33e-04 | 1312.1ms/step | 15.2 samples/s +Step 29060/44000 | Loss: 2.9362 | LR: 1.33e-04 | 1313.6ms/step | 15.2 samples/s +Step 29070/44000 | Loss: 2.9019 | LR: 1.33e-04 | 1314.0ms/step | 15.2 samples/s +Step 29080/44000 | Loss: 2.9574 | LR: 1.33e-04 | 1312.3ms/step | 15.2 samples/s +Step 29090/44000 | Loss: 2.9362 | LR: 1.33e-04 | 1309.7ms/step | 15.3 samples/s +Step 29100/44000 | Loss: 2.9508 | LR: 1.33e-04 | 1310.1ms/step | 15.3 samples/s +Step 29110/44000 | Loss: 2.9393 | LR: 1.33e-04 | 1307.8ms/step | 15.3 samples/s +Step 29120/44000 | Loss: 2.9336 | LR: 1.32e-04 | 1310.9ms/step | 15.3 samples/s +Step 29130/44000 | Loss: 2.9045 | LR: 1.32e-04 | 1308.9ms/step | 15.3 samples/s +Step 29140/44000 | Loss: 2.9144 | LR: 1.32e-04 | 1314.2ms/step | 15.2 samples/s +Step 29150/44000 | Loss: 2.9147 | LR: 1.32e-04 | 1313.1ms/step | 15.2 samples/s +Step 29160/44000 | Loss: 2.9418 | LR: 1.32e-04 | 1312.4ms/step | 15.2 samples/s +Step 29170/44000 | Loss: 2.9476 | LR: 1.32e-04 | 1311.6ms/step | 15.2 samples/s +Step 29180/44000 | Loss: 2.9358 | LR: 1.31e-04 | 1313.4ms/step | 15.2 samples/s +Step 29190/44000 | Loss: 2.9385 | LR: 1.31e-04 | 1312.6ms/step | 15.2 samples/s +Step 29200/44000 | Loss: 2.9144 | LR: 1.31e-04 | 1313.0ms/step | 15.2 samples/s +Step 29210/44000 | Loss: 2.9118 | LR: 1.31e-04 | 1313.2ms/step | 15.2 samples/s +Step 29220/44000 | Loss: 2.9558 | LR: 1.31e-04 | 1313.7ms/step | 15.2 samples/s +Step 29230/44000 | Loss: 2.9325 | LR: 1.31e-04 | 1314.9ms/step | 15.2 samples/s +Step 29240/44000 | Loss: 2.9307 | LR: 1.30e-04 | 1313.6ms/step | 15.2 samples/s +Step 29250/44000 | Loss: 2.9436 | LR: 1.30e-04 | 1313.4ms/step | 15.2 samples/s +Validation at step 29250: Loss = 2.9224, Perplexity = 18.59 +Step 29260/44000 | Loss: 2.9340 | LR: 1.30e-04 | 3515.4ms/step | 5.7 samples/s +Step 29270/44000 | Loss: 2.9406 | LR: 1.30e-04 | 1318.1ms/step | 15.2 samples/s +Step 29280/44000 | Loss: 2.9144 | LR: 1.30e-04 | 1321.0ms/step | 15.1 samples/s +Step 29290/44000 | Loss: 2.9507 | LR: 1.30e-04 | 1322.9ms/step | 15.1 samples/s +Step 29300/44000 | Loss: 2.9424 | LR: 1.29e-04 | 1322.8ms/step | 15.1 samples/s +Step 29310/44000 | Loss: 2.9369 | LR: 1.29e-04 | 1320.0ms/step | 15.2 samples/s +Step 29320/44000 | Loss: 2.9126 | LR: 1.29e-04 | 1320.6ms/step | 15.1 samples/s +Step 29330/44000 | Loss: 2.9302 | LR: 1.29e-04 | 1322.1ms/step | 15.1 samples/s +Step 29340/44000 | Loss: 2.9011 | LR: 1.29e-04 | 1318.2ms/step | 15.2 samples/s +Step 29350/44000 | Loss: 2.9260 | LR: 1.29e-04 | 1321.0ms/step | 15.1 samples/s +Step 29360/44000 | Loss: 2.9233 | LR: 1.29e-04 | 1318.9ms/step | 15.2 samples/s +Step 29370/44000 | Loss: 2.9531 | LR: 1.28e-04 | 1318.7ms/step | 15.2 samples/s +Step 29380/44000 | Loss: 2.9158 | LR: 1.28e-04 | 1318.2ms/step | 15.2 samples/s +Step 29390/44000 | Loss: 2.9629 | LR: 1.28e-04 | 1318.0ms/step | 15.2 samples/s +Step 29400/44000 | Loss: 2.9238 | LR: 1.28e-04 | 1320.5ms/step | 15.1 samples/s +Step 29410/44000 | Loss: 2.9306 | LR: 1.28e-04 | 1318.9ms/step | 15.2 samples/s +Step 29420/44000 | Loss: 2.9683 | LR: 1.28e-04 | 1321.2ms/step | 15.1 samples/s +Step 29430/44000 | Loss: 2.9221 | LR: 1.27e-04 | 1318.9ms/step | 15.2 samples/s +Step 29440/44000 | Loss: 2.9380 | LR: 1.27e-04 | 1317.7ms/step | 15.2 samples/s +Step 29450/44000 | Loss: 2.9369 | LR: 1.27e-04 | 1319.0ms/step | 15.2 samples/s +Step 29460/44000 | Loss: 2.9482 | LR: 1.27e-04 | 1320.0ms/step | 15.2 samples/s +Step 29470/44000 | Loss: 2.9046 | LR: 1.27e-04 | 1320.1ms/step | 15.1 samples/s +Step 29480/44000 | Loss: 2.9608 | LR: 1.27e-04 | 1321.1ms/step | 15.1 samples/s +Step 29490/44000 | Loss: 2.9496 | LR: 1.26e-04 | 1321.7ms/step | 15.1 samples/s +Step 29500/44000 | Loss: 2.9411 | LR: 1.26e-04 | 1322.8ms/step | 15.1 samples/s +Validation at step 29500: Loss = 2.9214, Perplexity = 18.57 +Step 29510/44000 | Loss: 2.9392 | LR: 1.26e-04 | 3531.4ms/step | 5.7 samples/s +Step 29520/44000 | Loss: 2.9557 | LR: 1.26e-04 | 1318.6ms/step | 15.2 samples/s +Step 29530/44000 | Loss: 2.9229 | LR: 1.26e-04 | 1318.2ms/step | 15.2 samples/s +Step 29540/44000 | Loss: 2.9293 | LR: 1.26e-04 | 1318.6ms/step | 15.2 samples/s +Step 29550/44000 | Loss: 2.9055 | LR: 1.26e-04 | 1320.6ms/step | 15.1 samples/s +Step 29560/44000 | Loss: 2.9331 | LR: 1.25e-04 | 1321.0ms/step | 15.1 samples/s +Step 29570/44000 | Loss: 2.9170 | LR: 1.25e-04 | 1318.4ms/step | 15.2 samples/s +Step 29580/44000 | Loss: 2.9364 | LR: 1.25e-04 | 1318.9ms/step | 15.2 samples/s +Step 29590/44000 | Loss: 2.9225 | LR: 1.25e-04 | 1318.2ms/step | 15.2 samples/s +Step 29600/44000 | Loss: 2.9497 | LR: 1.25e-04 | 1316.9ms/step | 15.2 samples/s +Step 29610/44000 | Loss: 2.9499 | LR: 1.25e-04 | 1320.8ms/step | 15.1 samples/s +Step 29620/44000 | Loss: 2.9387 | LR: 1.24e-04 | 1321.2ms/step | 15.1 samples/s +Step 29630/44000 | Loss: 2.9413 | LR: 1.24e-04 | 1318.9ms/step | 15.2 samples/s +Step 29640/44000 | Loss: 2.9133 | LR: 1.24e-04 | 1318.8ms/step | 15.2 samples/s +Step 29650/44000 | Loss: 2.9139 | LR: 1.24e-04 | 1319.5ms/step | 15.2 samples/s +Step 29660/44000 | Loss: 2.9418 | LR: 1.24e-04 | 1319.3ms/step | 15.2 samples/s +Step 29670/44000 | Loss: 2.9257 | LR: 1.24e-04 | 1323.1ms/step | 15.1 samples/s +Step 29680/44000 | Loss: 2.9392 | LR: 1.23e-04 | 1319.8ms/step | 15.2 samples/s +Step 29690/44000 | Loss: 2.9455 | LR: 1.23e-04 | 1318.3ms/step | 15.2 samples/s +Step 29700/44000 | Loss: 2.9254 | LR: 1.23e-04 | 1319.3ms/step | 15.2 samples/s +Step 29710/44000 | Loss: 2.9250 | LR: 1.23e-04 | 1319.2ms/step | 15.2 samples/s +Step 29720/44000 | Loss: 2.9529 | LR: 1.23e-04 | 1319.5ms/step | 15.2 samples/s +Step 29730/44000 | Loss: 2.9348 | LR: 1.23e-04 | 1320.5ms/step | 15.1 samples/s +Step 29740/44000 | Loss: 2.9307 | LR: 1.23e-04 | 1319.9ms/step | 15.2 samples/s +Step 29750/44000 | Loss: 2.9322 | LR: 1.22e-04 | 1321.1ms/step | 15.1 samples/s +Validation at step 29750: Loss = 2.9206, Perplexity = 18.55 +Step 29760/44000 | Loss: 2.9470 | LR: 1.22e-04 | 3532.0ms/step | 5.7 samples/s +Step 29770/44000 | Loss: 2.9495 | LR: 1.22e-04 | 1321.9ms/step | 15.1 samples/s +Step 29780/44000 | Loss: 2.8938 | LR: 1.22e-04 | 1316.3ms/step | 15.2 samples/s +Step 29790/44000 | Loss: 2.9114 | LR: 1.22e-04 | 1316.9ms/step | 15.2 samples/s +Step 29800/44000 | Loss: 2.9256 | LR: 1.22e-04 | 1317.1ms/step | 15.2 samples/s +Step 29810/44000 | Loss: 2.9409 | LR: 1.21e-04 | 1321.7ms/step | 15.1 samples/s +Step 29820/44000 | Loss: 2.9325 | LR: 1.21e-04 | 1318.9ms/step | 15.2 samples/s +Step 29830/44000 | Loss: 2.9123 | LR: 1.21e-04 | 1317.4ms/step | 15.2 samples/s +Step 29840/44000 | Loss: 2.9315 | LR: 1.21e-04 | 1320.4ms/step | 15.1 samples/s +Step 29850/44000 | Loss: 2.9369 | LR: 1.21e-04 | 1315.8ms/step | 15.2 samples/s +Step 29860/44000 | Loss: 2.9374 | LR: 1.21e-04 | 1318.5ms/step | 15.2 samples/s +Step 29870/44000 | Loss: 2.9366 | LR: 1.21e-04 | 1318.0ms/step | 15.2 samples/s +Step 29880/44000 | Loss: 2.9259 | LR: 1.20e-04 | 1318.9ms/step | 15.2 samples/s +Step 29890/44000 | Loss: 2.9076 | LR: 1.20e-04 | 1319.4ms/step | 15.2 samples/s +Step 29900/44000 | Loss: 2.9370 | LR: 1.20e-04 | 1319.2ms/step | 15.2 samples/s +Step 29910/44000 | Loss: 2.9248 | LR: 1.20e-04 | 1316.5ms/step | 15.2 samples/s +Step 29920/44000 | Loss: 2.9497 | LR: 1.20e-04 | 1319.0ms/step | 15.2 samples/s +Step 29930/44000 | Loss: 2.9643 | LR: 1.20e-04 | 1318.9ms/step | 15.2 samples/s +Step 29940/44000 | Loss: 2.9409 | LR: 1.19e-04 | 1319.5ms/step | 15.2 samples/s +Step 29950/44000 | Loss: 2.9386 | LR: 1.19e-04 | 1318.7ms/step | 15.2 samples/s +Step 29960/44000 | Loss: 2.9602 | LR: 1.19e-04 | 1318.4ms/step | 15.2 samples/s +Step 29970/44000 | Loss: 2.9235 | LR: 1.19e-04 | 1318.1ms/step | 15.2 samples/s +Step 29980/44000 | Loss: 2.9369 | LR: 1.19e-04 | 1317.2ms/step | 15.2 samples/s +Step 29990/44000 | Loss: 2.9515 | LR: 1.19e-04 | 1315.3ms/step | 15.2 samples/s +Step 30000/44000 | Loss: 2.9243 | LR: 1.19e-04 | 1316.9ms/step | 15.2 samples/s +Validation at step 30000: Loss = 2.9194, Perplexity = 18.53 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-30000 +Step 30010/44000 | Loss: 2.9097 | LR: 1.18e-04 | 3815.8ms/step | 5.2 samples/s +Step 30020/44000 | Loss: 2.9186 | LR: 1.18e-04 | 1319.2ms/step | 15.2 samples/s +Step 30030/44000 | Loss: 2.9156 | LR: 1.18e-04 | 1318.7ms/step | 15.2 samples/s +Step 30040/44000 | Loss: 2.9284 | LR: 1.18e-04 | 1320.8ms/step | 15.1 samples/s +Step 30050/44000 | Loss: 2.9390 | LR: 1.18e-04 | 1320.3ms/step | 15.1 samples/s +Step 30060/44000 | Loss: 2.9459 | LR: 1.18e-04 | 1318.7ms/step | 15.2 samples/s +Step 30070/44000 | Loss: 2.8977 | LR: 1.17e-04 | 1320.9ms/step | 15.1 samples/s +Step 30080/44000 | Loss: 2.9347 | LR: 1.17e-04 | 1316.1ms/step | 15.2 samples/s +Step 30090/44000 | Loss: 2.9403 | LR: 1.17e-04 | 1319.8ms/step | 15.2 samples/s +Step 30100/44000 | Loss: 2.9081 | LR: 1.17e-04 | 1317.7ms/step | 15.2 samples/s +Step 30110/44000 | Loss: 2.9312 | LR: 1.17e-04 | 1318.2ms/step | 15.2 samples/s +Step 30120/44000 | Loss: 2.9115 | LR: 1.17e-04 | 1321.0ms/step | 15.1 samples/s +Step 30130/44000 | Loss: 2.9120 | LR: 1.17e-04 | 1319.2ms/step | 15.2 samples/s +Step 30140/44000 | Loss: 2.9275 | LR: 1.16e-04 | 1319.0ms/step | 15.2 samples/s +Step 30150/44000 | Loss: 2.9324 | LR: 1.16e-04 | 1319.6ms/step | 15.2 samples/s +Step 30160/44000 | Loss: 2.9262 | LR: 1.16e-04 | 1317.8ms/step | 15.2 samples/s +Step 30170/44000 | Loss: 2.9532 | LR: 1.16e-04 | 1316.5ms/step | 15.2 samples/s +Step 30180/44000 | Loss: 2.9324 | LR: 1.16e-04 | 1318.7ms/step | 15.2 samples/s +Step 30190/44000 | Loss: 2.9414 | LR: 1.16e-04 | 1315.9ms/step | 15.2 samples/s +Step 30200/44000 | Loss: 2.9235 | LR: 1.15e-04 | 1317.7ms/step | 15.2 samples/s +Step 30210/44000 | Loss: 2.9337 | LR: 1.15e-04 | 1316.8ms/step | 15.2 samples/s +Step 30220/44000 | Loss: 2.9131 | LR: 1.15e-04 | 1321.4ms/step | 15.1 samples/s +Step 30230/44000 | Loss: 2.9405 | LR: 1.15e-04 | 1321.1ms/step | 15.1 samples/s +Step 30240/44000 | Loss: 2.9239 | LR: 1.15e-04 | 1322.5ms/step | 15.1 samples/s +Step 30250/44000 | Loss: 2.9132 | LR: 1.15e-04 | 1322.7ms/step | 15.1 samples/s +Validation at step 30250: Loss = 2.9187, Perplexity = 18.52 +Step 30260/44000 | Loss: 2.9424 | LR: 1.15e-04 | 3535.7ms/step | 5.7 samples/s +Step 30270/44000 | Loss: 2.9439 | LR: 1.14e-04 | 1322.0ms/step | 15.1 samples/s +Step 30280/44000 | Loss: 2.9335 | LR: 1.14e-04 | 1320.5ms/step | 15.1 samples/s +Step 30290/44000 | Loss: 2.9126 | LR: 1.14e-04 | 1323.1ms/step | 15.1 samples/s +Step 30300/44000 | Loss: 2.9184 | LR: 1.14e-04 | 1317.9ms/step | 15.2 samples/s +Step 30310/44000 | Loss: 2.8740 | LR: 1.14e-04 | 1317.9ms/step | 15.2 samples/s +Step 30320/44000 | Loss: 2.9045 | LR: 1.14e-04 | 1315.5ms/step | 15.2 samples/s +Step 30330/44000 | Loss: 2.9339 | LR: 1.13e-04 | 1315.8ms/step | 15.2 samples/s +Step 30340/44000 | Loss: 2.9242 | LR: 1.13e-04 | 1315.2ms/step | 15.2 samples/s +Step 30350/44000 | Loss: 2.9405 | LR: 1.13e-04 | 1317.3ms/step | 15.2 samples/s +Step 30360/44000 | Loss: 2.9393 | LR: 1.13e-04 | 1316.0ms/step | 15.2 samples/s +Step 30370/44000 | Loss: 2.9218 | LR: 1.13e-04 | 1318.4ms/step | 15.2 samples/s +Step 30380/44000 | Loss: 2.9217 | LR: 1.13e-04 | 1320.7ms/step | 15.1 samples/s +Step 30390/44000 | Loss: 2.9278 | LR: 1.13e-04 | 1319.9ms/step | 15.2 samples/s +Step 30400/44000 | Loss: 2.9286 | LR: 1.12e-04 | 1319.7ms/step | 15.2 samples/s +Step 30410/44000 | Loss: 2.9380 | LR: 1.12e-04 | 1318.7ms/step | 15.2 samples/s +Step 30420/44000 | Loss: 2.9472 | LR: 1.12e-04 | 1320.8ms/step | 15.1 samples/s +Step 30430/44000 | Loss: 2.9175 | LR: 1.12e-04 | 1322.0ms/step | 15.1 samples/s +Step 30440/44000 | Loss: 2.9524 | LR: 1.12e-04 | 1322.3ms/step | 15.1 samples/s +Step 30450/44000 | Loss: 2.9270 | LR: 1.12e-04 | 1321.1ms/step | 15.1 samples/s +Step 30460/44000 | Loss: 2.9091 | LR: 1.11e-04 | 1320.0ms/step | 15.2 samples/s +Step 30470/44000 | Loss: 2.9424 | LR: 1.11e-04 | 1319.9ms/step | 15.2 samples/s +Step 30480/44000 | Loss: 2.9288 | LR: 1.11e-04 | 1324.1ms/step | 15.1 samples/s +Step 30490/44000 | Loss: 2.9260 | LR: 1.11e-04 | 1321.8ms/step | 15.1 samples/s +Step 30500/44000 | Loss: 2.9230 | LR: 1.11e-04 | 1321.9ms/step | 15.1 samples/s +Validation at step 30500: Loss = 2.9174, Perplexity = 18.49 +Step 30510/44000 | Loss: 2.8991 | LR: 1.11e-04 | 3529.1ms/step | 5.7 samples/s +Step 30520/44000 | Loss: 2.9285 | LR: 1.11e-04 | 1317.6ms/step | 15.2 samples/s +Step 30530/44000 | Loss: 2.9397 | LR: 1.10e-04 | 1314.9ms/step | 15.2 samples/s +Step 30540/44000 | Loss: 2.9442 | LR: 1.10e-04 | 1315.3ms/step | 15.2 samples/s +Step 30550/44000 | Loss: 2.9327 | LR: 1.10e-04 | 1316.3ms/step | 15.2 samples/s +Step 30560/44000 | Loss: 2.9610 | LR: 1.10e-04 | 1317.6ms/step | 15.2 samples/s +Step 30570/44000 | Loss: 2.9333 | LR: 1.10e-04 | 1320.6ms/step | 15.1 samples/s +Step 30580/44000 | Loss: 2.9594 | LR: 1.10e-04 | 1319.5ms/step | 15.2 samples/s +Step 30590/44000 | Loss: 2.9435 | LR: 1.10e-04 | 1317.8ms/step | 15.2 samples/s +Step 30600/44000 | Loss: 2.9050 | LR: 1.09e-04 | 1317.0ms/step | 15.2 samples/s +Step 30610/44000 | Loss: 2.9654 | LR: 1.09e-04 | 1320.9ms/step | 15.1 samples/s +Step 30620/44000 | Loss: 2.9123 | LR: 1.09e-04 | 1317.3ms/step | 15.2 samples/s +Step 30630/44000 | Loss: 2.9032 | LR: 1.09e-04 | 1320.9ms/step | 15.1 samples/s +Step 30640/44000 | Loss: 2.9277 | LR: 1.09e-04 | 1320.0ms/step | 15.2 samples/s +Step 30650/44000 | Loss: 2.9194 | LR: 1.09e-04 | 1319.0ms/step | 15.2 samples/s +Step 30660/44000 | Loss: 2.9279 | LR: 1.08e-04 | 1321.7ms/step | 15.1 samples/s +Step 30670/44000 | Loss: 2.9251 | LR: 1.08e-04 | 1319.7ms/step | 15.2 samples/s +Step 30680/44000 | Loss: 2.9283 | LR: 1.08e-04 | 1320.6ms/step | 15.1 samples/s +Step 30690/44000 | Loss: 2.9396 | LR: 1.08e-04 | 1319.3ms/step | 15.2 samples/s +Step 30700/44000 | Loss: 2.9289 | LR: 1.08e-04 | 1321.2ms/step | 15.1 samples/s +Step 30710/44000 | Loss: 2.9452 | LR: 1.08e-04 | 1318.1ms/step | 15.2 samples/s +Step 30720/44000 | Loss: 2.9472 | LR: 1.08e-04 | 1318.6ms/step | 15.2 samples/s +Step 30730/44000 | Loss: 2.9365 | LR: 1.07e-04 | 1318.2ms/step | 15.2 samples/s +Step 30740/44000 | Loss: 2.9083 | LR: 1.07e-04 | 1322.2ms/step | 15.1 samples/s +Step 30750/44000 | Loss: 2.9380 | LR: 1.07e-04 | 1319.8ms/step | 15.2 samples/s +Validation at step 30750: Loss = 2.9169, Perplexity = 18.48 +Step 30760/44000 | Loss: 2.9344 | LR: 1.07e-04 | 3534.2ms/step | 5.7 samples/s +Step 30770/44000 | Loss: 2.9176 | LR: 1.07e-04 | 1319.7ms/step | 15.2 samples/s +Step 30780/44000 | Loss: 2.9338 | LR: 1.07e-04 | 1323.6ms/step | 15.1 samples/s +Step 30790/44000 | Loss: 2.9318 | LR: 1.07e-04 | 1319.3ms/step | 15.2 samples/s +Step 30800/44000 | Loss: 2.9203 | LR: 1.06e-04 | 1319.2ms/step | 15.2 samples/s +Step 30810/44000 | Loss: 2.9184 | LR: 1.06e-04 | 1320.5ms/step | 15.1 samples/s +Step 30820/44000 | Loss: 2.9427 | LR: 1.06e-04 | 1318.3ms/step | 15.2 samples/s +Step 30830/44000 | Loss: 2.9197 | LR: 1.06e-04 | 1319.3ms/step | 15.2 samples/s +Step 30840/44000 | Loss: 2.9018 | LR: 1.06e-04 | 1321.5ms/step | 15.1 samples/s +Step 30850/44000 | Loss: 2.9341 | LR: 1.06e-04 | 1320.3ms/step | 15.1 samples/s +Step 30860/44000 | Loss: 2.9351 | LR: 1.05e-04 | 1318.7ms/step | 15.2 samples/s +Step 30870/44000 | Loss: 2.9394 | LR: 1.05e-04 | 1319.3ms/step | 15.2 samples/s +Step 30880/44000 | Loss: 2.9282 | LR: 1.05e-04 | 1320.2ms/step | 15.1 samples/s +Step 30890/44000 | Loss: 2.9510 | LR: 1.05e-04 | 1323.9ms/step | 15.1 samples/s +Step 30900/44000 | Loss: 2.9336 | LR: 1.05e-04 | 1321.8ms/step | 15.1 samples/s +Step 30910/44000 | Loss: 2.9084 | LR: 1.05e-04 | 1320.6ms/step | 15.1 samples/s +Step 30920/44000 | Loss: 2.9383 | LR: 1.05e-04 | 1314.5ms/step | 15.2 samples/s +Step 30930/44000 | Loss: 2.8998 | LR: 1.04e-04 | 1318.7ms/step | 15.2 samples/s +Step 30940/44000 | Loss: 2.9166 | LR: 1.04e-04 | 1318.4ms/step | 15.2 samples/s +Step 30950/44000 | Loss: 2.9063 | LR: 1.04e-04 | 1318.9ms/step | 15.2 samples/s +Step 30960/44000 | Loss: 2.9135 | LR: 1.04e-04 | 1316.3ms/step | 15.2 samples/s +Step 30970/44000 | Loss: 2.9338 | LR: 1.04e-04 | 1315.7ms/step | 15.2 samples/s +Step 30980/44000 | Loss: 2.9442 | LR: 1.04e-04 | 1315.0ms/step | 15.2 samples/s +Step 30990/44000 | Loss: 2.9350 | LR: 1.04e-04 | 1316.8ms/step | 15.2 samples/s +Step 31000/44000 | Loss: 2.9236 | LR: 1.03e-04 | 1317.2ms/step | 15.2 samples/s +Validation at step 31000: Loss = 2.9161, Perplexity = 18.47 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-31000 +Step 31010/44000 | Loss: 2.9207 | LR: 1.03e-04 | 3816.9ms/step | 5.2 samples/s +Step 31020/44000 | Loss: 2.9375 | LR: 1.03e-04 | 1318.4ms/step | 15.2 samples/s +Step 31030/44000 | Loss: 2.9093 | LR: 1.03e-04 | 1319.0ms/step | 15.2 samples/s +Step 31040/44000 | Loss: 2.9388 | LR: 1.03e-04 | 1315.1ms/step | 15.2 samples/s +Step 31050/44000 | Loss: 2.8923 | LR: 1.03e-04 | 1321.4ms/step | 15.1 samples/s +Step 31060/44000 | Loss: 2.9199 | LR: 1.03e-04 | 1319.0ms/step | 15.2 samples/s +Step 31070/44000 | Loss: 2.9106 | LR: 1.02e-04 | 1318.5ms/step | 15.2 samples/s +Step 31080/44000 | Loss: 2.9327 | LR: 1.02e-04 | 1319.0ms/step | 15.2 samples/s +Step 31090/44000 | Loss: 2.9283 | LR: 1.02e-04 | 1320.7ms/step | 15.1 samples/s +Step 31100/44000 | Loss: 2.9515 | LR: 1.02e-04 | 1320.6ms/step | 15.1 samples/s +Step 31110/44000 | Loss: 2.9150 | LR: 1.02e-04 | 1320.2ms/step | 15.1 samples/s +Step 31120/44000 | Loss: 2.9412 | LR: 1.02e-04 | 1319.3ms/step | 15.2 samples/s +Step 31130/44000 | Loss: 2.9412 | LR: 1.02e-04 | 1319.0ms/step | 15.2 samples/s +Step 31140/44000 | Loss: 2.9220 | LR: 1.01e-04 | 1318.5ms/step | 15.2 samples/s +Step 31150/44000 | Loss: 2.8982 | LR: 1.01e-04 | 1320.7ms/step | 15.1 samples/s +Step 31160/44000 | Loss: 2.9060 | LR: 1.01e-04 | 1319.3ms/step | 15.2 samples/s +Step 31170/44000 | Loss: 2.9375 | LR: 1.01e-04 | 1314.9ms/step | 15.2 samples/s +Step 31180/44000 | Loss: 2.9333 | LR: 1.01e-04 | 1314.7ms/step | 15.2 samples/s +Step 31190/44000 | Loss: 2.9535 | LR: 1.01e-04 | 1317.9ms/step | 15.2 samples/s +Step 31200/44000 | Loss: 2.9345 | LR: 1.00e-04 | 1320.1ms/step | 15.2 samples/s +Step 31210/44000 | Loss: 2.9107 | LR: 1.00e-04 | 1317.6ms/step | 15.2 samples/s +Step 31220/44000 | Loss: 2.9672 | LR: 1.00e-04 | 1318.4ms/step | 15.2 samples/s +Step 31230/44000 | Loss: 2.9741 | LR: 1.00e-04 | 1318.7ms/step | 15.2 samples/s +Step 31240/44000 | Loss: 2.9116 | LR: 9.99e-05 | 1319.3ms/step | 15.2 samples/s +Step 31250/44000 | Loss: 2.9321 | LR: 9.98e-05 | 1320.0ms/step | 15.2 samples/s +Validation at step 31250: Loss = 2.9156, Perplexity = 18.46 +Step 31260/44000 | Loss: 2.9263 | LR: 9.96e-05 | 3526.1ms/step | 5.7 samples/s +Step 31270/44000 | Loss: 2.9131 | LR: 9.95e-05 | 1315.4ms/step | 15.2 samples/s +Step 31280/44000 | Loss: 2.9216 | LR: 9.93e-05 | 1315.7ms/step | 15.2 samples/s +Step 31290/44000 | Loss: 2.9342 | LR: 9.92e-05 | 1315.8ms/step | 15.2 samples/s +Step 31300/44000 | Loss: 2.9340 | LR: 9.90e-05 | 1316.9ms/step | 15.2 samples/s +Step 31310/44000 | Loss: 2.9266 | LR: 9.89e-05 | 1315.9ms/step | 15.2 samples/s +Step 31320/44000 | Loss: 2.9329 | LR: 9.88e-05 | 1316.8ms/step | 15.2 samples/s +Step 31330/44000 | Loss: 2.9357 | LR: 9.86e-05 | 1320.0ms/step | 15.2 samples/s +Step 31340/44000 | Loss: 2.9212 | LR: 9.85e-05 | 1320.3ms/step | 15.1 samples/s +Step 31350/44000 | Loss: 2.9264 | LR: 9.83e-05 | 1320.1ms/step | 15.2 samples/s +Step 31360/44000 | Loss: 2.9234 | LR: 9.82e-05 | 1320.0ms/step | 15.2 samples/s +Step 31370/44000 | Loss: 2.9206 | LR: 9.80e-05 | 1323.5ms/step | 15.1 samples/s +Step 31380/44000 | Loss: 2.9289 | LR: 9.79e-05 | 1318.4ms/step | 15.2 samples/s +Step 31390/44000 | Loss: 2.9164 | LR: 9.77e-05 | 1320.0ms/step | 15.2 samples/s +Step 31400/44000 | Loss: 2.9242 | LR: 9.76e-05 | 1319.9ms/step | 15.2 samples/s +Step 31410/44000 | Loss: 2.9059 | LR: 9.75e-05 | 1319.1ms/step | 15.2 samples/s +Step 31420/44000 | Loss: 2.9259 | LR: 9.73e-05 | 1318.5ms/step | 15.2 samples/s +Step 31430/44000 | Loss: 2.9086 | LR: 9.72e-05 | 1321.7ms/step | 15.1 samples/s +Step 31440/44000 | Loss: 2.9095 | LR: 9.70e-05 | 1320.2ms/step | 15.1 samples/s +Step 31450/44000 | Loss: 2.9331 | LR: 9.69e-05 | 1320.7ms/step | 15.1 samples/s +Step 31460/44000 | Loss: 2.9142 | LR: 9.67e-05 | 1323.9ms/step | 15.1 samples/s +Step 31470/44000 | Loss: 2.9419 | LR: 9.66e-05 | 1321.4ms/step | 15.1 samples/s +Step 31480/44000 | Loss: 2.9295 | LR: 9.65e-05 | 1323.4ms/step | 15.1 samples/s +Step 31490/44000 | Loss: 2.9400 | LR: 9.63e-05 | 1324.1ms/step | 15.1 samples/s +Step 31500/44000 | Loss: 2.9083 | LR: 9.62e-05 | 1319.7ms/step | 15.2 samples/s +Validation at step 31500: Loss = 2.9149, Perplexity = 18.45 +Step 31510/44000 | Loss: 2.9217 | LR: 9.60e-05 | 3530.6ms/step | 5.7 samples/s +Step 31520/44000 | Loss: 2.9236 | LR: 9.59e-05 | 1322.6ms/step | 15.1 samples/s +Step 31530/44000 | Loss: 2.9290 | LR: 9.57e-05 | 1321.7ms/step | 15.1 samples/s +Step 31540/44000 | Loss: 2.9224 | LR: 9.56e-05 | 1319.3ms/step | 15.2 samples/s +Step 31550/44000 | Loss: 2.9200 | LR: 9.54e-05 | 1320.5ms/step | 15.1 samples/s +Step 31560/44000 | Loss: 2.9422 | LR: 9.53e-05 | 1320.4ms/step | 15.1 samples/s +Step 31570/44000 | Loss: 2.9078 | LR: 9.52e-05 | 1320.0ms/step | 15.2 samples/s +Step 31580/44000 | Loss: 2.9370 | LR: 9.50e-05 | 1321.0ms/step | 15.1 samples/s +Step 31590/44000 | Loss: 2.9346 | LR: 9.49e-05 | 1316.8ms/step | 15.2 samples/s +Step 31600/44000 | Loss: 2.9032 | LR: 9.47e-05 | 1314.9ms/step | 15.2 samples/s +Step 31610/44000 | Loss: 2.9439 | LR: 9.46e-05 | 1320.7ms/step | 15.1 samples/s +Step 31620/44000 | Loss: 2.9191 | LR: 9.45e-05 | 1323.3ms/step | 15.1 samples/s +Step 31630/44000 | Loss: 2.9194 | LR: 9.43e-05 | 1318.0ms/step | 15.2 samples/s +Step 31640/44000 | Loss: 2.9314 | LR: 9.42e-05 | 1316.4ms/step | 15.2 samples/s +Step 31650/44000 | Loss: 2.9281 | LR: 9.40e-05 | 1319.9ms/step | 15.2 samples/s +Step 31660/44000 | Loss: 2.9346 | LR: 9.39e-05 | 1316.1ms/step | 15.2 samples/s +Step 31670/44000 | Loss: 2.9187 | LR: 9.37e-05 | 1318.1ms/step | 15.2 samples/s +Step 31680/44000 | Loss: 2.8920 | LR: 9.36e-05 | 1317.9ms/step | 15.2 samples/s +Step 31690/44000 | Loss: 2.9145 | LR: 9.35e-05 | 1315.6ms/step | 15.2 samples/s +Step 31700/44000 | Loss: 2.9192 | LR: 9.33e-05 | 1317.4ms/step | 15.2 samples/s +Step 31710/44000 | Loss: 2.9236 | LR: 9.32e-05 | 1312.9ms/step | 15.2 samples/s +Step 31720/44000 | Loss: 2.9227 | LR: 9.30e-05 | 1320.6ms/step | 15.1 samples/s +Step 31730/44000 | Loss: 2.9293 | LR: 9.29e-05 | 1316.7ms/step | 15.2 samples/s +Step 31740/44000 | Loss: 2.9119 | LR: 9.28e-05 | 1316.2ms/step | 15.2 samples/s +Step 31750/44000 | Loss: 2.9283 | LR: 9.26e-05 | 1319.4ms/step | 15.2 samples/s +Validation at step 31750: Loss = 2.9142, Perplexity = 18.43 +Step 31760/44000 | Loss: 2.9401 | LR: 9.25e-05 | 3527.0ms/step | 5.7 samples/s +Step 31770/44000 | Loss: 2.9158 | LR: 9.23e-05 | 1320.1ms/step | 15.2 samples/s +Step 31780/44000 | Loss: 2.9146 | LR: 9.22e-05 | 1318.5ms/step | 15.2 samples/s +Step 31790/44000 | Loss: 2.9180 | LR: 9.20e-05 | 1319.3ms/step | 15.2 samples/s +Step 31800/44000 | Loss: 2.9007 | LR: 9.19e-05 | 1319.1ms/step | 15.2 samples/s +Step 31810/44000 | Loss: 2.9156 | LR: 9.18e-05 | 1319.9ms/step | 15.2 samples/s +Step 31820/44000 | Loss: 2.9184 | LR: 9.16e-05 | 1318.7ms/step | 15.2 samples/s +Step 31830/44000 | Loss: 2.9055 | LR: 9.15e-05 | 1319.1ms/step | 15.2 samples/s +Step 31840/44000 | Loss: 2.9098 | LR: 9.13e-05 | 1317.9ms/step | 15.2 samples/s +Step 31850/44000 | Loss: 2.9260 | LR: 9.12e-05 | 1319.7ms/step | 15.2 samples/s +Step 31860/44000 | Loss: 2.9104 | LR: 9.11e-05 | 1318.1ms/step | 15.2 samples/s +Step 31870/44000 | Loss: 2.9086 | LR: 9.09e-05 | 1324.2ms/step | 15.1 samples/s +Step 31880/44000 | Loss: 2.8930 | LR: 9.08e-05 | 1321.2ms/step | 15.1 samples/s +Step 31890/44000 | Loss: 2.9204 | LR: 9.06e-05 | 1313.5ms/step | 15.2 samples/s +Step 31900/44000 | Loss: 2.9222 | LR: 9.05e-05 | 1315.0ms/step | 15.2 samples/s +Step 31910/44000 | Loss: 2.9321 | LR: 9.04e-05 | 1315.3ms/step | 15.2 samples/s +Step 31920/44000 | Loss: 2.9121 | LR: 9.02e-05 | 1321.9ms/step | 15.1 samples/s +Step 31930/44000 | Loss: 2.9191 | LR: 9.01e-05 | 1320.0ms/step | 15.2 samples/s +Step 31940/44000 | Loss: 2.9498 | LR: 8.99e-05 | 1316.4ms/step | 15.2 samples/s +Step 31950/44000 | Loss: 2.9301 | LR: 8.98e-05 | 1316.5ms/step | 15.2 samples/s +Step 31960/44000 | Loss: 2.8799 | LR: 8.97e-05 | 1317.1ms/step | 15.2 samples/s +Step 31970/44000 | Loss: 2.9457 | LR: 8.95e-05 | 1317.2ms/step | 15.2 samples/s +Step 31980/44000 | Loss: 2.9216 | LR: 8.94e-05 | 1314.7ms/step | 15.2 samples/s +Step 31990/44000 | Loss: 2.9476 | LR: 8.92e-05 | 1315.4ms/step | 15.2 samples/s +Step 32000/44000 | Loss: 2.9484 | LR: 8.91e-05 | 1314.1ms/step | 15.2 samples/s +Validation at step 32000: Loss = 2.9134, Perplexity = 18.42 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-32000 +Step 32010/44000 | Loss: 2.9444 | LR: 8.90e-05 | 3843.8ms/step | 5.2 samples/s +Step 32020/44000 | Loss: 2.8924 | LR: 8.88e-05 | 1317.9ms/step | 15.2 samples/s +Step 32030/44000 | Loss: 2.9431 | LR: 8.87e-05 | 1318.4ms/step | 15.2 samples/s +Step 32040/44000 | Loss: 2.9233 | LR: 8.86e-05 | 1319.8ms/step | 15.2 samples/s +Step 32050/44000 | Loss: 2.9311 | LR: 8.84e-05 | 1318.4ms/step | 15.2 samples/s +Step 32060/44000 | Loss: 2.9556 | LR: 8.83e-05 | 1321.4ms/step | 15.1 samples/s +Step 32070/44000 | Loss: 2.9397 | LR: 8.81e-05 | 1320.6ms/step | 15.1 samples/s +Step 32080/44000 | Loss: 2.9205 | LR: 8.80e-05 | 1321.1ms/step | 15.1 samples/s +Step 32090/44000 | Loss: 2.9405 | LR: 8.79e-05 | 1320.4ms/step | 15.1 samples/s +Step 32100/44000 | Loss: 2.9314 | LR: 8.77e-05 | 1319.7ms/step | 15.2 samples/s +Step 32110/44000 | Loss: 2.9297 | LR: 8.76e-05 | 1319.3ms/step | 15.2 samples/s +Step 32120/44000 | Loss: 2.9271 | LR: 8.74e-05 | 1320.9ms/step | 15.1 samples/s +Step 32130/44000 | Loss: 2.9050 | LR: 8.73e-05 | 1319.7ms/step | 15.2 samples/s +Step 32140/44000 | Loss: 2.9422 | LR: 8.72e-05 | 1319.8ms/step | 15.2 samples/s +Step 32150/44000 | Loss: 2.9375 | LR: 8.70e-05 | 1321.0ms/step | 15.1 samples/s +Step 32160/44000 | Loss: 2.9093 | LR: 8.69e-05 | 1315.8ms/step | 15.2 samples/s +Step 32170/44000 | Loss: 2.9224 | LR: 8.68e-05 | 1316.5ms/step | 15.2 samples/s +Step 32180/44000 | Loss: 2.9237 | LR: 8.66e-05 | 1319.3ms/step | 15.2 samples/s +Step 32190/44000 | Loss: 2.9691 | LR: 8.65e-05 | 1319.0ms/step | 15.2 samples/s +Step 32200/44000 | Loss: 2.9491 | LR: 8.63e-05 | 1321.2ms/step | 15.1 samples/s +Step 32210/44000 | Loss: 2.9264 | LR: 8.62e-05 | 1316.2ms/step | 15.2 samples/s +Step 32220/44000 | Loss: 2.9068 | LR: 8.61e-05 | 1317.9ms/step | 15.2 samples/s +Step 32230/44000 | Loss: 2.9453 | LR: 8.59e-05 | 1316.5ms/step | 15.2 samples/s +Step 32240/44000 | Loss: 2.9182 | LR: 8.58e-05 | 1318.4ms/step | 15.2 samples/s +Step 32250/44000 | Loss: 2.9359 | LR: 8.57e-05 | 1319.7ms/step | 15.2 samples/s +Validation at step 32250: Loss = 2.9132, Perplexity = 18.42 +Step 32260/44000 | Loss: 2.9355 | LR: 8.55e-05 | 3524.0ms/step | 5.7 samples/s +Step 32270/44000 | Loss: 2.9315 | LR: 8.54e-05 | 1317.2ms/step | 15.2 samples/s +Step 32280/44000 | Loss: 2.9102 | LR: 8.53e-05 | 1318.7ms/step | 15.2 samples/s +Step 32290/44000 | Loss: 2.9383 | LR: 8.51e-05 | 1320.4ms/step | 15.1 samples/s +Step 32300/44000 | Loss: 2.9309 | LR: 8.50e-05 | 1318.6ms/step | 15.2 samples/s +Step 32310/44000 | Loss: 2.9231 | LR: 8.48e-05 | 1320.3ms/step | 15.1 samples/s +Step 32320/44000 | Loss: 2.8971 | LR: 8.47e-05 | 1314.9ms/step | 15.2 samples/s +Step 32330/44000 | Loss: 2.9473 | LR: 8.46e-05 | 1318.9ms/step | 15.2 samples/s +Step 32340/44000 | Loss: 2.9124 | LR: 8.44e-05 | 1320.2ms/step | 15.1 samples/s +Step 32350/44000 | Loss: 2.9728 | LR: 8.43e-05 | 1319.5ms/step | 15.2 samples/s +Step 32360/44000 | Loss: 2.9260 | LR: 8.42e-05 | 1319.9ms/step | 15.2 samples/s +Step 32370/44000 | Loss: 2.9175 | LR: 8.40e-05 | 1317.3ms/step | 15.2 samples/s +Step 32380/44000 | Loss: 2.9215 | LR: 8.39e-05 | 1317.7ms/step | 15.2 samples/s +Step 32390/44000 | Loss: 2.9212 | LR: 8.38e-05 | 1320.9ms/step | 15.1 samples/s +Step 32400/44000 | Loss: 2.9098 | LR: 8.36e-05 | 1321.4ms/step | 15.1 samples/s +Step 32410/44000 | Loss: 2.9063 | LR: 8.35e-05 | 1319.8ms/step | 15.2 samples/s +Step 32420/44000 | Loss: 2.9243 | LR: 8.33e-05 | 1321.4ms/step | 15.1 samples/s +Step 32430/44000 | Loss: 2.9349 | LR: 8.32e-05 | 1321.9ms/step | 15.1 samples/s +Step 32440/44000 | Loss: 2.9338 | LR: 8.31e-05 | 1321.0ms/step | 15.1 samples/s +Step 32450/44000 | Loss: 2.9086 | LR: 8.29e-05 | 1322.3ms/step | 15.1 samples/s +Step 32460/44000 | Loss: 2.9039 | LR: 8.28e-05 | 1321.1ms/step | 15.1 samples/s +Step 32470/44000 | Loss: 2.9326 | LR: 8.27e-05 | 1318.9ms/step | 15.2 samples/s +Step 32480/44000 | Loss: 2.9151 | LR: 8.25e-05 | 1323.1ms/step | 15.1 samples/s +Step 32490/44000 | Loss: 2.9169 | LR: 8.24e-05 | 1322.7ms/step | 15.1 samples/s +Step 32500/44000 | Loss: 2.9348 | LR: 8.23e-05 | 1319.7ms/step | 15.2 samples/s +Validation at step 32500: Loss = 2.9125, Perplexity = 18.40 +Step 32510/44000 | Loss: 2.9402 | LR: 8.21e-05 | 3532.1ms/step | 5.7 samples/s +Step 32520/44000 | Loss: 2.9159 | LR: 8.20e-05 | 1321.9ms/step | 15.1 samples/s +Step 32530/44000 | Loss: 2.9409 | LR: 8.19e-05 | 1322.4ms/step | 15.1 samples/s +Step 32540/44000 | Loss: 2.9478 | LR: 8.17e-05 | 1323.8ms/step | 15.1 samples/s +Step 32550/44000 | Loss: 2.9510 | LR: 8.16e-05 | 1323.1ms/step | 15.1 samples/s +Step 32560/44000 | Loss: 2.9406 | LR: 8.15e-05 | 1321.1ms/step | 15.1 samples/s +Step 32570/44000 | Loss: 2.9148 | LR: 8.13e-05 | 1319.5ms/step | 15.2 samples/s +Step 32580/44000 | Loss: 2.9163 | LR: 8.12e-05 | 1321.2ms/step | 15.1 samples/s +Step 32590/44000 | Loss: 2.9536 | LR: 8.11e-05 | 1322.2ms/step | 15.1 samples/s +Step 32600/44000 | Loss: 2.9371 | LR: 8.09e-05 | 1322.1ms/step | 15.1 samples/s +Step 32610/44000 | Loss: 2.9511 | LR: 8.08e-05 | 1318.0ms/step | 15.2 samples/s +Step 32620/44000 | Loss: 2.9104 | LR: 8.07e-05 | 1318.3ms/step | 15.2 samples/s +Step 32630/44000 | Loss: 2.9385 | LR: 8.05e-05 | 1321.5ms/step | 15.1 samples/s +Step 32640/44000 | Loss: 2.9431 | LR: 8.04e-05 | 1323.3ms/step | 15.1 samples/s +Step 32650/44000 | Loss: 2.9162 | LR: 8.03e-05 | 1321.8ms/step | 15.1 samples/s +Step 32660/44000 | Loss: 2.8970 | LR: 8.01e-05 | 1317.8ms/step | 15.2 samples/s +Step 32670/44000 | Loss: 2.9217 | LR: 8.00e-05 | 1317.8ms/step | 15.2 samples/s +Step 32680/44000 | Loss: 2.9147 | LR: 7.99e-05 | 1320.1ms/step | 15.2 samples/s +Step 32690/44000 | Loss: 2.8961 | LR: 7.97e-05 | 1319.1ms/step | 15.2 samples/s +Step 32700/44000 | Loss: 2.9093 | LR: 7.96e-05 | 1320.9ms/step | 15.1 samples/s +Step 32710/44000 | Loss: 2.9475 | LR: 7.95e-05 | 1323.5ms/step | 15.1 samples/s +Step 32720/44000 | Loss: 2.9334 | LR: 7.93e-05 | 1322.7ms/step | 15.1 samples/s +Step 32730/44000 | Loss: 2.9068 | LR: 7.92e-05 | 1322.1ms/step | 15.1 samples/s +Step 32740/44000 | Loss: 2.9157 | LR: 7.91e-05 | 1321.6ms/step | 15.1 samples/s +Step 32750/44000 | Loss: 2.9172 | LR: 7.89e-05 | 1320.3ms/step | 15.1 samples/s +Validation at step 32750: Loss = 2.9121, Perplexity = 18.40 +Step 32760/44000 | Loss: 2.9135 | LR: 7.88e-05 | 3523.5ms/step | 5.7 samples/s +Step 32770/44000 | Loss: 2.9090 | LR: 7.87e-05 | 1318.5ms/step | 15.2 samples/s +Step 32780/44000 | Loss: 2.8972 | LR: 7.85e-05 | 1319.9ms/step | 15.2 samples/s +Step 32790/44000 | Loss: 2.9045 | LR: 7.84e-05 | 1320.0ms/step | 15.2 samples/s +Step 32800/44000 | Loss: 2.9231 | LR: 7.83e-05 | 1320.4ms/step | 15.1 samples/s +Step 32810/44000 | Loss: 2.9371 | LR: 7.81e-05 | 1318.4ms/step | 15.2 samples/s +Step 32820/44000 | Loss: 2.9506 | LR: 7.80e-05 | 1317.6ms/step | 15.2 samples/s +Step 32830/44000 | Loss: 2.9186 | LR: 7.79e-05 | 1319.8ms/step | 15.2 samples/s +Step 32840/44000 | Loss: 2.9437 | LR: 7.77e-05 | 1319.9ms/step | 15.2 samples/s +Step 32850/44000 | Loss: 2.9225 | LR: 7.76e-05 | 1323.7ms/step | 15.1 samples/s +Step 32860/44000 | Loss: 2.9018 | LR: 7.75e-05 | 1326.5ms/step | 15.1 samples/s +Step 32870/44000 | Loss: 2.8689 | LR: 7.73e-05 | 1319.7ms/step | 15.2 samples/s +Step 32880/44000 | Loss: 2.9072 | LR: 7.72e-05 | 1317.9ms/step | 15.2 samples/s +Step 32890/44000 | Loss: 2.9354 | LR: 7.71e-05 | 1320.2ms/step | 15.1 samples/s +Step 32900/44000 | Loss: 2.9455 | LR: 7.70e-05 | 1322.3ms/step | 15.1 samples/s +Step 32910/44000 | Loss: 2.9293 | LR: 7.68e-05 | 1320.3ms/step | 15.1 samples/s +Step 32920/44000 | Loss: 2.9381 | LR: 7.67e-05 | 1319.9ms/step | 15.2 samples/s +Step 32930/44000 | Loss: 2.9185 | LR: 7.66e-05 | 1316.3ms/step | 15.2 samples/s +Step 32940/44000 | Loss: 2.9221 | LR: 7.64e-05 | 1317.3ms/step | 15.2 samples/s +Step 32950/44000 | Loss: 2.9261 | LR: 7.63e-05 | 1317.9ms/step | 15.2 samples/s +Step 32960/44000 | Loss: 2.9129 | LR: 7.62e-05 | 1317.4ms/step | 15.2 samples/s +Step 32970/44000 | Loss: 2.9289 | LR: 7.60e-05 | 1319.3ms/step | 15.2 samples/s +Step 32980/44000 | Loss: 2.9272 | LR: 7.59e-05 | 1318.6ms/step | 15.2 samples/s +Step 32990/44000 | Loss: 2.9008 | LR: 7.58e-05 | 1317.6ms/step | 15.2 samples/s +Step 33000/44000 | Loss: 2.9083 | LR: 7.56e-05 | 1318.3ms/step | 15.2 samples/s +Validation at step 33000: Loss = 2.9115, Perplexity = 18.38 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-33000 +Step 33010/44000 | Loss: 2.9510 | LR: 7.55e-05 | 3834.7ms/step | 5.2 samples/s +Step 33020/44000 | Loss: 2.9475 | LR: 7.54e-05 | 1319.4ms/step | 15.2 samples/s +Step 33030/44000 | Loss: 2.9484 | LR: 7.53e-05 | 1317.1ms/step | 15.2 samples/s +Step 33040/44000 | Loss: 2.9054 | LR: 7.51e-05 | 1317.4ms/step | 15.2 samples/s +Step 33050/44000 | Loss: 2.9131 | LR: 7.50e-05 | 1317.7ms/step | 15.2 samples/s +Step 33060/44000 | Loss: 2.9280 | LR: 7.49e-05 | 1318.0ms/step | 15.2 samples/s +Step 33070/44000 | Loss: 2.9496 | LR: 7.47e-05 | 1317.2ms/step | 15.2 samples/s +Step 33080/44000 | Loss: 2.9117 | LR: 7.46e-05 | 1314.5ms/step | 15.2 samples/s +Step 33090/44000 | Loss: 2.9260 | LR: 7.45e-05 | 1315.0ms/step | 15.2 samples/s +Step 33100/44000 | Loss: 2.8933 | LR: 7.44e-05 | 1317.3ms/step | 15.2 samples/s +Step 33110/44000 | Loss: 2.8783 | LR: 7.42e-05 | 1320.2ms/step | 15.1 samples/s +Step 33120/44000 | Loss: 2.9345 | LR: 7.41e-05 | 1318.8ms/step | 15.2 samples/s +Step 33130/44000 | Loss: 2.9329 | LR: 7.40e-05 | 1318.4ms/step | 15.2 samples/s +Step 33140/44000 | Loss: 2.8657 | LR: 7.38e-05 | 1315.2ms/step | 15.2 samples/s +Step 33150/44000 | Loss: 2.9453 | LR: 7.37e-05 | 1317.9ms/step | 15.2 samples/s +Step 33160/44000 | Loss: 2.9036 | LR: 7.36e-05 | 1320.4ms/step | 15.1 samples/s +Step 33170/44000 | Loss: 2.9347 | LR: 7.34e-05 | 1320.3ms/step | 15.1 samples/s +Step 33180/44000 | Loss: 2.9087 | LR: 7.33e-05 | 1317.6ms/step | 15.2 samples/s +Step 33190/44000 | Loss: 2.9327 | LR: 7.32e-05 | 1317.7ms/step | 15.2 samples/s +Step 33200/44000 | Loss: 2.9423 | LR: 7.31e-05 | 1316.8ms/step | 15.2 samples/s +Step 33210/44000 | Loss: 2.8959 | LR: 7.29e-05 | 1318.7ms/step | 15.2 samples/s +Step 33220/44000 | Loss: 2.8828 | LR: 7.28e-05 | 1322.4ms/step | 15.1 samples/s +Step 33230/44000 | Loss: 2.9345 | LR: 7.27e-05 | 1322.0ms/step | 15.1 samples/s +Step 33240/44000 | Loss: 2.9086 | LR: 7.26e-05 | 1322.0ms/step | 15.1 samples/s +Step 33250/44000 | Loss: 2.9213 | LR: 7.24e-05 | 1320.9ms/step | 15.1 samples/s +Validation at step 33250: Loss = 2.9113, Perplexity = 18.38 +Step 33260/44000 | Loss: 2.8766 | LR: 7.23e-05 | 3529.7ms/step | 5.7 samples/s +Step 33270/44000 | Loss: 2.8876 | LR: 7.22e-05 | 1319.2ms/step | 15.2 samples/s +Step 33280/44000 | Loss: 2.9201 | LR: 7.20e-05 | 1322.7ms/step | 15.1 samples/s +Step 33290/44000 | Loss: 2.9145 | LR: 7.19e-05 | 1321.3ms/step | 15.1 samples/s +Step 33300/44000 | Loss: 2.9220 | LR: 7.18e-05 | 1319.7ms/step | 15.2 samples/s +Step 33310/44000 | Loss: 2.9026 | LR: 7.17e-05 | 1322.1ms/step | 15.1 samples/s +Step 33320/44000 | Loss: 2.9179 | LR: 7.15e-05 | 1321.5ms/step | 15.1 samples/s +Step 33330/44000 | Loss: 2.9296 | LR: 7.14e-05 | 1321.9ms/step | 15.1 samples/s +Step 33340/44000 | Loss: 2.9155 | LR: 7.13e-05 | 1318.9ms/step | 15.2 samples/s +Step 33350/44000 | Loss: 2.9073 | LR: 7.11e-05 | 1321.0ms/step | 15.1 samples/s +Step 33360/44000 | Loss: 2.9543 | LR: 7.10e-05 | 1321.0ms/step | 15.1 samples/s +Step 33370/44000 | Loss: 2.9263 | LR: 7.09e-05 | 1321.9ms/step | 15.1 samples/s +Step 33380/44000 | Loss: 2.9162 | LR: 7.08e-05 | 1319.6ms/step | 15.2 samples/s +Step 33390/44000 | Loss: 2.9348 | LR: 7.06e-05 | 1319.4ms/step | 15.2 samples/s +Step 33400/44000 | Loss: 2.8976 | LR: 7.05e-05 | 1319.6ms/step | 15.2 samples/s +Step 33410/44000 | Loss: 2.9137 | LR: 7.04e-05 | 1319.4ms/step | 15.2 samples/s +Step 33420/44000 | Loss: 2.9328 | LR: 7.03e-05 | 1321.0ms/step | 15.1 samples/s +Step 33430/44000 | Loss: 2.9517 | LR: 7.01e-05 | 1318.0ms/step | 15.2 samples/s +Step 33440/44000 | Loss: 2.9502 | LR: 7.00e-05 | 1315.4ms/step | 15.2 samples/s +Step 33450/44000 | Loss: 2.9220 | LR: 6.99e-05 | 1321.4ms/step | 15.1 samples/s +Step 33460/44000 | Loss: 2.8996 | LR: 6.98e-05 | 1317.9ms/step | 15.2 samples/s +Step 33470/44000 | Loss: 2.9043 | LR: 6.96e-05 | 1313.3ms/step | 15.2 samples/s +Step 33480/44000 | Loss: 2.8891 | LR: 6.95e-05 | 1315.3ms/step | 15.2 samples/s +Step 33490/44000 | Loss: 2.9169 | LR: 6.94e-05 | 1313.1ms/step | 15.2 samples/s +Step 33500/44000 | Loss: 2.9368 | LR: 6.93e-05 | 1314.1ms/step | 15.2 samples/s +Validation at step 33500: Loss = 2.9105, Perplexity = 18.37 +Step 33510/44000 | Loss: 2.9092 | LR: 6.91e-05 | 3515.7ms/step | 5.7 samples/s +Step 33520/44000 | Loss: 2.9199 | LR: 6.90e-05 | 1313.6ms/step | 15.2 samples/s +Step 33530/44000 | Loss: 2.9185 | LR: 6.89e-05 | 1316.5ms/step | 15.2 samples/s +Step 33540/44000 | Loss: 2.8985 | LR: 6.88e-05 | 1315.3ms/step | 15.2 samples/s +Step 33550/44000 | Loss: 2.9279 | LR: 6.86e-05 | 1316.7ms/step | 15.2 samples/s +Step 33560/44000 | Loss: 2.9301 | LR: 6.85e-05 | 1320.3ms/step | 15.1 samples/s +Step 33570/44000 | Loss: 2.9192 | LR: 6.84e-05 | 1321.6ms/step | 15.1 samples/s +Step 33580/44000 | Loss: 2.9315 | LR: 6.83e-05 | 1319.9ms/step | 15.2 samples/s +Step 33590/44000 | Loss: 2.8990 | LR: 6.81e-05 | 1318.6ms/step | 15.2 samples/s +Step 33600/44000 | Loss: 2.9327 | LR: 6.80e-05 | 1319.9ms/step | 15.2 samples/s +Step 33610/44000 | Loss: 2.9178 | LR: 6.79e-05 | 1316.2ms/step | 15.2 samples/s +Step 33620/44000 | Loss: 2.9148 | LR: 6.78e-05 | 1313.5ms/step | 15.2 samples/s +Step 33630/44000 | Loss: 2.9268 | LR: 6.76e-05 | 1314.7ms/step | 15.2 samples/s +Step 33640/44000 | Loss: 2.9147 | LR: 6.75e-05 | 1316.2ms/step | 15.2 samples/s +Step 33650/44000 | Loss: 2.9092 | LR: 6.74e-05 | 1316.5ms/step | 15.2 samples/s +Step 33660/44000 | Loss: 2.9410 | LR: 6.73e-05 | 1314.8ms/step | 15.2 samples/s +Step 33670/44000 | Loss: 2.9201 | LR: 6.71e-05 | 1312.4ms/step | 15.2 samples/s +Step 33680/44000 | Loss: 2.9179 | LR: 6.70e-05 | 1312.4ms/step | 15.2 samples/s +Step 33690/44000 | Loss: 2.9226 | LR: 6.69e-05 | 1312.7ms/step | 15.2 samples/s +Step 33700/44000 | Loss: 2.9257 | LR: 6.68e-05 | 1316.3ms/step | 15.2 samples/s +Step 33710/44000 | Loss: 2.9316 | LR: 6.66e-05 | 1322.1ms/step | 15.1 samples/s +Step 33720/44000 | Loss: 2.9228 | LR: 6.65e-05 | 1315.8ms/step | 15.2 samples/s +Step 33730/44000 | Loss: 2.9321 | LR: 6.64e-05 | 1314.3ms/step | 15.2 samples/s +Step 33740/44000 | Loss: 2.9353 | LR: 6.63e-05 | 1314.0ms/step | 15.2 samples/s +Step 33750/44000 | Loss: 2.9215 | LR: 6.61e-05 | 1314.4ms/step | 15.2 samples/s +Validation at step 33750: Loss = 2.9103, Perplexity = 18.36 +Step 33760/44000 | Loss: 2.9190 | LR: 6.60e-05 | 3520.9ms/step | 5.7 samples/s +Step 33770/44000 | Loss: 2.8990 | LR: 6.59e-05 | 1321.9ms/step | 15.1 samples/s +Step 33780/44000 | Loss: 2.8991 | LR: 6.58e-05 | 1321.3ms/step | 15.1 samples/s +Step 33790/44000 | Loss: 2.9298 | LR: 6.57e-05 | 1319.2ms/step | 15.2 samples/s +Step 33800/44000 | Loss: 2.9268 | LR: 6.55e-05 | 1322.1ms/step | 15.1 samples/s +Step 33810/44000 | Loss: 2.9253 | LR: 6.54e-05 | 1320.4ms/step | 15.1 samples/s +Step 33820/44000 | Loss: 2.9054 | LR: 6.53e-05 | 1320.0ms/step | 15.2 samples/s +Step 33830/44000 | Loss: 2.9065 | LR: 6.52e-05 | 1315.1ms/step | 15.2 samples/s +Step 33840/44000 | Loss: 2.8874 | LR: 6.50e-05 | 1318.6ms/step | 15.2 samples/s +Step 33850/44000 | Loss: 2.9031 | LR: 6.49e-05 | 1316.3ms/step | 15.2 samples/s +Step 33860/44000 | Loss: 2.9001 | LR: 6.48e-05 | 1313.3ms/step | 15.2 samples/s +Step 33870/44000 | Loss: 2.9219 | LR: 6.47e-05 | 1317.4ms/step | 15.2 samples/s +Step 33880/44000 | Loss: 2.9113 | LR: 6.46e-05 | 1319.5ms/step | 15.2 samples/s +Step 33890/44000 | Loss: 2.9356 | LR: 6.44e-05 | 1320.5ms/step | 15.1 samples/s +Step 33900/44000 | Loss: 2.9094 | LR: 6.43e-05 | 1318.3ms/step | 15.2 samples/s +Step 33910/44000 | Loss: 2.9316 | LR: 6.42e-05 | 1319.5ms/step | 15.2 samples/s +Step 33920/44000 | Loss: 2.8832 | LR: 6.41e-05 | 1319.3ms/step | 15.2 samples/s +Step 33930/44000 | Loss: 2.9068 | LR: 6.40e-05 | 1319.0ms/step | 15.2 samples/s +Step 33940/44000 | Loss: 2.9432 | LR: 6.38e-05 | 1311.0ms/step | 15.3 samples/s +Step 33950/44000 | Loss: 2.9313 | LR: 6.37e-05 | 1314.1ms/step | 15.2 samples/s +Step 33960/44000 | Loss: 2.9005 | LR: 6.36e-05 | 1313.8ms/step | 15.2 samples/s +Step 33970/44000 | Loss: 2.9206 | LR: 6.35e-05 | 1313.0ms/step | 15.2 samples/s +Step 33980/44000 | Loss: 2.9576 | LR: 6.33e-05 | 1315.7ms/step | 15.2 samples/s +Step 33990/44000 | Loss: 2.9524 | LR: 6.32e-05 | 1315.3ms/step | 15.2 samples/s +Step 34000/44000 | Loss: 2.9152 | LR: 6.31e-05 | 1315.4ms/step | 15.2 samples/s +Validation at step 34000: Loss = 2.9098, Perplexity = 18.35 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-34000 +Step 34010/44000 | Loss: 2.9344 | LR: 6.30e-05 | 3829.4ms/step | 5.2 samples/s +Step 34020/44000 | Loss: 2.8812 | LR: 6.29e-05 | 1315.4ms/step | 15.2 samples/s +Step 34030/44000 | Loss: 2.9235 | LR: 6.27e-05 | 1314.6ms/step | 15.2 samples/s +Step 34040/44000 | Loss: 2.9553 | LR: 6.26e-05 | 1316.3ms/step | 15.2 samples/s +Step 34050/44000 | Loss: 2.9286 | LR: 6.25e-05 | 1317.5ms/step | 15.2 samples/s +Step 34060/44000 | Loss: 2.9426 | LR: 6.24e-05 | 1317.2ms/step | 15.2 samples/s +Step 34070/44000 | Loss: 2.9151 | LR: 6.23e-05 | 1319.0ms/step | 15.2 samples/s +Step 34080/44000 | Loss: 2.9019 | LR: 6.21e-05 | 1320.4ms/step | 15.1 samples/s +Step 34090/44000 | Loss: 2.9700 | LR: 6.20e-05 | 1316.9ms/step | 15.2 samples/s +Step 34100/44000 | Loss: 2.9224 | LR: 6.19e-05 | 1320.7ms/step | 15.1 samples/s +Step 34110/44000 | Loss: 2.8920 | LR: 6.18e-05 | 1320.7ms/step | 15.1 samples/s +Step 34120/44000 | Loss: 2.9062 | LR: 6.17e-05 | 1318.8ms/step | 15.2 samples/s +Step 34130/44000 | Loss: 2.8906 | LR: 6.15e-05 | 1310.3ms/step | 15.3 samples/s +Step 34140/44000 | Loss: 2.9122 | LR: 6.14e-05 | 1317.0ms/step | 15.2 samples/s +Step 34150/44000 | Loss: 2.9382 | LR: 6.13e-05 | 1314.4ms/step | 15.2 samples/s +Step 34160/44000 | Loss: 2.9398 | LR: 6.12e-05 | 1315.4ms/step | 15.2 samples/s +Step 34170/44000 | Loss: 2.9328 | LR: 6.11e-05 | 1318.2ms/step | 15.2 samples/s +Step 34180/44000 | Loss: 2.9004 | LR: 6.09e-05 | 1317.2ms/step | 15.2 samples/s +Step 34190/44000 | Loss: 2.9282 | LR: 6.08e-05 | 1319.6ms/step | 15.2 samples/s +Step 34200/44000 | Loss: 2.9263 | LR: 6.07e-05 | 1318.7ms/step | 15.2 samples/s +Step 34210/44000 | Loss: 2.9322 | LR: 6.06e-05 | 1316.8ms/step | 15.2 samples/s +Step 34220/44000 | Loss: 2.9200 | LR: 6.05e-05 | 1315.1ms/step | 15.2 samples/s +Step 34230/44000 | Loss: 2.9214 | LR: 6.04e-05 | 1316.9ms/step | 15.2 samples/s +Step 34240/44000 | Loss: 2.9254 | LR: 6.02e-05 | 1315.8ms/step | 15.2 samples/s +Step 34250/44000 | Loss: 2.9114 | LR: 6.01e-05 | 1318.3ms/step | 15.2 samples/s +Validation at step 34250: Loss = 2.9095, Perplexity = 18.35 +Step 34260/44000 | Loss: 2.9421 | LR: 6.00e-05 | 3520.8ms/step | 5.7 samples/s +Step 34270/44000 | Loss: 2.9167 | LR: 5.99e-05 | 1315.3ms/step | 15.2 samples/s +Step 34280/44000 | Loss: 2.9431 | LR: 5.98e-05 | 1316.5ms/step | 15.2 samples/s +Step 34290/44000 | Loss: 2.9188 | LR: 5.96e-05 | 1315.2ms/step | 15.2 samples/s +Step 34300/44000 | Loss: 2.9472 | LR: 5.95e-05 | 1315.5ms/step | 15.2 samples/s +Step 34310/44000 | Loss: 2.9225 | LR: 5.94e-05 | 1318.3ms/step | 15.2 samples/s +Step 34320/44000 | Loss: 2.9200 | LR: 5.93e-05 | 1315.9ms/step | 15.2 samples/s +Step 34330/44000 | Loss: 2.9201 | LR: 5.92e-05 | 1316.6ms/step | 15.2 samples/s +Step 34340/44000 | Loss: 2.9281 | LR: 5.91e-05 | 1316.9ms/step | 15.2 samples/s +Step 34350/44000 | Loss: 2.9231 | LR: 5.89e-05 | 1323.8ms/step | 15.1 samples/s +Step 34360/44000 | Loss: 2.9445 | LR: 5.88e-05 | 1319.6ms/step | 15.2 samples/s +Step 34370/44000 | Loss: 2.9231 | LR: 5.87e-05 | 1319.1ms/step | 15.2 samples/s +Step 34380/44000 | Loss: 2.9316 | LR: 5.86e-05 | 1319.0ms/step | 15.2 samples/s +Step 34390/44000 | Loss: 2.9271 | LR: 5.85e-05 | 1320.4ms/step | 15.1 samples/s +Step 34400/44000 | Loss: 2.8783 | LR: 5.84e-05 | 1319.4ms/step | 15.2 samples/s +Step 34410/44000 | Loss: 2.9102 | LR: 5.82e-05 | 1320.2ms/step | 15.1 samples/s +Step 34420/44000 | Loss: 2.9108 | LR: 5.81e-05 | 1313.5ms/step | 15.2 samples/s +Step 34430/44000 | Loss: 2.9255 | LR: 5.80e-05 | 1316.1ms/step | 15.2 samples/s +Step 34440/44000 | Loss: 2.9391 | LR: 5.79e-05 | 1314.4ms/step | 15.2 samples/s +Step 34450/44000 | Loss: 2.8952 | LR: 5.78e-05 | 1313.1ms/step | 15.2 samples/s +Step 34460/44000 | Loss: 2.9197 | LR: 5.77e-05 | 1311.4ms/step | 15.3 samples/s +Step 34470/44000 | Loss: 2.9453 | LR: 5.75e-05 | 1312.6ms/step | 15.2 samples/s +Step 34480/44000 | Loss: 2.9377 | LR: 5.74e-05 | 1312.1ms/step | 15.2 samples/s +Step 34490/44000 | Loss: 2.9246 | LR: 5.73e-05 | 1313.8ms/step | 15.2 samples/s +Step 34500/44000 | Loss: 2.9247 | LR: 5.72e-05 | 1311.8ms/step | 15.2 samples/s +Validation at step 34500: Loss = 2.9092, Perplexity = 18.34 +Step 34510/44000 | Loss: 2.9559 | LR: 5.71e-05 | 3516.4ms/step | 5.7 samples/s +Step 34520/44000 | Loss: 2.8967 | LR: 5.70e-05 | 1315.0ms/step | 15.2 samples/s +Step 34530/44000 | Loss: 2.9089 | LR: 5.69e-05 | 1309.6ms/step | 15.3 samples/s +Step 34540/44000 | Loss: 2.9398 | LR: 5.67e-05 | 1311.9ms/step | 15.2 samples/s +Step 34550/44000 | Loss: 2.8981 | LR: 5.66e-05 | 1311.4ms/step | 15.3 samples/s +Step 34560/44000 | Loss: 2.8871 | LR: 5.65e-05 | 1313.6ms/step | 15.2 samples/s +Step 34570/44000 | Loss: 2.9132 | LR: 5.64e-05 | 1310.9ms/step | 15.3 samples/s +Step 34580/44000 | Loss: 2.9239 | LR: 5.63e-05 | 1311.5ms/step | 15.2 samples/s +Step 34590/44000 | Loss: 2.9094 | LR: 5.62e-05 | 1309.9ms/step | 15.3 samples/s +Step 34600/44000 | Loss: 2.9054 | LR: 5.60e-05 | 1311.1ms/step | 15.3 samples/s +Step 34610/44000 | Loss: 2.9050 | LR: 5.59e-05 | 1314.5ms/step | 15.2 samples/s +Step 34620/44000 | Loss: 2.9263 | LR: 5.58e-05 | 1313.8ms/step | 15.2 samples/s +Step 34630/44000 | Loss: 2.9385 | LR: 5.57e-05 | 1312.7ms/step | 15.2 samples/s +Step 34640/44000 | Loss: 2.9257 | LR: 5.56e-05 | 1315.0ms/step | 15.2 samples/s +Step 34650/44000 | Loss: 2.9365 | LR: 5.55e-05 | 1312.2ms/step | 15.2 samples/s +Step 34660/44000 | Loss: 2.9101 | LR: 5.54e-05 | 1311.9ms/step | 15.2 samples/s +Step 34670/44000 | Loss: 2.9264 | LR: 5.52e-05 | 1313.0ms/step | 15.2 samples/s +Step 34680/44000 | Loss: 2.9654 | LR: 5.51e-05 | 1314.3ms/step | 15.2 samples/s +Step 34690/44000 | Loss: 2.9209 | LR: 5.50e-05 | 1313.8ms/step | 15.2 samples/s +Step 34700/44000 | Loss: 2.9097 | LR: 5.49e-05 | 1314.3ms/step | 15.2 samples/s +Step 34710/44000 | Loss: 2.9177 | LR: 5.48e-05 | 1312.7ms/step | 15.2 samples/s +Step 34720/44000 | Loss: 2.9239 | LR: 5.47e-05 | 1316.5ms/step | 15.2 samples/s +Step 34730/44000 | Loss: 2.9292 | LR: 5.46e-05 | 1318.8ms/step | 15.2 samples/s +Step 34740/44000 | Loss: 2.8900 | LR: 5.45e-05 | 1315.6ms/step | 15.2 samples/s +Step 34750/44000 | Loss: 2.9105 | LR: 5.43e-05 | 1312.9ms/step | 15.2 samples/s +Validation at step 34750: Loss = 2.9090, Perplexity = 18.34 +Step 34760/44000 | Loss: 2.9114 | LR: 5.42e-05 | 3518.7ms/step | 5.7 samples/s +Step 34770/44000 | Loss: 2.9186 | LR: 5.41e-05 | 1314.8ms/step | 15.2 samples/s +Step 34780/44000 | Loss: 2.8906 | LR: 5.40e-05 | 1315.9ms/step | 15.2 samples/s +Step 34790/44000 | Loss: 2.8986 | LR: 5.39e-05 | 1317.9ms/step | 15.2 samples/s +Step 34800/44000 | Loss: 2.8926 | LR: 5.38e-05 | 1312.6ms/step | 15.2 samples/s +Step 34810/44000 | Loss: 2.9242 | LR: 5.37e-05 | 1316.2ms/step | 15.2 samples/s +Step 34820/44000 | Loss: 2.9551 | LR: 5.36e-05 | 1315.7ms/step | 15.2 samples/s +Step 34830/44000 | Loss: 2.9179 | LR: 5.34e-05 | 1310.7ms/step | 15.3 samples/s +Step 34840/44000 | Loss: 2.8956 | LR: 5.33e-05 | 1312.2ms/step | 15.2 samples/s +Step 34850/44000 | Loss: 2.8947 | LR: 5.32e-05 | 1313.1ms/step | 15.2 samples/s +Step 34860/44000 | Loss: 2.9270 | LR: 5.31e-05 | 1313.2ms/step | 15.2 samples/s +Step 34870/44000 | Loss: 2.9205 | LR: 5.30e-05 | 1314.6ms/step | 15.2 samples/s +Step 34880/44000 | Loss: 2.9142 | LR: 5.29e-05 | 1316.7ms/step | 15.2 samples/s +Step 34890/44000 | Loss: 2.9264 | LR: 5.28e-05 | 1320.3ms/step | 15.1 samples/s +Step 34900/44000 | Loss: 2.9337 | LR: 5.27e-05 | 1316.5ms/step | 15.2 samples/s +Step 34910/44000 | Loss: 2.8951 | LR: 5.25e-05 | 1317.1ms/step | 15.2 samples/s +Step 34920/44000 | Loss: 2.9727 | LR: 5.24e-05 | 1313.2ms/step | 15.2 samples/s +Step 34930/44000 | Loss: 2.8896 | LR: 5.23e-05 | 1312.9ms/step | 15.2 samples/s +Step 34940/44000 | Loss: 2.9155 | LR: 5.22e-05 | 1313.8ms/step | 15.2 samples/s +Step 34950/44000 | Loss: 2.9034 | LR: 5.21e-05 | 1314.4ms/step | 15.2 samples/s +Step 34960/44000 | Loss: 2.9188 | LR: 5.20e-05 | 1315.9ms/step | 15.2 samples/s +Step 34970/44000 | Loss: 2.8861 | LR: 5.19e-05 | 1314.1ms/step | 15.2 samples/s +Step 34980/44000 | Loss: 2.9068 | LR: 5.18e-05 | 1315.0ms/step | 15.2 samples/s +Step 34990/44000 | Loss: 2.9475 | LR: 5.17e-05 | 1315.7ms/step | 15.2 samples/s +Step 35000/44000 | Loss: 2.9379 | LR: 5.15e-05 | 1313.6ms/step | 15.2 samples/s +Validation at step 35000: Loss = 2.9088, Perplexity = 18.33 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-35000 +Step 35010/44000 | Loss: 2.9194 | LR: 5.14e-05 | 3849.2ms/step | 5.2 samples/s +Step 35020/44000 | Loss: 2.9294 | LR: 5.13e-05 | 1318.3ms/step | 15.2 samples/s +Step 35030/44000 | Loss: 2.9142 | LR: 5.12e-05 | 1318.7ms/step | 15.2 samples/s +Step 35040/44000 | Loss: 2.9186 | LR: 5.11e-05 | 1322.7ms/step | 15.1 samples/s +Step 35050/44000 | Loss: 2.9147 | LR: 5.10e-05 | 1318.2ms/step | 15.2 samples/s +Step 35060/44000 | Loss: 2.9230 | LR: 5.09e-05 | 1316.9ms/step | 15.2 samples/s +Step 35070/44000 | Loss: 2.9198 | LR: 5.08e-05 | 1317.6ms/step | 15.2 samples/s +Step 35080/44000 | Loss: 2.9109 | LR: 5.07e-05 | 1316.1ms/step | 15.2 samples/s +Step 35090/44000 | Loss: 2.9070 | LR: 5.06e-05 | 1317.5ms/step | 15.2 samples/s +Step 35100/44000 | Loss: 2.8959 | LR: 5.04e-05 | 1317.6ms/step | 15.2 samples/s +Step 35110/44000 | Loss: 2.9280 | LR: 5.03e-05 | 1314.9ms/step | 15.2 samples/s +Step 35120/44000 | Loss: 2.9183 | LR: 5.02e-05 | 1312.6ms/step | 15.2 samples/s +Step 35130/44000 | Loss: 2.9157 | LR: 5.01e-05 | 1319.1ms/step | 15.2 samples/s +Step 35140/44000 | Loss: 2.9130 | LR: 5.00e-05 | 1313.7ms/step | 15.2 samples/s +Step 35150/44000 | Loss: 2.9235 | LR: 4.99e-05 | 1315.9ms/step | 15.2 samples/s +Step 35160/44000 | Loss: 2.9283 | LR: 4.98e-05 | 1313.5ms/step | 15.2 samples/s +Step 35170/44000 | Loss: 2.9151 | LR: 4.97e-05 | 1313.1ms/step | 15.2 samples/s +Step 35180/44000 | Loss: 2.9122 | LR: 4.96e-05 | 1311.9ms/step | 15.2 samples/s +Step 35190/44000 | Loss: 2.9234 | LR: 4.95e-05 | 1313.4ms/step | 15.2 samples/s +Step 35200/44000 | Loss: 2.8973 | LR: 4.94e-05 | 1313.0ms/step | 15.2 samples/s +Step 35210/44000 | Loss: 2.9004 | LR: 4.93e-05 | 1319.7ms/step | 15.2 samples/s +Step 35220/44000 | Loss: 2.8889 | LR: 4.91e-05 | 1316.4ms/step | 15.2 samples/s +Step 35230/44000 | Loss: 2.9025 | LR: 4.90e-05 | 1316.3ms/step | 15.2 samples/s +Step 35240/44000 | Loss: 2.9263 | LR: 4.89e-05 | 1314.0ms/step | 15.2 samples/s +Step 35250/44000 | Loss: 2.8977 | LR: 4.88e-05 | 1311.9ms/step | 15.2 samples/s +Validation at step 35250: Loss = 2.9084, Perplexity = 18.33 +Step 35260/44000 | Loss: 2.9012 | LR: 4.87e-05 | 3515.8ms/step | 5.7 samples/s +Step 35270/44000 | Loss: 2.9357 | LR: 4.86e-05 | 1313.9ms/step | 15.2 samples/s +Step 35280/44000 | Loss: 2.9406 | LR: 4.85e-05 | 1317.5ms/step | 15.2 samples/s +Step 35290/44000 | Loss: 2.9158 | LR: 4.84e-05 | 1317.2ms/step | 15.2 samples/s +Step 35300/44000 | Loss: 2.9139 | LR: 4.83e-05 | 1319.4ms/step | 15.2 samples/s +Step 35310/44000 | Loss: 2.9121 | LR: 4.82e-05 | 1318.1ms/step | 15.2 samples/s +Step 35320/44000 | Loss: 2.8855 | LR: 4.81e-05 | 1318.6ms/step | 15.2 samples/s +Step 35330/44000 | Loss: 2.9050 | LR: 4.80e-05 | 1313.8ms/step | 15.2 samples/s +Step 35340/44000 | Loss: 2.8956 | LR: 4.79e-05 | 1310.8ms/step | 15.3 samples/s +Step 35350/44000 | Loss: 2.9322 | LR: 4.77e-05 | 1311.8ms/step | 15.2 samples/s +Step 35360/44000 | Loss: 2.9113 | LR: 4.76e-05 | 1315.0ms/step | 15.2 samples/s +Step 35370/44000 | Loss: 2.8941 | LR: 4.75e-05 | 1318.9ms/step | 15.2 samples/s +Step 35380/44000 | Loss: 2.8946 | LR: 4.74e-05 | 1319.6ms/step | 15.2 samples/s +Step 35390/44000 | Loss: 2.9296 | LR: 4.73e-05 | 1312.1ms/step | 15.2 samples/s +Step 35400/44000 | Loss: 2.9019 | LR: 4.72e-05 | 1312.1ms/step | 15.2 samples/s +Step 35410/44000 | Loss: 2.9281 | LR: 4.71e-05 | 1311.9ms/step | 15.2 samples/s +Step 35420/44000 | Loss: 2.9467 | LR: 4.70e-05 | 1312.8ms/step | 15.2 samples/s +Step 35430/44000 | Loss: 2.9309 | LR: 4.69e-05 | 1310.8ms/step | 15.3 samples/s +Step 35440/44000 | Loss: 2.9303 | LR: 4.68e-05 | 1311.0ms/step | 15.3 samples/s +Step 35450/44000 | Loss: 2.9270 | LR: 4.67e-05 | 1312.2ms/step | 15.2 samples/s +Step 35460/44000 | Loss: 2.9368 | LR: 4.66e-05 | 1314.1ms/step | 15.2 samples/s +Step 35470/44000 | Loss: 2.9171 | LR: 4.65e-05 | 1317.5ms/step | 15.2 samples/s +Step 35480/44000 | Loss: 2.9323 | LR: 4.64e-05 | 1320.0ms/step | 15.2 samples/s +Step 35490/44000 | Loss: 2.9167 | LR: 4.63e-05 | 1316.5ms/step | 15.2 samples/s +Step 35500/44000 | Loss: 2.9357 | LR: 4.62e-05 | 1310.9ms/step | 15.3 samples/s +Validation at step 35500: Loss = 2.9082, Perplexity = 18.32 +Step 35510/44000 | Loss: 2.9238 | LR: 4.61e-05 | 3517.6ms/step | 5.7 samples/s +Step 35520/44000 | Loss: 2.9175 | LR: 4.59e-05 | 1319.0ms/step | 15.2 samples/s +Step 35530/44000 | Loss: 2.9306 | LR: 4.58e-05 | 1317.2ms/step | 15.2 samples/s +Step 35540/44000 | Loss: 2.9434 | LR: 4.57e-05 | 1316.5ms/step | 15.2 samples/s +Step 35550/44000 | Loss: 2.9297 | LR: 4.56e-05 | 1316.0ms/step | 15.2 samples/s +Step 35560/44000 | Loss: 2.9252 | LR: 4.55e-05 | 1316.1ms/step | 15.2 samples/s +Step 35570/44000 | Loss: 2.9576 | LR: 4.54e-05 | 1318.4ms/step | 15.2 samples/s +Step 35580/44000 | Loss: 2.9019 | LR: 4.53e-05 | 1315.5ms/step | 15.2 samples/s +Step 35590/44000 | Loss: 2.9390 | LR: 4.52e-05 | 1314.9ms/step | 15.2 samples/s +Step 35600/44000 | Loss: 2.9457 | LR: 4.51e-05 | 1315.4ms/step | 15.2 samples/s +Step 35610/44000 | Loss: 2.8961 | LR: 4.50e-05 | 1312.3ms/step | 15.2 samples/s +Step 35620/44000 | Loss: 2.9411 | LR: 4.49e-05 | 1314.9ms/step | 15.2 samples/s +Step 35630/44000 | Loss: 2.9149 | LR: 4.48e-05 | 1313.7ms/step | 15.2 samples/s +Step 35640/44000 | Loss: 2.8702 | LR: 4.47e-05 | 1314.4ms/step | 15.2 samples/s +Step 35650/44000 | Loss: 2.9191 | LR: 4.46e-05 | 1319.1ms/step | 15.2 samples/s +Step 35660/44000 | Loss: 2.9464 | LR: 4.45e-05 | 1315.3ms/step | 15.2 samples/s +Step 35670/44000 | Loss: 2.9242 | LR: 4.44e-05 | 1319.4ms/step | 15.2 samples/s +Step 35680/44000 | Loss: 2.9066 | LR: 4.43e-05 | 1317.9ms/step | 15.2 samples/s +Step 35690/44000 | Loss: 2.9176 | LR: 4.42e-05 | 1320.2ms/step | 15.1 samples/s +Step 35700/44000 | Loss: 2.9015 | LR: 4.41e-05 | 1317.2ms/step | 15.2 samples/s +Step 35710/44000 | Loss: 2.9216 | LR: 4.40e-05 | 1317.9ms/step | 15.2 samples/s +Step 35720/44000 | Loss: 2.8928 | LR: 4.39e-05 | 1317.3ms/step | 15.2 samples/s +Step 35730/44000 | Loss: 2.9423 | LR: 4.38e-05 | 1316.0ms/step | 15.2 samples/s +Step 35740/44000 | Loss: 2.8865 | LR: 4.37e-05 | 1314.1ms/step | 15.2 samples/s +Step 35750/44000 | Loss: 2.9061 | LR: 4.36e-05 | 1316.9ms/step | 15.2 samples/s +Validation at step 35750: Loss = 2.9081, Perplexity = 18.32 +Step 35760/44000 | Loss: 2.9351 | LR: 4.35e-05 | 3517.7ms/step | 5.7 samples/s +Step 35770/44000 | Loss: 2.9232 | LR: 4.34e-05 | 1316.0ms/step | 15.2 samples/s +Step 35780/44000 | Loss: 2.9071 | LR: 4.33e-05 | 1313.8ms/step | 15.2 samples/s +Step 35790/44000 | Loss: 2.9176 | LR: 4.32e-05 | 1312.1ms/step | 15.2 samples/s +Step 35800/44000 | Loss: 2.9471 | LR: 4.31e-05 | 1309.2ms/step | 15.3 samples/s +Step 35810/44000 | Loss: 2.9292 | LR: 4.29e-05 | 1310.4ms/step | 15.3 samples/s +Step 35820/44000 | Loss: 2.9185 | LR: 4.28e-05 | 1313.1ms/step | 15.2 samples/s +Step 35830/44000 | Loss: 2.9161 | LR: 4.27e-05 | 1313.3ms/step | 15.2 samples/s +Step 35840/44000 | Loss: 2.9269 | LR: 4.26e-05 | 1312.2ms/step | 15.2 samples/s +Step 35850/44000 | Loss: 2.9382 | LR: 4.25e-05 | 1317.0ms/step | 15.2 samples/s +Step 35860/44000 | Loss: 2.9268 | LR: 4.24e-05 | 1314.9ms/step | 15.2 samples/s +Step 35870/44000 | Loss: 2.9050 | LR: 4.23e-05 | 1315.2ms/step | 15.2 samples/s +Step 35880/44000 | Loss: 2.9253 | LR: 4.22e-05 | 1311.6ms/step | 15.2 samples/s +Step 35890/44000 | Loss: 2.9081 | LR: 4.21e-05 | 1314.4ms/step | 15.2 samples/s +Step 35900/44000 | Loss: 2.8789 | LR: 4.20e-05 | 1320.4ms/step | 15.1 samples/s +Step 35910/44000 | Loss: 2.9129 | LR: 4.19e-05 | 1318.7ms/step | 15.2 samples/s +Step 35920/44000 | Loss: 2.8961 | LR: 4.18e-05 | 1319.5ms/step | 15.2 samples/s +Step 35930/44000 | Loss: 2.9244 | LR: 4.17e-05 | 1320.2ms/step | 15.1 samples/s +Step 35940/44000 | Loss: 2.9397 | LR: 4.16e-05 | 1317.2ms/step | 15.2 samples/s +Step 35950/44000 | Loss: 2.9307 | LR: 4.15e-05 | 1321.8ms/step | 15.1 samples/s +Step 35960/44000 | Loss: 2.9301 | LR: 4.14e-05 | 1319.6ms/step | 15.2 samples/s +Step 35970/44000 | Loss: 2.9229 | LR: 4.13e-05 | 1317.6ms/step | 15.2 samples/s +Step 35980/44000 | Loss: 2.8808 | LR: 4.12e-05 | 1320.0ms/step | 15.2 samples/s +Step 35990/44000 | Loss: 2.9122 | LR: 4.11e-05 | 1320.9ms/step | 15.1 samples/s +Step 36000/44000 | Loss: 2.9187 | LR: 4.10e-05 | 1320.9ms/step | 15.1 samples/s +Validation at step 36000: Loss = 2.9081, Perplexity = 18.32 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-36000 +Step 36010/44000 | Loss: 2.9207 | LR: 4.09e-05 | 3832.0ms/step | 5.2 samples/s +Step 36020/44000 | Loss: 2.9244 | LR: 4.08e-05 | 1317.7ms/step | 15.2 samples/s +Step 36030/44000 | Loss: 2.9177 | LR: 4.07e-05 | 1321.4ms/step | 15.1 samples/s +Step 36040/44000 | Loss: 2.9187 | LR: 4.06e-05 | 1317.5ms/step | 15.2 samples/s +Step 36050/44000 | Loss: 2.9155 | LR: 4.05e-05 | 1319.4ms/step | 15.2 samples/s +Step 36060/44000 | Loss: 2.9161 | LR: 4.04e-05 | 1313.3ms/step | 15.2 samples/s +Step 36070/44000 | Loss: 2.8823 | LR: 4.03e-05 | 1312.5ms/step | 15.2 samples/s +Step 36080/44000 | Loss: 2.9256 | LR: 4.02e-05 | 1310.2ms/step | 15.3 samples/s +Step 36090/44000 | Loss: 2.9094 | LR: 4.01e-05 | 1313.2ms/step | 15.2 samples/s +Step 36100/44000 | Loss: 2.9115 | LR: 4.00e-05 | 1317.6ms/step | 15.2 samples/s +Step 36110/44000 | Loss: 2.9444 | LR: 3.99e-05 | 1317.9ms/step | 15.2 samples/s +Step 36120/44000 | Loss: 2.8869 | LR: 3.98e-05 | 1318.7ms/step | 15.2 samples/s +Step 36130/44000 | Loss: 2.9014 | LR: 3.97e-05 | 1316.9ms/step | 15.2 samples/s +Step 36140/44000 | Loss: 2.9242 | LR: 3.97e-05 | 1318.8ms/step | 15.2 samples/s +Step 36150/44000 | Loss: 2.8987 | LR: 3.96e-05 | 1312.8ms/step | 15.2 samples/s +Step 36160/44000 | Loss: 2.9318 | LR: 3.95e-05 | 1314.7ms/step | 15.2 samples/s +Step 36170/44000 | Loss: 2.9529 | LR: 3.94e-05 | 1318.6ms/step | 15.2 samples/s +Step 36180/44000 | Loss: 2.9400 | LR: 3.93e-05 | 1318.2ms/step | 15.2 samples/s +Step 36190/44000 | Loss: 2.9081 | LR: 3.92e-05 | 1315.6ms/step | 15.2 samples/s +Step 36200/44000 | Loss: 2.9241 | LR: 3.91e-05 | 1311.4ms/step | 15.3 samples/s +Step 36210/44000 | Loss: 2.9299 | LR: 3.90e-05 | 1312.8ms/step | 15.2 samples/s +Step 36220/44000 | Loss: 2.9288 | LR: 3.89e-05 | 1314.9ms/step | 15.2 samples/s +Step 36230/44000 | Loss: 2.8911 | LR: 3.88e-05 | 1315.4ms/step | 15.2 samples/s +Step 36240/44000 | Loss: 2.9202 | LR: 3.87e-05 | 1311.7ms/step | 15.2 samples/s +Step 36250/44000 | Loss: 2.9366 | LR: 3.86e-05 | 1311.8ms/step | 15.2 samples/s +Validation at step 36250: Loss = 2.9079, Perplexity = 18.32 +Step 36260/44000 | Loss: 2.8848 | LR: 3.85e-05 | 3520.9ms/step | 5.7 samples/s +Step 36270/44000 | Loss: 2.8853 | LR: 3.84e-05 | 1319.0ms/step | 15.2 samples/s +Step 36280/44000 | Loss: 2.8979 | LR: 3.83e-05 | 1318.2ms/step | 15.2 samples/s +Step 36290/44000 | Loss: 2.9144 | LR: 3.82e-05 | 1312.8ms/step | 15.2 samples/s +Step 36300/44000 | Loss: 2.9137 | LR: 3.81e-05 | 1308.2ms/step | 15.3 samples/s +Step 36310/44000 | Loss: 2.8932 | LR: 3.80e-05 | 1309.8ms/step | 15.3 samples/s +Step 36320/44000 | Loss: 2.8947 | LR: 3.79e-05 | 1312.2ms/step | 15.2 samples/s +Step 36330/44000 | Loss: 2.8802 | LR: 3.78e-05 | 1314.6ms/step | 15.2 samples/s +Step 36340/44000 | Loss: 2.9106 | LR: 3.77e-05 | 1319.8ms/step | 15.2 samples/s +Step 36350/44000 | Loss: 2.9366 | LR: 3.76e-05 | 1319.1ms/step | 15.2 samples/s +Step 36360/44000 | Loss: 2.9288 | LR: 3.75e-05 | 1320.3ms/step | 15.1 samples/s +Step 36370/44000 | Loss: 2.9331 | LR: 3.74e-05 | 1314.0ms/step | 15.2 samples/s +Step 36380/44000 | Loss: 2.9097 | LR: 3.73e-05 | 1315.8ms/step | 15.2 samples/s +Step 36390/44000 | Loss: 2.9209 | LR: 3.72e-05 | 1316.3ms/step | 15.2 samples/s +Step 36400/44000 | Loss: 2.9369 | LR: 3.71e-05 | 1316.2ms/step | 15.2 samples/s +Step 36410/44000 | Loss: 2.9270 | LR: 3.70e-05 | 1313.6ms/step | 15.2 samples/s +Step 36420/44000 | Loss: 2.9368 | LR: 3.69e-05 | 1314.0ms/step | 15.2 samples/s +Step 36430/44000 | Loss: 2.9301 | LR: 3.69e-05 | 1315.4ms/step | 15.2 samples/s +Step 36440/44000 | Loss: 2.9212 | LR: 3.68e-05 | 1314.7ms/step | 15.2 samples/s +Step 36450/44000 | Loss: 2.8920 | LR: 3.67e-05 | 1315.3ms/step | 15.2 samples/s +Step 36460/44000 | Loss: 2.8882 | LR: 3.66e-05 | 1317.8ms/step | 15.2 samples/s +Step 36470/44000 | Loss: 2.9161 | LR: 3.65e-05 | 1319.6ms/step | 15.2 samples/s +Step 36480/44000 | Loss: 2.9314 | LR: 3.64e-05 | 1322.3ms/step | 15.1 samples/s +Step 36490/44000 | Loss: 2.9124 | LR: 3.63e-05 | 1320.4ms/step | 15.1 samples/s +Step 36500/44000 | Loss: 2.9236 | LR: 3.62e-05 | 1316.2ms/step | 15.2 samples/s +Validation at step 36500: Loss = 2.9077, Perplexity = 18.32 +Step 36510/44000 | Loss: 2.9359 | LR: 3.61e-05 | 3517.9ms/step | 5.7 samples/s +Step 36520/44000 | Loss: 2.9684 | LR: 3.60e-05 | 1313.1ms/step | 15.2 samples/s +Step 36530/44000 | Loss: 2.8891 | LR: 3.59e-05 | 1313.6ms/step | 15.2 samples/s +Step 36540/44000 | Loss: 2.8967 | LR: 3.58e-05 | 1313.9ms/step | 15.2 samples/s +Step 36550/44000 | Loss: 2.9328 | LR: 3.57e-05 | 1315.8ms/step | 15.2 samples/s +Step 36560/44000 | Loss: 2.8889 | LR: 3.56e-05 | 1312.6ms/step | 15.2 samples/s +Step 36570/44000 | Loss: 2.9318 | LR: 3.55e-05 | 1314.7ms/step | 15.2 samples/s +Step 36580/44000 | Loss: 2.9202 | LR: 3.54e-05 | 1314.4ms/step | 15.2 samples/s +Step 36590/44000 | Loss: 2.9200 | LR: 3.53e-05 | 1312.5ms/step | 15.2 samples/s +Step 36600/44000 | Loss: 2.9168 | LR: 3.53e-05 | 1311.0ms/step | 15.3 samples/s +Step 36610/44000 | Loss: 2.9457 | LR: 3.52e-05 | 1313.6ms/step | 15.2 samples/s +Step 36620/44000 | Loss: 2.9494 | LR: 3.51e-05 | 1315.9ms/step | 15.2 samples/s +Step 36630/44000 | Loss: 2.8813 | LR: 3.50e-05 | 1317.4ms/step | 15.2 samples/s +Step 36640/44000 | Loss: 2.9306 | LR: 3.49e-05 | 1315.8ms/step | 15.2 samples/s +Step 36650/44000 | Loss: 2.9098 | LR: 3.48e-05 | 1318.4ms/step | 15.2 samples/s +Step 36660/44000 | Loss: 2.9055 | LR: 3.47e-05 | 1315.6ms/step | 15.2 samples/s +Step 36670/44000 | Loss: 2.9246 | LR: 3.46e-05 | 1314.4ms/step | 15.2 samples/s +Step 36680/44000 | Loss: 2.9044 | LR: 3.45e-05 | 1314.7ms/step | 15.2 samples/s +Step 36690/44000 | Loss: 2.9217 | LR: 3.44e-05 | 1317.2ms/step | 15.2 samples/s +Step 36700/44000 | Loss: 2.9525 | LR: 3.43e-05 | 1316.0ms/step | 15.2 samples/s +Step 36710/44000 | Loss: 2.9308 | LR: 3.42e-05 | 1314.2ms/step | 15.2 samples/s +Step 36720/44000 | Loss: 2.9163 | LR: 3.41e-05 | 1313.5ms/step | 15.2 samples/s +Step 36730/44000 | Loss: 2.8973 | LR: 3.41e-05 | 1313.3ms/step | 15.2 samples/s +Step 36740/44000 | Loss: 2.9428 | LR: 3.40e-05 | 1311.4ms/step | 15.3 samples/s +Step 36750/44000 | Loss: 2.9212 | LR: 3.39e-05 | 1317.5ms/step | 15.2 samples/s +Validation at step 36750: Loss = 2.9075, Perplexity = 18.31 +Step 36760/44000 | Loss: 2.9502 | LR: 3.38e-05 | 3511.8ms/step | 5.7 samples/s +Step 36770/44000 | Loss: 2.9253 | LR: 3.37e-05 | 1310.4ms/step | 15.3 samples/s +Step 36780/44000 | Loss: 2.9366 | LR: 3.36e-05 | 1311.0ms/step | 15.3 samples/s +Step 36790/44000 | Loss: 2.8977 | LR: 3.35e-05 | 1309.9ms/step | 15.3 samples/s +Step 36800/44000 | Loss: 2.8959 | LR: 3.34e-05 | 1314.1ms/step | 15.2 samples/s +Step 36810/44000 | Loss: 2.9040 | LR: 3.33e-05 | 1311.1ms/step | 15.3 samples/s +Step 36820/44000 | Loss: 2.9215 | LR: 3.32e-05 | 1314.2ms/step | 15.2 samples/s +Step 36830/44000 | Loss: 2.9199 | LR: 3.31e-05 | 1315.3ms/step | 15.2 samples/s +Step 36840/44000 | Loss: 2.8932 | LR: 3.31e-05 | 1319.3ms/step | 15.2 samples/s +Step 36850/44000 | Loss: 2.9220 | LR: 3.30e-05 | 1313.3ms/step | 15.2 samples/s +Step 36860/44000 | Loss: 2.9253 | LR: 3.29e-05 | 1309.6ms/step | 15.3 samples/s +Step 36870/44000 | Loss: 2.9007 | LR: 3.28e-05 | 1308.2ms/step | 15.3 samples/s +Step 36880/44000 | Loss: 2.8917 | LR: 3.27e-05 | 1309.7ms/step | 15.3 samples/s +Step 36890/44000 | Loss: 2.9449 | LR: 3.26e-05 | 1309.2ms/step | 15.3 samples/s +Step 36900/44000 | Loss: 2.9116 | LR: 3.25e-05 | 1311.4ms/step | 15.3 samples/s +Step 36910/44000 | Loss: 2.8969 | LR: 3.24e-05 | 1309.5ms/step | 15.3 samples/s +Step 36920/44000 | Loss: 2.8987 | LR: 3.23e-05 | 1314.1ms/step | 15.2 samples/s +Step 36930/44000 | Loss: 2.9300 | LR: 3.22e-05 | 1315.8ms/step | 15.2 samples/s +Step 36940/44000 | Loss: 2.9003 | LR: 3.22e-05 | 1314.6ms/step | 15.2 samples/s +Step 36950/44000 | Loss: 2.9150 | LR: 3.21e-05 | 1318.9ms/step | 15.2 samples/s +Step 36960/44000 | Loss: 2.9207 | LR: 3.20e-05 | 1317.4ms/step | 15.2 samples/s +Step 36970/44000 | Loss: 2.9134 | LR: 3.19e-05 | 1314.4ms/step | 15.2 samples/s +Step 36980/44000 | Loss: 2.9313 | LR: 3.18e-05 | 1314.7ms/step | 15.2 samples/s +Step 36990/44000 | Loss: 2.9107 | LR: 3.17e-05 | 1316.3ms/step | 15.2 samples/s +Step 37000/44000 | Loss: 2.9026 | LR: 3.16e-05 | 1313.1ms/step | 15.2 samples/s +Validation at step 37000: Loss = 2.9078, Perplexity = 18.32 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-37000 +Step 37010/44000 | Loss: 2.9282 | LR: 3.15e-05 | 3837.6ms/step | 5.2 samples/s +Step 37020/44000 | Loss: 2.9042 | LR: 3.15e-05 | 1320.1ms/step | 15.1 samples/s +Step 37030/44000 | Loss: 2.9473 | LR: 3.14e-05 | 1324.5ms/step | 15.1 samples/s +Step 37040/44000 | Loss: 2.9023 | LR: 3.13e-05 | 1320.7ms/step | 15.1 samples/s +Step 37050/44000 | Loss: 2.9048 | LR: 3.12e-05 | 1321.9ms/step | 15.1 samples/s +Step 37060/44000 | Loss: 2.9066 | LR: 3.11e-05 | 1320.6ms/step | 15.1 samples/s +Step 37070/44000 | Loss: 2.9335 | LR: 3.10e-05 | 1321.9ms/step | 15.1 samples/s +Step 37080/44000 | Loss: 2.9239 | LR: 3.09e-05 | 1319.1ms/step | 15.2 samples/s +Step 37090/44000 | Loss: 2.9403 | LR: 3.08e-05 | 1319.0ms/step | 15.2 samples/s +Step 37100/44000 | Loss: 2.9045 | LR: 3.07e-05 | 1318.5ms/step | 15.2 samples/s +Step 37110/44000 | Loss: 2.8945 | LR: 3.07e-05 | 1320.8ms/step | 15.1 samples/s +Step 37120/44000 | Loss: 2.8761 | LR: 3.06e-05 | 1320.7ms/step | 15.1 samples/s +Step 37130/44000 | Loss: 2.9176 | LR: 3.05e-05 | 1320.2ms/step | 15.1 samples/s +Step 37140/44000 | Loss: 2.9163 | LR: 3.04e-05 | 1317.1ms/step | 15.2 samples/s +Step 37150/44000 | Loss: 2.9149 | LR: 3.03e-05 | 1315.3ms/step | 15.2 samples/s +Step 37160/44000 | Loss: 2.9100 | LR: 3.02e-05 | 1317.1ms/step | 15.2 samples/s +Step 37170/44000 | Loss: 2.9075 | LR: 3.01e-05 | 1317.6ms/step | 15.2 samples/s +Step 37180/44000 | Loss: 2.9287 | LR: 3.01e-05 | 1314.8ms/step | 15.2 samples/s +Step 37190/44000 | Loss: 2.8902 | LR: 3.00e-05 | 1314.0ms/step | 15.2 samples/s +Step 37200/44000 | Loss: 2.9370 | LR: 2.99e-05 | 1314.5ms/step | 15.2 samples/s +Step 37210/44000 | Loss: 2.9200 | LR: 2.98e-05 | 1320.8ms/step | 15.1 samples/s +Step 37220/44000 | Loss: 2.9062 | LR: 2.97e-05 | 1319.5ms/step | 15.2 samples/s +Step 37230/44000 | Loss: 2.9286 | LR: 2.96e-05 | 1323.2ms/step | 15.1 samples/s +Step 37240/44000 | Loss: 2.9235 | LR: 2.95e-05 | 1316.5ms/step | 15.2 samples/s +Step 37250/44000 | Loss: 2.9047 | LR: 2.95e-05 | 1315.6ms/step | 15.2 samples/s +Validation at step 37250: Loss = 2.9074, Perplexity = 18.31 +Step 37260/44000 | Loss: 2.8836 | LR: 2.94e-05 | 3522.6ms/step | 5.7 samples/s +Step 37270/44000 | Loss: 2.9322 | LR: 2.93e-05 | 1320.2ms/step | 15.1 samples/s +Step 37280/44000 | Loss: 2.9241 | LR: 2.92e-05 | 1321.3ms/step | 15.1 samples/s +Step 37290/44000 | Loss: 2.9297 | LR: 2.91e-05 | 1318.1ms/step | 15.2 samples/s +Step 37300/44000 | Loss: 2.9151 | LR: 2.90e-05 | 1319.5ms/step | 15.2 samples/s +Step 37310/44000 | Loss: 2.8916 | LR: 2.89e-05 | 1316.5ms/step | 15.2 samples/s +Step 37320/44000 | Loss: 2.9242 | LR: 2.89e-05 | 1316.6ms/step | 15.2 samples/s +Step 37330/44000 | Loss: 2.9227 | LR: 2.88e-05 | 1323.4ms/step | 15.1 samples/s +Step 37340/44000 | Loss: 2.9337 | LR: 2.87e-05 | 1318.4ms/step | 15.2 samples/s +Step 37350/44000 | Loss: 2.9167 | LR: 2.86e-05 | 1319.3ms/step | 15.2 samples/s +Step 37360/44000 | Loss: 2.9147 | LR: 2.85e-05 | 1319.2ms/step | 15.2 samples/s +Step 37370/44000 | Loss: 2.9308 | LR: 2.84e-05 | 1319.0ms/step | 15.2 samples/s +Step 37380/44000 | Loss: 2.8980 | LR: 2.84e-05 | 1317.7ms/step | 15.2 samples/s +Step 37390/44000 | Loss: 2.9096 | LR: 2.83e-05 | 1316.0ms/step | 15.2 samples/s +Step 37400/44000 | Loss: 2.8816 | LR: 2.82e-05 | 1320.3ms/step | 15.1 samples/s +Step 37410/44000 | Loss: 2.8760 | LR: 2.81e-05 | 1319.5ms/step | 15.2 samples/s +Step 37420/44000 | Loss: 2.9402 | LR: 2.80e-05 | 1318.1ms/step | 15.2 samples/s +Step 37430/44000 | Loss: 2.8733 | LR: 2.79e-05 | 1322.2ms/step | 15.1 samples/s +Step 37440/44000 | Loss: 2.9348 | LR: 2.78e-05 | 1317.9ms/step | 15.2 samples/s +Step 37450/44000 | Loss: 2.9241 | LR: 2.78e-05 | 1318.9ms/step | 15.2 samples/s +Step 37460/44000 | Loss: 2.9214 | LR: 2.77e-05 | 1315.6ms/step | 15.2 samples/s +Step 37470/44000 | Loss: 2.9208 | LR: 2.76e-05 | 1316.1ms/step | 15.2 samples/s +Step 37480/44000 | Loss: 2.9095 | LR: 2.75e-05 | 1315.2ms/step | 15.2 samples/s +Step 37490/44000 | Loss: 2.9019 | LR: 2.74e-05 | 1317.3ms/step | 15.2 samples/s +Step 37500/44000 | Loss: 2.9354 | LR: 2.74e-05 | 1319.2ms/step | 15.2 samples/s +Validation at step 37500: Loss = 2.9073, Perplexity = 18.31 +Step 37510/44000 | Loss: 2.9259 | LR: 2.73e-05 | 3524.1ms/step | 5.7 samples/s +Step 37520/44000 | Loss: 2.9130 | LR: 2.72e-05 | 1318.5ms/step | 15.2 samples/s +Step 37530/44000 | Loss: 2.9232 | LR: 2.71e-05 | 1317.6ms/step | 15.2 samples/s +Step 37540/44000 | Loss: 2.9155 | LR: 2.70e-05 | 1318.9ms/step | 15.2 samples/s +Step 37550/44000 | Loss: 2.9202 | LR: 2.69e-05 | 1324.1ms/step | 15.1 samples/s +Step 37560/44000 | Loss: 2.9149 | LR: 2.69e-05 | 1327.6ms/step | 15.1 samples/s +Step 37570/44000 | Loss: 2.9343 | LR: 2.68e-05 | 1324.4ms/step | 15.1 samples/s +Step 37580/44000 | Loss: 2.8855 | LR: 2.67e-05 | 1325.1ms/step | 15.1 samples/s +Step 37590/44000 | Loss: 2.9224 | LR: 2.66e-05 | 1324.1ms/step | 15.1 samples/s +Step 37600/44000 | Loss: 2.9305 | LR: 2.65e-05 | 1326.4ms/step | 15.1 samples/s +Step 37610/44000 | Loss: 2.9011 | LR: 2.65e-05 | 1322.4ms/step | 15.1 samples/s +Step 37620/44000 | Loss: 2.8992 | LR: 2.64e-05 | 1322.2ms/step | 15.1 samples/s +Step 37630/44000 | Loss: 2.8930 | LR: 2.63e-05 | 1321.1ms/step | 15.1 samples/s +Step 37640/44000 | Loss: 2.9132 | LR: 2.62e-05 | 1320.0ms/step | 15.2 samples/s +Step 37650/44000 | Loss: 2.9210 | LR: 2.61e-05 | 1316.8ms/step | 15.2 samples/s +Step 37660/44000 | Loss: 2.9264 | LR: 2.60e-05 | 1317.3ms/step | 15.2 samples/s +Step 37670/44000 | Loss: 2.9406 | LR: 2.60e-05 | 1321.8ms/step | 15.1 samples/s +Step 37680/44000 | Loss: 2.9265 | LR: 2.59e-05 | 1320.6ms/step | 15.1 samples/s +Step 37690/44000 | Loss: 2.9210 | LR: 2.58e-05 | 1323.6ms/step | 15.1 samples/s +Step 37700/44000 | Loss: 2.9105 | LR: 2.57e-05 | 1319.9ms/step | 15.2 samples/s +Step 37710/44000 | Loss: 2.9089 | LR: 2.56e-05 | 1317.4ms/step | 15.2 samples/s +Step 37720/44000 | Loss: 2.9170 | LR: 2.56e-05 | 1319.8ms/step | 15.2 samples/s +Step 37730/44000 | Loss: 2.9012 | LR: 2.55e-05 | 1321.0ms/step | 15.1 samples/s +Step 37740/44000 | Loss: 2.9034 | LR: 2.54e-05 | 1321.9ms/step | 15.1 samples/s +Step 37750/44000 | Loss: 2.9166 | LR: 2.53e-05 | 1322.3ms/step | 15.1 samples/s +Validation at step 37750: Loss = 2.9072, Perplexity = 18.30 +Step 37760/44000 | Loss: 2.9261 | LR: 2.52e-05 | 3534.9ms/step | 5.7 samples/s +Step 37770/44000 | Loss: 2.9237 | LR: 2.52e-05 | 1319.3ms/step | 15.2 samples/s +Step 37780/44000 | Loss: 2.9097 | LR: 2.51e-05 | 1322.7ms/step | 15.1 samples/s +Step 37790/44000 | Loss: 2.9173 | LR: 2.50e-05 | 1319.4ms/step | 15.2 samples/s +Step 37800/44000 | Loss: 2.9224 | LR: 2.49e-05 | 1320.1ms/step | 15.2 samples/s +Step 37810/44000 | Loss: 2.8778 | LR: 2.48e-05 | 1319.4ms/step | 15.2 samples/s +Step 37820/44000 | Loss: 2.9132 | LR: 2.48e-05 | 1320.1ms/step | 15.2 samples/s +Step 37830/44000 | Loss: 2.9141 | LR: 2.47e-05 | 1319.4ms/step | 15.2 samples/s +Step 37840/44000 | Loss: 2.9275 | LR: 2.46e-05 | 1314.7ms/step | 15.2 samples/s +Step 37850/44000 | Loss: 2.9294 | LR: 2.45e-05 | 1317.4ms/step | 15.2 samples/s +Step 37860/44000 | Loss: 2.9175 | LR: 2.45e-05 | 1316.9ms/step | 15.2 samples/s +Step 37870/44000 | Loss: 2.9153 | LR: 2.44e-05 | 1323.4ms/step | 15.1 samples/s +Step 37880/44000 | Loss: 2.8979 | LR: 2.43e-05 | 1320.0ms/step | 15.2 samples/s +Step 37890/44000 | Loss: 2.8978 | LR: 2.42e-05 | 1314.5ms/step | 15.2 samples/s +Step 37900/44000 | Loss: 2.9410 | LR: 2.41e-05 | 1314.3ms/step | 15.2 samples/s +Step 37910/44000 | Loss: 2.9153 | LR: 2.41e-05 | 1314.2ms/step | 15.2 samples/s +Step 37920/44000 | Loss: 2.9028 | LR: 2.40e-05 | 1316.0ms/step | 15.2 samples/s +Step 37930/44000 | Loss: 2.9071 | LR: 2.39e-05 | 1318.7ms/step | 15.2 samples/s +Step 37940/44000 | Loss: 2.9041 | LR: 2.38e-05 | 1318.7ms/step | 15.2 samples/s +Step 37950/44000 | Loss: 2.9340 | LR: 2.38e-05 | 1318.8ms/step | 15.2 samples/s +Step 37960/44000 | Loss: 2.9016 | LR: 2.37e-05 | 1320.1ms/step | 15.2 samples/s +Step 37970/44000 | Loss: 2.8960 | LR: 2.36e-05 | 1318.1ms/step | 15.2 samples/s +Step 37980/44000 | Loss: 2.9412 | LR: 2.35e-05 | 1315.8ms/step | 15.2 samples/s +Step 37990/44000 | Loss: 2.9173 | LR: 2.34e-05 | 1317.8ms/step | 15.2 samples/s +Step 38000/44000 | Loss: 2.9172 | LR: 2.34e-05 | 1319.1ms/step | 15.2 samples/s +Validation at step 38000: Loss = 2.9073, Perplexity = 18.31 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-38000 +Step 38010/44000 | Loss: 2.9060 | LR: 2.33e-05 | 3841.4ms/step | 5.2 samples/s +Step 38020/44000 | Loss: 2.8957 | LR: 2.32e-05 | 1313.8ms/step | 15.2 samples/s +Step 38030/44000 | Loss: 2.8900 | LR: 2.31e-05 | 1315.3ms/step | 15.2 samples/s +Step 38040/44000 | Loss: 2.9097 | LR: 2.31e-05 | 1317.1ms/step | 15.2 samples/s +Step 38050/44000 | Loss: 2.9353 | LR: 2.30e-05 | 1318.7ms/step | 15.2 samples/s +Step 38060/44000 | Loss: 2.8999 | LR: 2.29e-05 | 1319.7ms/step | 15.2 samples/s +Step 38070/44000 | Loss: 2.9026 | LR: 2.28e-05 | 1317.8ms/step | 15.2 samples/s +Step 38080/44000 | Loss: 2.9261 | LR: 2.28e-05 | 1319.7ms/step | 15.2 samples/s +Step 38090/44000 | Loss: 2.9297 | LR: 2.27e-05 | 1317.5ms/step | 15.2 samples/s +Step 38100/44000 | Loss: 2.9335 | LR: 2.26e-05 | 1315.3ms/step | 15.2 samples/s +Step 38110/44000 | Loss: 2.9119 | LR: 2.25e-05 | 1316.3ms/step | 15.2 samples/s +Step 38120/44000 | Loss: 2.8995 | LR: 2.25e-05 | 1314.4ms/step | 15.2 samples/s +Step 38130/44000 | Loss: 2.9434 | LR: 2.24e-05 | 1317.5ms/step | 15.2 samples/s +Step 38140/44000 | Loss: 2.9293 | LR: 2.23e-05 | 1318.6ms/step | 15.2 samples/s +Step 38150/44000 | Loss: 2.8997 | LR: 2.22e-05 | 1316.8ms/step | 15.2 samples/s +Step 38160/44000 | Loss: 2.9289 | LR: 2.22e-05 | 1315.6ms/step | 15.2 samples/s +Step 38170/44000 | Loss: 2.9178 | LR: 2.21e-05 | 1316.0ms/step | 15.2 samples/s +Step 38180/44000 | Loss: 2.9075 | LR: 2.20e-05 | 1315.9ms/step | 15.2 samples/s +Step 38190/44000 | Loss: 2.8986 | LR: 2.19e-05 | 1316.0ms/step | 15.2 samples/s +Step 38200/44000 | Loss: 2.9260 | LR: 2.19e-05 | 1314.4ms/step | 15.2 samples/s +Step 38210/44000 | Loss: 2.9401 | LR: 2.18e-05 | 1314.2ms/step | 15.2 samples/s +Step 38220/44000 | Loss: 2.9017 | LR: 2.17e-05 | 1313.5ms/step | 15.2 samples/s +Step 38230/44000 | Loss: 2.8906 | LR: 2.16e-05 | 1313.9ms/step | 15.2 samples/s +Step 38240/44000 | Loss: 2.9048 | LR: 2.16e-05 | 1317.4ms/step | 15.2 samples/s +Step 38250/44000 | Loss: 2.9264 | LR: 2.15e-05 | 1316.2ms/step | 15.2 samples/s +Validation at step 38250: Loss = 2.9068, Perplexity = 18.30 +Step 38260/44000 | Loss: 2.9201 | LR: 2.14e-05 | 3521.2ms/step | 5.7 samples/s +Step 38270/44000 | Loss: 2.9407 | LR: 2.13e-05 | 1318.2ms/step | 15.2 samples/s +Step 38280/44000 | Loss: 2.9221 | LR: 2.13e-05 | 1317.9ms/step | 15.2 samples/s +Step 38290/44000 | Loss: 2.9251 | LR: 2.12e-05 | 1317.9ms/step | 15.2 samples/s +Step 38300/44000 | Loss: 2.9480 | LR: 2.11e-05 | 1317.9ms/step | 15.2 samples/s +Step 38310/44000 | Loss: 2.9089 | LR: 2.11e-05 | 1319.6ms/step | 15.2 samples/s +Step 38320/44000 | Loss: 2.9076 | LR: 2.10e-05 | 1321.0ms/step | 15.1 samples/s +Step 38330/44000 | Loss: 2.9417 | LR: 2.09e-05 | 1317.2ms/step | 15.2 samples/s +Step 38340/44000 | Loss: 2.9060 | LR: 2.08e-05 | 1316.6ms/step | 15.2 samples/s +Step 38350/44000 | Loss: 2.9204 | LR: 2.08e-05 | 1317.4ms/step | 15.2 samples/s +Step 38360/44000 | Loss: 2.9137 | LR: 2.07e-05 | 1317.6ms/step | 15.2 samples/s +Step 38370/44000 | Loss: 2.9571 | LR: 2.06e-05 | 1319.6ms/step | 15.2 samples/s +Step 38380/44000 | Loss: 2.8971 | LR: 2.05e-05 | 1322.1ms/step | 15.1 samples/s +Step 38390/44000 | Loss: 2.9011 | LR: 2.05e-05 | 1317.7ms/step | 15.2 samples/s +Step 38400/44000 | Loss: 2.9414 | LR: 2.04e-05 | 1318.7ms/step | 15.2 samples/s +Step 38410/44000 | Loss: 2.9247 | LR: 2.03e-05 | 1319.1ms/step | 15.2 samples/s +Step 38420/44000 | Loss: 2.8979 | LR: 2.03e-05 | 1317.9ms/step | 15.2 samples/s +Step 38430/44000 | Loss: 2.9451 | LR: 2.02e-05 | 1320.0ms/step | 15.2 samples/s +Step 38440/44000 | Loss: 2.9285 | LR: 2.01e-05 | 1319.6ms/step | 15.2 samples/s +Step 38450/44000 | Loss: 2.9480 | LR: 2.00e-05 | 1320.9ms/step | 15.1 samples/s +Step 38460/44000 | Loss: 2.9192 | LR: 2.00e-05 | 1319.0ms/step | 15.2 samples/s +Step 38470/44000 | Loss: 2.9033 | LR: 1.99e-05 | 1318.0ms/step | 15.2 samples/s +Step 38480/44000 | Loss: 2.9471 | LR: 1.98e-05 | 1320.4ms/step | 15.1 samples/s +Step 38490/44000 | Loss: 2.9149 | LR: 1.98e-05 | 1318.1ms/step | 15.2 samples/s +Step 38500/44000 | Loss: 2.8863 | LR: 1.97e-05 | 1317.7ms/step | 15.2 samples/s +Validation at step 38500: Loss = 2.9072, Perplexity = 18.31 +Step 38510/44000 | Loss: 2.9188 | LR: 1.96e-05 | 3525.1ms/step | 5.7 samples/s +Step 38520/44000 | Loss: 2.8980 | LR: 1.95e-05 | 1319.4ms/step | 15.2 samples/s +Step 38530/44000 | Loss: 2.9205 | LR: 1.95e-05 | 1313.2ms/step | 15.2 samples/s +Step 38540/44000 | Loss: 2.9497 | LR: 1.94e-05 | 1315.2ms/step | 15.2 samples/s +Step 38550/44000 | Loss: 2.8979 | LR: 1.93e-05 | 1314.0ms/step | 15.2 samples/s +Step 38560/44000 | Loss: 2.9414 | LR: 1.93e-05 | 1320.3ms/step | 15.1 samples/s +Step 38570/44000 | Loss: 2.9190 | LR: 1.92e-05 | 1321.8ms/step | 15.1 samples/s +Step 38580/44000 | Loss: 2.9307 | LR: 1.91e-05 | 1319.4ms/step | 15.2 samples/s +Step 38590/44000 | Loss: 2.9283 | LR: 1.91e-05 | 1319.1ms/step | 15.2 samples/s +Step 38600/44000 | Loss: 2.9024 | LR: 1.90e-05 | 1316.3ms/step | 15.2 samples/s +Step 38610/44000 | Loss: 2.9280 | LR: 1.89e-05 | 1313.6ms/step | 15.2 samples/s +Step 38620/44000 | Loss: 2.9343 | LR: 1.88e-05 | 1312.7ms/step | 15.2 samples/s +Step 38630/44000 | Loss: 2.9291 | LR: 1.88e-05 | 1317.4ms/step | 15.2 samples/s +Step 38640/44000 | Loss: 2.9285 | LR: 1.87e-05 | 1318.7ms/step | 15.2 samples/s +Step 38650/44000 | Loss: 2.9042 | LR: 1.86e-05 | 1318.7ms/step | 15.2 samples/s +Step 38660/44000 | Loss: 2.9149 | LR: 1.86e-05 | 1316.3ms/step | 15.2 samples/s +Step 38670/44000 | Loss: 2.9203 | LR: 1.85e-05 | 1314.5ms/step | 15.2 samples/s +Step 38680/44000 | Loss: 2.9527 | LR: 1.84e-05 | 1313.7ms/step | 15.2 samples/s +Step 38690/44000 | Loss: 2.9075 | LR: 1.84e-05 | 1312.3ms/step | 15.2 samples/s +Step 38700/44000 | Loss: 2.9176 | LR: 1.83e-05 | 1312.8ms/step | 15.2 samples/s +Step 38710/44000 | Loss: 2.9080 | LR: 1.82e-05 | 1311.8ms/step | 15.2 samples/s +Step 38720/44000 | Loss: 2.9134 | LR: 1.82e-05 | 1314.0ms/step | 15.2 samples/s +Step 38730/44000 | Loss: 2.8838 | LR: 1.81e-05 | 1316.4ms/step | 15.2 samples/s +Step 38740/44000 | Loss: 2.9040 | LR: 1.80e-05 | 1314.4ms/step | 15.2 samples/s +Step 38750/44000 | Loss: 2.9242 | LR: 1.80e-05 | 1314.3ms/step | 15.2 samples/s +Validation at step 38750: Loss = 2.9068, Perplexity = 18.30 +Step 38760/44000 | Loss: 2.9168 | LR: 1.79e-05 | 3515.3ms/step | 5.7 samples/s +Step 38770/44000 | Loss: 2.8703 | LR: 1.78e-05 | 1315.5ms/step | 15.2 samples/s +Step 38780/44000 | Loss: 2.9476 | LR: 1.78e-05 | 1313.1ms/step | 15.2 samples/s +Step 38790/44000 | Loss: 2.9104 | LR: 1.77e-05 | 1312.3ms/step | 15.2 samples/s +Step 38800/44000 | Loss: 2.9236 | LR: 1.76e-05 | 1318.0ms/step | 15.2 samples/s +Step 38810/44000 | Loss: 2.9287 | LR: 1.76e-05 | 1318.0ms/step | 15.2 samples/s +Step 38820/44000 | Loss: 2.9118 | LR: 1.75e-05 | 1316.2ms/step | 15.2 samples/s +Step 38830/44000 | Loss: 2.9213 | LR: 1.74e-05 | 1319.8ms/step | 15.2 samples/s +Step 38840/44000 | Loss: 2.8997 | LR: 1.74e-05 | 1315.5ms/step | 15.2 samples/s +Step 38850/44000 | Loss: 2.9327 | LR: 1.73e-05 | 1315.9ms/step | 15.2 samples/s +Step 38860/44000 | Loss: 2.9641 | LR: 1.72e-05 | 1316.2ms/step | 15.2 samples/s +Step 38870/44000 | Loss: 2.9199 | LR: 1.72e-05 | 1316.3ms/step | 15.2 samples/s +Step 38880/44000 | Loss: 2.9089 | LR: 1.71e-05 | 1320.7ms/step | 15.1 samples/s +Step 38890/44000 | Loss: 2.9075 | LR: 1.70e-05 | 1311.7ms/step | 15.2 samples/s +Step 38900/44000 | Loss: 2.9051 | LR: 1.70e-05 | 1315.5ms/step | 15.2 samples/s +Step 38910/44000 | Loss: 2.9258 | LR: 1.69e-05 | 1314.9ms/step | 15.2 samples/s +Step 38920/44000 | Loss: 2.9319 | LR: 1.68e-05 | 1312.3ms/step | 15.2 samples/s +Step 38930/44000 | Loss: 2.9083 | LR: 1.68e-05 | 1314.6ms/step | 15.2 samples/s +Step 38940/44000 | Loss: 2.9308 | LR: 1.67e-05 | 1313.6ms/step | 15.2 samples/s +Step 38950/44000 | Loss: 2.9260 | LR: 1.66e-05 | 1314.0ms/step | 15.2 samples/s +Step 38960/44000 | Loss: 2.9121 | LR: 1.66e-05 | 1312.9ms/step | 15.2 samples/s +Step 38970/44000 | Loss: 2.9172 | LR: 1.65e-05 | 1317.1ms/step | 15.2 samples/s +Step 38980/44000 | Loss: 2.9097 | LR: 1.64e-05 | 1314.5ms/step | 15.2 samples/s +Step 38990/44000 | Loss: 2.9207 | LR: 1.64e-05 | 1313.7ms/step | 15.2 samples/s +Step 39000/44000 | Loss: 2.9122 | LR: 1.63e-05 | 1313.2ms/step | 15.2 samples/s +Validation at step 39000: Loss = 2.9068, Perplexity = 18.30 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-39000 +Step 39010/44000 | Loss: 2.9261 | LR: 1.62e-05 | 3830.6ms/step | 5.2 samples/s +Step 39020/44000 | Loss: 2.9115 | LR: 1.62e-05 | 1321.9ms/step | 15.1 samples/s +Step 39030/44000 | Loss: 2.8963 | LR: 1.61e-05 | 1320.7ms/step | 15.1 samples/s +Step 39040/44000 | Loss: 2.9178 | LR: 1.61e-05 | 1319.5ms/step | 15.2 samples/s +Step 39050/44000 | Loss: 2.9304 | LR: 1.60e-05 | 1315.7ms/step | 15.2 samples/s +Step 39060/44000 | Loss: 2.9099 | LR: 1.59e-05 | 1317.3ms/step | 15.2 samples/s +Step 39070/44000 | Loss: 2.9089 | LR: 1.59e-05 | 1318.9ms/step | 15.2 samples/s +Step 39080/44000 | Loss: 2.9248 | LR: 1.58e-05 | 1318.0ms/step | 15.2 samples/s +Step 39090/44000 | Loss: 2.9395 | LR: 1.57e-05 | 1315.3ms/step | 15.2 samples/s +Step 39100/44000 | Loss: 2.9405 | LR: 1.57e-05 | 1318.9ms/step | 15.2 samples/s +Step 39110/44000 | Loss: 2.9029 | LR: 1.56e-05 | 1314.1ms/step | 15.2 samples/s +Step 39120/44000 | Loss: 2.9081 | LR: 1.55e-05 | 1314.0ms/step | 15.2 samples/s +Step 39130/44000 | Loss: 2.9504 | LR: 1.55e-05 | 1311.8ms/step | 15.2 samples/s +Step 39140/44000 | Loss: 2.8967 | LR: 1.54e-05 | 1311.7ms/step | 15.2 samples/s +Step 39150/44000 | Loss: 2.9033 | LR: 1.54e-05 | 1314.9ms/step | 15.2 samples/s +Step 39160/44000 | Loss: 2.8780 | LR: 1.53e-05 | 1313.6ms/step | 15.2 samples/s +Step 39170/44000 | Loss: 2.9212 | LR: 1.52e-05 | 1314.2ms/step | 15.2 samples/s +Step 39180/44000 | Loss: 2.9148 | LR: 1.52e-05 | 1311.7ms/step | 15.2 samples/s +Step 39190/44000 | Loss: 2.9344 | LR: 1.51e-05 | 1316.3ms/step | 15.2 samples/s +Step 39200/44000 | Loss: 2.9297 | LR: 1.50e-05 | 1318.0ms/step | 15.2 samples/s +Step 39210/44000 | Loss: 2.9131 | LR: 1.50e-05 | 1318.3ms/step | 15.2 samples/s +Step 39220/44000 | Loss: 2.9073 | LR: 1.49e-05 | 1316.7ms/step | 15.2 samples/s +Step 39230/44000 | Loss: 2.8943 | LR: 1.49e-05 | 1316.9ms/step | 15.2 samples/s +Step 39240/44000 | Loss: 2.9253 | LR: 1.48e-05 | 1313.4ms/step | 15.2 samples/s +Step 39250/44000 | Loss: 2.9354 | LR: 1.47e-05 | 1314.8ms/step | 15.2 samples/s +Validation at step 39250: Loss = 2.9069, Perplexity = 18.30 +Step 39260/44000 | Loss: 2.9121 | LR: 1.47e-05 | 3515.1ms/step | 5.7 samples/s +Step 39270/44000 | Loss: 2.9176 | LR: 1.46e-05 | 1311.8ms/step | 15.2 samples/s +Step 39280/44000 | Loss: 2.9062 | LR: 1.46e-05 | 1312.7ms/step | 15.2 samples/s +Step 39290/44000 | Loss: 2.9351 | LR: 1.45e-05 | 1313.3ms/step | 15.2 samples/s +Step 39300/44000 | Loss: 2.9251 | LR: 1.44e-05 | 1315.4ms/step | 15.2 samples/s +Step 39310/44000 | Loss: 2.9186 | LR: 1.44e-05 | 1316.7ms/step | 15.2 samples/s +Step 39320/44000 | Loss: 2.9052 | LR: 1.43e-05 | 1313.6ms/step | 15.2 samples/s +Step 39330/44000 | Loss: 2.9128 | LR: 1.42e-05 | 1309.9ms/step | 15.3 samples/s +Step 39340/44000 | Loss: 2.9193 | LR: 1.42e-05 | 1311.3ms/step | 15.3 samples/s +Step 39350/44000 | Loss: 2.8938 | LR: 1.41e-05 | 1318.0ms/step | 15.2 samples/s +Step 39360/44000 | Loss: 2.8916 | LR: 1.41e-05 | 1319.8ms/step | 15.2 samples/s +Step 39370/44000 | Loss: 2.9128 | LR: 1.40e-05 | 1319.0ms/step | 15.2 samples/s +Step 39380/44000 | Loss: 2.9328 | LR: 1.39e-05 | 1314.1ms/step | 15.2 samples/s +Step 39390/44000 | Loss: 2.9209 | LR: 1.39e-05 | 1312.4ms/step | 15.2 samples/s +Step 39400/44000 | Loss: 2.9262 | LR: 1.38e-05 | 1315.6ms/step | 15.2 samples/s +Step 39410/44000 | Loss: 2.9312 | LR: 1.38e-05 | 1316.0ms/step | 15.2 samples/s +Step 39420/44000 | Loss: 2.9202 | LR: 1.37e-05 | 1315.0ms/step | 15.2 samples/s +Step 39430/44000 | Loss: 2.8982 | LR: 1.36e-05 | 1313.0ms/step | 15.2 samples/s +Step 39440/44000 | Loss: 2.8989 | LR: 1.36e-05 | 1314.6ms/step | 15.2 samples/s +Step 39450/44000 | Loss: 2.9551 | LR: 1.35e-05 | 1314.5ms/step | 15.2 samples/s +Step 39460/44000 | Loss: 2.9077 | LR: 1.35e-05 | 1315.2ms/step | 15.2 samples/s +Step 39470/44000 | Loss: 2.9272 | LR: 1.34e-05 | 1315.8ms/step | 15.2 samples/s +Step 39480/44000 | Loss: 2.9361 | LR: 1.34e-05 | 1317.6ms/step | 15.2 samples/s +Step 39490/44000 | Loss: 2.8955 | LR: 1.33e-05 | 1317.4ms/step | 15.2 samples/s +Step 39500/44000 | Loss: 2.9214 | LR: 1.32e-05 | 1315.8ms/step | 15.2 samples/s +Validation at step 39500: Loss = 2.9069, Perplexity = 18.30 +Step 39510/44000 | Loss: 2.8857 | LR: 1.32e-05 | 3531.6ms/step | 5.7 samples/s +Step 39520/44000 | Loss: 2.9237 | LR: 1.31e-05 | 1320.1ms/step | 15.2 samples/s +Step 39530/44000 | Loss: 2.9105 | LR: 1.31e-05 | 1321.5ms/step | 15.1 samples/s +Step 39540/44000 | Loss: 2.9499 | LR: 1.30e-05 | 1320.3ms/step | 15.1 samples/s +Step 39550/44000 | Loss: 2.9371 | LR: 1.29e-05 | 1321.0ms/step | 15.1 samples/s +Step 39560/44000 | Loss: 2.9211 | LR: 1.29e-05 | 1319.4ms/step | 15.2 samples/s +Step 39570/44000 | Loss: 2.9365 | LR: 1.28e-05 | 1319.5ms/step | 15.2 samples/s +Step 39580/44000 | Loss: 2.9354 | LR: 1.28e-05 | 1319.8ms/step | 15.2 samples/s +Step 39590/44000 | Loss: 2.9105 | LR: 1.27e-05 | 1322.2ms/step | 15.1 samples/s +Step 39600/44000 | Loss: 2.9119 | LR: 1.27e-05 | 1320.2ms/step | 15.1 samples/s +Step 39610/44000 | Loss: 2.9121 | LR: 1.26e-05 | 1318.8ms/step | 15.2 samples/s +Step 39620/44000 | Loss: 2.8922 | LR: 1.25e-05 | 1321.1ms/step | 15.1 samples/s +Step 39630/44000 | Loss: 2.9274 | LR: 1.25e-05 | 1320.5ms/step | 15.1 samples/s +Step 39640/44000 | Loss: 2.9120 | LR: 1.24e-05 | 1321.9ms/step | 15.1 samples/s +Step 39650/44000 | Loss: 2.9053 | LR: 1.24e-05 | 1317.3ms/step | 15.2 samples/s +Step 39660/44000 | Loss: 2.9310 | LR: 1.23e-05 | 1318.1ms/step | 15.2 samples/s +Step 39670/44000 | Loss: 2.9210 | LR: 1.23e-05 | 1316.0ms/step | 15.2 samples/s +Step 39680/44000 | Loss: 2.9158 | LR: 1.22e-05 | 1318.0ms/step | 15.2 samples/s +Step 39690/44000 | Loss: 2.8989 | LR: 1.22e-05 | 1319.1ms/step | 15.2 samples/s +Step 39700/44000 | Loss: 2.9016 | LR: 1.21e-05 | 1318.8ms/step | 15.2 samples/s +Step 39710/44000 | Loss: 2.9035 | LR: 1.20e-05 | 1319.8ms/step | 15.2 samples/s +Step 39720/44000 | Loss: 2.9345 | LR: 1.20e-05 | 1320.8ms/step | 15.1 samples/s +Step 39730/44000 | Loss: 2.9051 | LR: 1.19e-05 | 1319.5ms/step | 15.2 samples/s +Step 39740/44000 | Loss: 2.9081 | LR: 1.19e-05 | 1322.1ms/step | 15.1 samples/s +Step 39750/44000 | Loss: 2.8954 | LR: 1.18e-05 | 1319.7ms/step | 15.2 samples/s +Validation at step 39750: Loss = 2.9068, Perplexity = 18.30 +Step 39760/44000 | Loss: 2.9006 | LR: 1.18e-05 | 3525.9ms/step | 5.7 samples/s +Step 39770/44000 | Loss: 2.9250 | LR: 1.17e-05 | 1319.1ms/step | 15.2 samples/s +Step 39780/44000 | Loss: 2.9184 | LR: 1.17e-05 | 1316.0ms/step | 15.2 samples/s +Step 39790/44000 | Loss: 2.9021 | LR: 1.16e-05 | 1317.4ms/step | 15.2 samples/s +Step 39800/44000 | Loss: 2.9157 | LR: 1.15e-05 | 1319.0ms/step | 15.2 samples/s +Step 39810/44000 | Loss: 2.9244 | LR: 1.15e-05 | 1316.6ms/step | 15.2 samples/s +Step 39820/44000 | Loss: 2.9222 | LR: 1.14e-05 | 1319.8ms/step | 15.2 samples/s +Step 39830/44000 | Loss: 2.9050 | LR: 1.14e-05 | 1318.4ms/step | 15.2 samples/s +Step 39840/44000 | Loss: 2.9093 | LR: 1.13e-05 | 1321.6ms/step | 15.1 samples/s +Step 39850/44000 | Loss: 2.9077 | LR: 1.13e-05 | 1319.2ms/step | 15.2 samples/s +Step 39860/44000 | Loss: 2.9509 | LR: 1.12e-05 | 1319.5ms/step | 15.2 samples/s +Step 39870/44000 | Loss: 2.9175 | LR: 1.12e-05 | 1318.9ms/step | 15.2 samples/s +Step 39880/44000 | Loss: 2.8850 | LR: 1.11e-05 | 1320.4ms/step | 15.1 samples/s +Step 39890/44000 | Loss: 2.8995 | LR: 1.11e-05 | 1320.1ms/step | 15.2 samples/s +Step 39900/44000 | Loss: 2.9299 | LR: 1.10e-05 | 1319.6ms/step | 15.2 samples/s +Step 39910/44000 | Loss: 2.9216 | LR: 1.10e-05 | 1321.5ms/step | 15.1 samples/s +Step 39920/44000 | Loss: 2.9225 | LR: 1.09e-05 | 1323.7ms/step | 15.1 samples/s +Step 39930/44000 | Loss: 2.9083 | LR: 1.08e-05 | 1319.3ms/step | 15.2 samples/s +Step 39940/44000 | Loss: 2.9246 | LR: 1.08e-05 | 1318.8ms/step | 15.2 samples/s +Step 39950/44000 | Loss: 2.9200 | LR: 1.07e-05 | 1319.6ms/step | 15.2 samples/s +Step 39960/44000 | Loss: 2.9166 | LR: 1.07e-05 | 1321.3ms/step | 15.1 samples/s +Step 39970/44000 | Loss: 2.9234 | LR: 1.06e-05 | 1318.2ms/step | 15.2 samples/s +Step 39980/44000 | Loss: 2.8965 | LR: 1.06e-05 | 1318.8ms/step | 15.2 samples/s +Step 39990/44000 | Loss: 2.9250 | LR: 1.05e-05 | 1319.8ms/step | 15.2 samples/s +Step 40000/44000 | Loss: 2.9146 | LR: 1.05e-05 | 1319.0ms/step | 15.2 samples/s +Validation at step 40000: Loss = 2.9070, Perplexity = 18.30 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-40000 +Step 40010/44000 | Loss: 2.8967 | LR: 1.04e-05 | 3851.3ms/step | 5.2 samples/s +Step 40020/44000 | Loss: 2.9202 | LR: 1.04e-05 | 1315.9ms/step | 15.2 samples/s +Step 40030/44000 | Loss: 2.9281 | LR: 1.03e-05 | 1317.5ms/step | 15.2 samples/s +Step 40040/44000 | Loss: 2.9257 | LR: 1.03e-05 | 1318.8ms/step | 15.2 samples/s +Step 40050/44000 | Loss: 2.9216 | LR: 1.02e-05 | 1317.4ms/step | 15.2 samples/s +Step 40060/44000 | Loss: 2.9332 | LR: 1.02e-05 | 1315.9ms/step | 15.2 samples/s +Step 40070/44000 | Loss: 2.9362 | LR: 1.01e-05 | 1315.0ms/step | 15.2 samples/s +Step 40080/44000 | Loss: 2.8936 | LR: 1.01e-05 | 1313.4ms/step | 15.2 samples/s +Step 40090/44000 | Loss: 2.9354 | LR: 1.00e-05 | 1317.0ms/step | 15.2 samples/s +Step 40100/44000 | Loss: 2.9247 | LR: 9.96e-06 | 1314.5ms/step | 15.2 samples/s +Step 40110/44000 | Loss: 2.9333 | LR: 9.91e-06 | 1313.5ms/step | 15.2 samples/s +Step 40120/44000 | Loss: 2.9543 | LR: 9.86e-06 | 1323.2ms/step | 15.1 samples/s +Step 40130/44000 | Loss: 2.9431 | LR: 9.81e-06 | 1319.8ms/step | 15.2 samples/s +Step 40140/44000 | Loss: 2.9020 | LR: 9.76e-06 | 1318.6ms/step | 15.2 samples/s +Step 40150/44000 | Loss: 2.9199 | LR: 9.71e-06 | 1316.7ms/step | 15.2 samples/s +Step 40160/44000 | Loss: 2.9242 | LR: 9.66e-06 | 1319.3ms/step | 15.2 samples/s +Step 40170/44000 | Loss: 2.8972 | LR: 9.61e-06 | 1316.2ms/step | 15.2 samples/s +Step 40180/44000 | Loss: 2.9158 | LR: 9.56e-06 | 1316.8ms/step | 15.2 samples/s +Step 40190/44000 | Loss: 2.9035 | LR: 9.51e-06 | 1319.7ms/step | 15.2 samples/s +Step 40200/44000 | Loss: 2.9181 | LR: 9.46e-06 | 1318.1ms/step | 15.2 samples/s +Step 40210/44000 | Loss: 2.9042 | LR: 9.41e-06 | 1319.0ms/step | 15.2 samples/s +Step 40220/44000 | Loss: 2.8941 | LR: 9.36e-06 | 1315.4ms/step | 15.2 samples/s +Step 40230/44000 | Loss: 2.9161 | LR: 9.32e-06 | 1312.8ms/step | 15.2 samples/s +Step 40240/44000 | Loss: 2.9199 | LR: 9.27e-06 | 1317.8ms/step | 15.2 samples/s +Step 40250/44000 | Loss: 2.9439 | LR: 9.22e-06 | 1319.4ms/step | 15.2 samples/s +Validation at step 40250: Loss = 2.9069, Perplexity = 18.30 +Step 40260/44000 | Loss: 2.9243 | LR: 9.17e-06 | 3524.9ms/step | 5.7 samples/s +Step 40270/44000 | Loss: 2.8969 | LR: 9.12e-06 | 1320.3ms/step | 15.1 samples/s +Step 40280/44000 | Loss: 2.9025 | LR: 9.07e-06 | 1319.9ms/step | 15.2 samples/s +Step 40290/44000 | Loss: 2.8984 | LR: 9.02e-06 | 1316.3ms/step | 15.2 samples/s +Step 40300/44000 | Loss: 2.9261 | LR: 8.97e-06 | 1317.3ms/step | 15.2 samples/s +Step 40310/44000 | Loss: 2.9327 | LR: 8.93e-06 | 1320.9ms/step | 15.1 samples/s +Step 40320/44000 | Loss: 2.9129 | LR: 8.88e-06 | 1318.7ms/step | 15.2 samples/s +Step 40330/44000 | Loss: 2.9412 | LR: 8.83e-06 | 1318.0ms/step | 15.2 samples/s +Step 40340/44000 | Loss: 2.9509 | LR: 8.78e-06 | 1316.7ms/step | 15.2 samples/s +Step 40350/44000 | Loss: 2.9228 | LR: 8.74e-06 | 1315.4ms/step | 15.2 samples/s +Step 40360/44000 | Loss: 2.8953 | LR: 8.69e-06 | 1315.0ms/step | 15.2 samples/s +Step 40370/44000 | Loss: 2.9019 | LR: 8.64e-06 | 1315.2ms/step | 15.2 samples/s +Step 40380/44000 | Loss: 2.9207 | LR: 8.59e-06 | 1316.7ms/step | 15.2 samples/s +Step 40390/44000 | Loss: 2.8879 | LR: 8.55e-06 | 1315.6ms/step | 15.2 samples/s +Step 40400/44000 | Loss: 2.9568 | LR: 8.50e-06 | 1319.3ms/step | 15.2 samples/s +Step 40410/44000 | Loss: 2.9192 | LR: 8.45e-06 | 1319.1ms/step | 15.2 samples/s +Step 40420/44000 | Loss: 2.9071 | LR: 8.41e-06 | 1319.1ms/step | 15.2 samples/s +Step 40430/44000 | Loss: 2.9001 | LR: 8.36e-06 | 1319.7ms/step | 15.2 samples/s +Step 40440/44000 | Loss: 2.9130 | LR: 8.31e-06 | 1318.8ms/step | 15.2 samples/s +Step 40450/44000 | Loss: 2.9155 | LR: 8.27e-06 | 1320.7ms/step | 15.1 samples/s +Step 40460/44000 | Loss: 2.9447 | LR: 8.22e-06 | 1320.0ms/step | 15.2 samples/s +Step 40470/44000 | Loss: 2.9214 | LR: 8.17e-06 | 1319.5ms/step | 15.2 samples/s +Step 40480/44000 | Loss: 2.9134 | LR: 8.13e-06 | 1319.6ms/step | 15.2 samples/s +Step 40490/44000 | Loss: 2.9329 | LR: 8.08e-06 | 1320.8ms/step | 15.1 samples/s +Step 40500/44000 | Loss: 2.9172 | LR: 8.04e-06 | 1319.3ms/step | 15.2 samples/s +Validation at step 40500: Loss = 2.9068, Perplexity = 18.30 +Step 40510/44000 | Loss: 2.8704 | LR: 7.99e-06 | 3524.7ms/step | 5.7 samples/s +Step 40520/44000 | Loss: 2.9199 | LR: 7.94e-06 | 1318.4ms/step | 15.2 samples/s +Step 40530/44000 | Loss: 2.9203 | LR: 7.90e-06 | 1318.4ms/step | 15.2 samples/s +Step 40540/44000 | Loss: 2.9017 | LR: 7.85e-06 | 1319.5ms/step | 15.2 samples/s +Step 40550/44000 | Loss: 2.9310 | LR: 7.81e-06 | 1322.7ms/step | 15.1 samples/s +Step 40560/44000 | Loss: 2.9303 | LR: 7.76e-06 | 1320.8ms/step | 15.1 samples/s +Step 40570/44000 | Loss: 2.9063 | LR: 7.72e-06 | 1319.1ms/step | 15.2 samples/s +Step 40580/44000 | Loss: 2.9109 | LR: 7.67e-06 | 1320.3ms/step | 15.1 samples/s +Step 40590/44000 | Loss: 2.9093 | LR: 7.63e-06 | 1320.1ms/step | 15.1 samples/s +Step 40600/44000 | Loss: 2.9076 | LR: 7.59e-06 | 1317.4ms/step | 15.2 samples/s +Step 40610/44000 | Loss: 2.9046 | LR: 7.54e-06 | 1317.4ms/step | 15.2 samples/s +Step 40620/44000 | Loss: 2.9045 | LR: 7.50e-06 | 1314.6ms/step | 15.2 samples/s +Step 40630/44000 | Loss: 2.9215 | LR: 7.45e-06 | 1318.6ms/step | 15.2 samples/s +Step 40640/44000 | Loss: 2.8947 | LR: 7.41e-06 | 1322.5ms/step | 15.1 samples/s +Step 40650/44000 | Loss: 2.9136 | LR: 7.37e-06 | 1319.7ms/step | 15.2 samples/s +Step 40660/44000 | Loss: 2.9560 | LR: 7.32e-06 | 1318.7ms/step | 15.2 samples/s +Step 40670/44000 | Loss: 2.9525 | LR: 7.28e-06 | 1319.9ms/step | 15.2 samples/s +Step 40680/44000 | Loss: 2.8997 | LR: 7.23e-06 | 1318.1ms/step | 15.2 samples/s +Step 40690/44000 | Loss: 2.8776 | LR: 7.19e-06 | 1321.6ms/step | 15.1 samples/s +Step 40700/44000 | Loss: 2.9237 | LR: 7.15e-06 | 1321.7ms/step | 15.1 samples/s +Step 40710/44000 | Loss: 2.8985 | LR: 7.10e-06 | 1319.8ms/step | 15.2 samples/s +Step 40720/44000 | Loss: 2.9141 | LR: 7.06e-06 | 1321.2ms/step | 15.1 samples/s +Step 40730/44000 | Loss: 2.9201 | LR: 7.02e-06 | 1319.3ms/step | 15.2 samples/s +Step 40740/44000 | Loss: 2.9214 | LR: 6.98e-06 | 1316.7ms/step | 15.2 samples/s +Step 40750/44000 | Loss: 2.9151 | LR: 6.93e-06 | 1318.4ms/step | 15.2 samples/s +Validation at step 40750: Loss = 2.9067, Perplexity = 18.30 +Step 40760/44000 | Loss: 2.9461 | LR: 6.89e-06 | 3527.1ms/step | 5.7 samples/s +Step 40770/44000 | Loss: 2.9198 | LR: 6.85e-06 | 1318.2ms/step | 15.2 samples/s +Step 40780/44000 | Loss: 2.9053 | LR: 6.81e-06 | 1319.3ms/step | 15.2 samples/s +Step 40790/44000 | Loss: 2.9020 | LR: 6.77e-06 | 1320.4ms/step | 15.1 samples/s +Step 40800/44000 | Loss: 2.9033 | LR: 6.72e-06 | 1318.0ms/step | 15.2 samples/s +Step 40810/44000 | Loss: 2.9129 | LR: 6.68e-06 | 1317.4ms/step | 15.2 samples/s +Step 40820/44000 | Loss: 2.9225 | LR: 6.64e-06 | 1318.4ms/step | 15.2 samples/s +Step 40830/44000 | Loss: 2.9164 | LR: 6.60e-06 | 1320.9ms/step | 15.1 samples/s +Step 40840/44000 | Loss: 2.9352 | LR: 6.56e-06 | 1319.0ms/step | 15.2 samples/s +Step 40850/44000 | Loss: 2.9271 | LR: 6.52e-06 | 1318.6ms/step | 15.2 samples/s +Step 40860/44000 | Loss: 2.9137 | LR: 6.47e-06 | 1320.1ms/step | 15.1 samples/s +Step 40870/44000 | Loss: 2.9149 | LR: 6.43e-06 | 1321.1ms/step | 15.1 samples/s +Step 40880/44000 | Loss: 2.8619 | LR: 6.39e-06 | 1321.2ms/step | 15.1 samples/s +Step 40890/44000 | Loss: 2.8923 | LR: 6.35e-06 | 1323.6ms/step | 15.1 samples/s +Step 40900/44000 | Loss: 2.9043 | LR: 6.31e-06 | 1319.8ms/step | 15.2 samples/s +Step 40910/44000 | Loss: 2.9258 | LR: 6.27e-06 | 1318.7ms/step | 15.2 samples/s +Step 40920/44000 | Loss: 2.9233 | LR: 6.23e-06 | 1318.2ms/step | 15.2 samples/s +Step 40930/44000 | Loss: 2.9497 | LR: 6.19e-06 | 1317.9ms/step | 15.2 samples/s +Step 40940/44000 | Loss: 2.8788 | LR: 6.15e-06 | 1317.6ms/step | 15.2 samples/s +Step 40950/44000 | Loss: 2.9015 | LR: 6.11e-06 | 1317.3ms/step | 15.2 samples/s +Step 40960/44000 | Loss: 2.8932 | LR: 6.07e-06 | 1320.8ms/step | 15.1 samples/s +Step 40970/44000 | Loss: 2.9171 | LR: 6.03e-06 | 1317.5ms/step | 15.2 samples/s +Step 40980/44000 | Loss: 2.9120 | LR: 5.99e-06 | 1315.1ms/step | 15.2 samples/s +Step 40990/44000 | Loss: 2.9081 | LR: 5.95e-06 | 1320.0ms/step | 15.2 samples/s +Step 41000/44000 | Loss: 2.8897 | LR: 5.91e-06 | 1320.6ms/step | 15.1 samples/s +Validation at step 41000: Loss = 2.9068, Perplexity = 18.30 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-41000 +Step 41010/44000 | Loss: 2.9051 | LR: 5.87e-06 | 3847.1ms/step | 5.2 samples/s +Step 41020/44000 | Loss: 2.9047 | LR: 5.83e-06 | 1319.4ms/step | 15.2 samples/s +Step 41030/44000 | Loss: 2.9217 | LR: 5.80e-06 | 1320.3ms/step | 15.1 samples/s +Step 41040/44000 | Loss: 2.9331 | LR: 5.76e-06 | 1319.3ms/step | 15.2 samples/s +Step 41050/44000 | Loss: 2.9250 | LR: 5.72e-06 | 1318.6ms/step | 15.2 samples/s +Step 41060/44000 | Loss: 2.8952 | LR: 5.68e-06 | 1319.3ms/step | 15.2 samples/s +Step 41070/44000 | Loss: 2.8984 | LR: 5.64e-06 | 1317.0ms/step | 15.2 samples/s +Step 41080/44000 | Loss: 2.9243 | LR: 5.60e-06 | 1317.7ms/step | 15.2 samples/s +Step 41090/44000 | Loss: 2.9426 | LR: 5.56e-06 | 1319.2ms/step | 15.2 samples/s +Step 41100/44000 | Loss: 2.9079 | LR: 5.53e-06 | 1318.1ms/step | 15.2 samples/s +Step 41110/44000 | Loss: 2.8966 | LR: 5.49e-06 | 1319.1ms/step | 15.2 samples/s +Step 41120/44000 | Loss: 2.9230 | LR: 5.45e-06 | 1317.9ms/step | 15.2 samples/s +Step 41130/44000 | Loss: 2.9171 | LR: 5.41e-06 | 1315.8ms/step | 15.2 samples/s +Step 41140/44000 | Loss: 2.8943 | LR: 5.38e-06 | 1318.2ms/step | 15.2 samples/s +Step 41150/44000 | Loss: 2.9224 | LR: 5.34e-06 | 1319.2ms/step | 15.2 samples/s +Step 41160/44000 | Loss: 2.9091 | LR: 5.30e-06 | 1315.1ms/step | 15.2 samples/s +Step 41170/44000 | Loss: 2.9008 | LR: 5.26e-06 | 1315.5ms/step | 15.2 samples/s +Step 41180/44000 | Loss: 2.9056 | LR: 5.23e-06 | 1314.5ms/step | 15.2 samples/s +Step 41190/44000 | Loss: 2.9366 | LR: 5.19e-06 | 1319.8ms/step | 15.2 samples/s +Step 41200/44000 | Loss: 2.9027 | LR: 5.15e-06 | 1321.0ms/step | 15.1 samples/s +Step 41210/44000 | Loss: 2.9153 | LR: 5.12e-06 | 1322.7ms/step | 15.1 samples/s +Step 41220/44000 | Loss: 2.9075 | LR: 5.08e-06 | 1319.9ms/step | 15.2 samples/s +Step 41230/44000 | Loss: 2.9046 | LR: 5.04e-06 | 1319.8ms/step | 15.2 samples/s +Step 41240/44000 | Loss: 2.9260 | LR: 5.01e-06 | 1319.6ms/step | 15.2 samples/s +Step 41250/44000 | Loss: 2.8985 | LR: 4.97e-06 | 1319.6ms/step | 15.2 samples/s +Validation at step 41250: Loss = 2.9070, Perplexity = 18.30 +Step 41260/44000 | Loss: 2.9363 | LR: 4.94e-06 | 3518.5ms/step | 5.7 samples/s +Step 41270/44000 | Loss: 2.8781 | LR: 4.90e-06 | 1316.5ms/step | 15.2 samples/s +Step 41280/44000 | Loss: 2.9358 | LR: 4.86e-06 | 1317.9ms/step | 15.2 samples/s +Step 41290/44000 | Loss: 2.9316 | LR: 4.83e-06 | 1317.5ms/step | 15.2 samples/s +Step 41300/44000 | Loss: 2.9289 | LR: 4.79e-06 | 1320.1ms/step | 15.2 samples/s +Step 41310/44000 | Loss: 2.9143 | LR: 4.76e-06 | 1321.0ms/step | 15.1 samples/s +Step 41320/44000 | Loss: 2.9432 | LR: 4.72e-06 | 1322.1ms/step | 15.1 samples/s +Step 41330/44000 | Loss: 2.8895 | LR: 4.69e-06 | 1321.3ms/step | 15.1 samples/s +Step 41340/44000 | Loss: 2.9386 | LR: 4.65e-06 | 1318.7ms/step | 15.2 samples/s +Step 41350/44000 | Loss: 2.9428 | LR: 4.62e-06 | 1316.9ms/step | 15.2 samples/s +Step 41360/44000 | Loss: 2.8926 | LR: 4.58e-06 | 1318.8ms/step | 15.2 samples/s +Step 41370/44000 | Loss: 2.9267 | LR: 4.55e-06 | 1317.1ms/step | 15.2 samples/s +Step 41380/44000 | Loss: 2.9132 | LR: 4.51e-06 | 1317.3ms/step | 15.2 samples/s +Step 41390/44000 | Loss: 2.9116 | LR: 4.48e-06 | 1315.2ms/step | 15.2 samples/s +Step 41400/44000 | Loss: 2.9221 | LR: 4.45e-06 | 1317.3ms/step | 15.2 samples/s +Step 41410/44000 | Loss: 2.9566 | LR: 4.41e-06 | 1317.3ms/step | 15.2 samples/s +Step 41420/44000 | Loss: 2.9288 | LR: 4.38e-06 | 1320.0ms/step | 15.2 samples/s +Step 41430/44000 | Loss: 2.8969 | LR: 4.34e-06 | 1319.8ms/step | 15.2 samples/s +Step 41440/44000 | Loss: 2.9048 | LR: 4.31e-06 | 1320.8ms/step | 15.1 samples/s +Step 41450/44000 | Loss: 2.9117 | LR: 4.28e-06 | 1319.0ms/step | 15.2 samples/s +Step 41460/44000 | Loss: 2.9094 | LR: 4.24e-06 | 1321.4ms/step | 15.1 samples/s +Step 41470/44000 | Loss: 2.9443 | LR: 4.21e-06 | 1315.3ms/step | 15.2 samples/s +Step 41480/44000 | Loss: 2.9220 | LR: 4.18e-06 | 1314.8ms/step | 15.2 samples/s +Step 41490/44000 | Loss: 2.9299 | LR: 4.14e-06 | 1314.1ms/step | 15.2 samples/s +Step 41500/44000 | Loss: 2.8924 | LR: 4.11e-06 | 1315.0ms/step | 15.2 samples/s +Validation at step 41500: Loss = 2.9067, Perplexity = 18.30 +Step 41510/44000 | Loss: 2.9311 | LR: 4.08e-06 | 3520.5ms/step | 5.7 samples/s +Step 41520/44000 | Loss: 2.9170 | LR: 4.05e-06 | 1319.1ms/step | 15.2 samples/s +Step 41530/44000 | Loss: 2.9337 | LR: 4.01e-06 | 1315.0ms/step | 15.2 samples/s +Step 41540/44000 | Loss: 2.9288 | LR: 3.98e-06 | 1313.1ms/step | 15.2 samples/s +Step 41550/44000 | Loss: 2.8982 | LR: 3.95e-06 | 1315.1ms/step | 15.2 samples/s +Step 41560/44000 | Loss: 2.9226 | LR: 3.92e-06 | 1318.5ms/step | 15.2 samples/s +Step 41570/44000 | Loss: 2.9049 | LR: 3.88e-06 | 1320.3ms/step | 15.1 samples/s +Step 41580/44000 | Loss: 2.8867 | LR: 3.85e-06 | 1318.8ms/step | 15.2 samples/s +Step 41590/44000 | Loss: 2.9276 | LR: 3.82e-06 | 1321.1ms/step | 15.1 samples/s +Step 41600/44000 | Loss: 2.8777 | LR: 3.79e-06 | 1317.6ms/step | 15.2 samples/s +Step 41610/44000 | Loss: 2.9008 | LR: 3.76e-06 | 1317.1ms/step | 15.2 samples/s +Step 41620/44000 | Loss: 2.9167 | LR: 3.73e-06 | 1318.1ms/step | 15.2 samples/s +Step 41630/44000 | Loss: 2.8880 | LR: 3.70e-06 | 1319.8ms/step | 15.2 samples/s +Step 41640/44000 | Loss: 2.9289 | LR: 3.66e-06 | 1319.1ms/step | 15.2 samples/s +Step 41650/44000 | Loss: 2.9122 | LR: 3.63e-06 | 1319.4ms/step | 15.2 samples/s +Step 41660/44000 | Loss: 2.9090 | LR: 3.60e-06 | 1317.7ms/step | 15.2 samples/s +Step 41670/44000 | Loss: 2.9393 | LR: 3.57e-06 | 1317.0ms/step | 15.2 samples/s +Step 41680/44000 | Loss: 2.9160 | LR: 3.54e-06 | 1315.9ms/step | 15.2 samples/s +Step 41690/44000 | Loss: 2.9031 | LR: 3.51e-06 | 1314.7ms/step | 15.2 samples/s +Step 41700/44000 | Loss: 2.8907 | LR: 3.48e-06 | 1319.1ms/step | 15.2 samples/s +Step 41710/44000 | Loss: 2.8998 | LR: 3.45e-06 | 1316.1ms/step | 15.2 samples/s +Step 41720/44000 | Loss: 2.9415 | LR: 3.42e-06 | 1318.1ms/step | 15.2 samples/s +Step 41730/44000 | Loss: 2.9377 | LR: 3.39e-06 | 1319.5ms/step | 15.2 samples/s +Step 41740/44000 | Loss: 2.9609 | LR: 3.36e-06 | 1317.6ms/step | 15.2 samples/s +Step 41750/44000 | Loss: 2.9033 | LR: 3.33e-06 | 1316.9ms/step | 15.2 samples/s +Validation at step 41750: Loss = 2.9068, Perplexity = 18.30 +Step 41760/44000 | Loss: 2.9150 | LR: 3.30e-06 | 3525.0ms/step | 5.7 samples/s +Step 41770/44000 | Loss: 2.8866 | LR: 3.27e-06 | 1314.2ms/step | 15.2 samples/s +Step 41780/44000 | Loss: 2.9053 | LR: 3.24e-06 | 1312.7ms/step | 15.2 samples/s +Step 41790/44000 | Loss: 2.9144 | LR: 3.21e-06 | 1315.8ms/step | 15.2 samples/s +Step 41800/44000 | Loss: 2.9631 | LR: 3.19e-06 | 1315.3ms/step | 15.2 samples/s +Step 41810/44000 | Loss: 2.9264 | LR: 3.16e-06 | 1316.6ms/step | 15.2 samples/s +Step 41820/44000 | Loss: 2.9478 | LR: 3.13e-06 | 1319.3ms/step | 15.2 samples/s +Step 41830/44000 | Loss: 2.8890 | LR: 3.10e-06 | 1319.2ms/step | 15.2 samples/s +Step 41840/44000 | Loss: 2.9159 | LR: 3.07e-06 | 1321.1ms/step | 15.1 samples/s +Step 41850/44000 | Loss: 2.9361 | LR: 3.04e-06 | 1322.6ms/step | 15.1 samples/s +Step 41860/44000 | Loss: 2.9041 | LR: 3.01e-06 | 1319.6ms/step | 15.2 samples/s +Step 41870/44000 | Loss: 2.9034 | LR: 2.99e-06 | 1316.5ms/step | 15.2 samples/s +Step 41880/44000 | Loss: 2.8783 | LR: 2.96e-06 | 1315.0ms/step | 15.2 samples/s +Step 41890/44000 | Loss: 2.9282 | LR: 2.93e-06 | 1314.7ms/step | 15.2 samples/s +Step 41900/44000 | Loss: 2.9072 | LR: 2.90e-06 | 1316.0ms/step | 15.2 samples/s +Step 41910/44000 | Loss: 2.9029 | LR: 2.88e-06 | 1317.6ms/step | 15.2 samples/s +Step 41920/44000 | Loss: 2.9178 | LR: 2.85e-06 | 1322.0ms/step | 15.1 samples/s +Step 41930/44000 | Loss: 2.8975 | LR: 2.82e-06 | 1319.1ms/step | 15.2 samples/s +Step 41940/44000 | Loss: 2.9393 | LR: 2.79e-06 | 1319.1ms/step | 15.2 samples/s +Step 41950/44000 | Loss: 2.9092 | LR: 2.77e-06 | 1320.1ms/step | 15.1 samples/s +Step 41960/44000 | Loss: 2.8909 | LR: 2.74e-06 | 1321.4ms/step | 15.1 samples/s +Step 41970/44000 | Loss: 2.9142 | LR: 2.71e-06 | 1316.6ms/step | 15.2 samples/s +Step 41980/44000 | Loss: 2.9263 | LR: 2.69e-06 | 1317.5ms/step | 15.2 samples/s +Step 41990/44000 | Loss: 2.9472 | LR: 2.66e-06 | 1319.5ms/step | 15.2 samples/s +Step 42000/44000 | Loss: 2.8863 | LR: 2.63e-06 | 1318.4ms/step | 15.2 samples/s +Validation at step 42000: Loss = 2.9068, Perplexity = 18.30 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-42000 +Step 42010/44000 | Loss: 2.9265 | LR: 2.61e-06 | 3830.7ms/step | 5.2 samples/s +Step 42020/44000 | Loss: 2.9217 | LR: 2.58e-06 | 1316.9ms/step | 15.2 samples/s +Step 42030/44000 | Loss: 2.9069 | LR: 2.56e-06 | 1316.9ms/step | 15.2 samples/s +Step 42040/44000 | Loss: 2.9102 | LR: 2.53e-06 | 1317.9ms/step | 15.2 samples/s +Step 42050/44000 | Loss: 2.9110 | LR: 2.50e-06 | 1315.6ms/step | 15.2 samples/s +Step 42060/44000 | Loss: 2.9179 | LR: 2.48e-06 | 1317.0ms/step | 15.2 samples/s +Step 42070/44000 | Loss: 2.9383 | LR: 2.45e-06 | 1319.6ms/step | 15.2 samples/s +Step 42080/44000 | Loss: 2.8980 | LR: 2.43e-06 | 1316.4ms/step | 15.2 samples/s +Step 42090/44000 | Loss: 2.9126 | LR: 2.40e-06 | 1318.5ms/step | 15.2 samples/s +Step 42100/44000 | Loss: 2.8886 | LR: 2.38e-06 | 1317.1ms/step | 15.2 samples/s +Step 42110/44000 | Loss: 2.9367 | LR: 2.35e-06 | 1314.6ms/step | 15.2 samples/s +Step 42120/44000 | Loss: 2.9186 | LR: 2.33e-06 | 1312.9ms/step | 15.2 samples/s +Step 42130/44000 | Loss: 2.9223 | LR: 2.30e-06 | 1311.7ms/step | 15.2 samples/s +Step 42140/44000 | Loss: 2.9223 | LR: 2.28e-06 | 1313.9ms/step | 15.2 samples/s +Step 42150/44000 | Loss: 2.8840 | LR: 2.25e-06 | 1310.0ms/step | 15.3 samples/s +Step 42160/44000 | Loss: 2.8906 | LR: 2.23e-06 | 1312.5ms/step | 15.2 samples/s +Step 42170/44000 | Loss: 2.8942 | LR: 2.21e-06 | 1310.8ms/step | 15.3 samples/s +Step 42180/44000 | Loss: 2.9331 | LR: 2.18e-06 | 1308.4ms/step | 15.3 samples/s +Step 42190/44000 | Loss: 2.9030 | LR: 2.16e-06 | 1308.2ms/step | 15.3 samples/s +Step 42200/44000 | Loss: 2.9475 | LR: 2.13e-06 | 1317.7ms/step | 15.2 samples/s +Step 42210/44000 | Loss: 2.9471 | LR: 2.11e-06 | 1316.9ms/step | 15.2 samples/s +Step 42220/44000 | Loss: 2.9120 | LR: 2.09e-06 | 1315.9ms/step | 15.2 samples/s +Step 42230/44000 | Loss: 2.9253 | LR: 2.06e-06 | 1316.3ms/step | 15.2 samples/s +Step 42240/44000 | Loss: 2.9233 | LR: 2.04e-06 | 1318.5ms/step | 15.2 samples/s +Step 42250/44000 | Loss: 2.9313 | LR: 2.02e-06 | 1318.6ms/step | 15.2 samples/s +Validation at step 42250: Loss = 2.9069, Perplexity = 18.30 +Step 42260/44000 | Loss: 2.8904 | LR: 1.99e-06 | 3522.3ms/step | 5.7 samples/s +Step 42270/44000 | Loss: 2.9230 | LR: 1.97e-06 | 1317.0ms/step | 15.2 samples/s +Step 42280/44000 | Loss: 2.9094 | LR: 1.95e-06 | 1314.7ms/step | 15.2 samples/s +Step 42290/44000 | Loss: 2.9264 | LR: 1.93e-06 | 1313.2ms/step | 15.2 samples/s +Step 42300/44000 | Loss: 2.9115 | LR: 1.90e-06 | 1314.5ms/step | 15.2 samples/s +Step 42310/44000 | Loss: 2.8881 | LR: 1.88e-06 | 1313.9ms/step | 15.2 samples/s +Step 42320/44000 | Loss: 2.9083 | LR: 1.86e-06 | 1319.2ms/step | 15.2 samples/s +Step 42330/44000 | Loss: 2.9149 | LR: 1.84e-06 | 1316.0ms/step | 15.2 samples/s +Step 42340/44000 | Loss: 2.9266 | LR: 1.82e-06 | 1318.6ms/step | 15.2 samples/s +Step 42350/44000 | Loss: 2.9338 | LR: 1.79e-06 | 1321.5ms/step | 15.1 samples/s +Step 42360/44000 | Loss: 2.9153 | LR: 1.77e-06 | 1318.3ms/step | 15.2 samples/s +Step 42370/44000 | Loss: 2.8998 | LR: 1.75e-06 | 1314.1ms/step | 15.2 samples/s +Step 42380/44000 | Loss: 2.9110 | LR: 1.73e-06 | 1314.1ms/step | 15.2 samples/s +Step 42390/44000 | Loss: 2.9400 | LR: 1.71e-06 | 1313.6ms/step | 15.2 samples/s +Step 42400/44000 | Loss: 2.9258 | LR: 1.69e-06 | 1316.0ms/step | 15.2 samples/s +Step 42410/44000 | Loss: 2.9280 | LR: 1.67e-06 | 1320.1ms/step | 15.1 samples/s +Step 42420/44000 | Loss: 2.8916 | LR: 1.64e-06 | 1319.0ms/step | 15.2 samples/s +Step 42430/44000 | Loss: 2.8971 | LR: 1.62e-06 | 1318.0ms/step | 15.2 samples/s +Step 42440/44000 | Loss: 2.9158 | LR: 1.60e-06 | 1310.8ms/step | 15.3 samples/s +Step 42450/44000 | Loss: 2.9059 | LR: 1.58e-06 | 1317.0ms/step | 15.2 samples/s +Step 42460/44000 | Loss: 2.9259 | LR: 1.56e-06 | 1317.3ms/step | 15.2 samples/s +Step 42470/44000 | Loss: 2.9101 | LR: 1.54e-06 | 1318.1ms/step | 15.2 samples/s +Step 42480/44000 | Loss: 2.9319 | LR: 1.52e-06 | 1314.6ms/step | 15.2 samples/s +Step 42490/44000 | Loss: 2.9423 | LR: 1.50e-06 | 1313.2ms/step | 15.2 samples/s +Step 42500/44000 | Loss: 2.8995 | LR: 1.48e-06 | 1310.2ms/step | 15.3 samples/s +Validation at step 42500: Loss = 2.9066, Perplexity = 18.29 +Step 42510/44000 | Loss: 2.9284 | LR: 1.46e-06 | 3517.6ms/step | 5.7 samples/s +Step 42520/44000 | Loss: 2.9010 | LR: 1.44e-06 | 1315.3ms/step | 15.2 samples/s +Step 42530/44000 | Loss: 2.9156 | LR: 1.42e-06 | 1314.1ms/step | 15.2 samples/s +Step 42540/44000 | Loss: 2.9527 | LR: 1.40e-06 | 1317.0ms/step | 15.2 samples/s +Step 42550/44000 | Loss: 2.9313 | LR: 1.39e-06 | 1316.2ms/step | 15.2 samples/s +Step 42560/44000 | Loss: 2.8848 | LR: 1.37e-06 | 1318.3ms/step | 15.2 samples/s +Step 42570/44000 | Loss: 2.9405 | LR: 1.35e-06 | 1321.0ms/step | 15.1 samples/s +Step 42580/44000 | Loss: 2.9139 | LR: 1.33e-06 | 1321.9ms/step | 15.1 samples/s +Step 42590/44000 | Loss: 2.8983 | LR: 1.31e-06 | 1321.6ms/step | 15.1 samples/s +Step 42600/44000 | Loss: 2.9186 | LR: 1.29e-06 | 1319.0ms/step | 15.2 samples/s +Step 42610/44000 | Loss: 2.8942 | LR: 1.27e-06 | 1319.3ms/step | 15.2 samples/s +Step 42620/44000 | Loss: 2.9182 | LR: 1.25e-06 | 1316.6ms/step | 15.2 samples/s +Step 42630/44000 | Loss: 2.9345 | LR: 1.24e-06 | 1317.4ms/step | 15.2 samples/s +Step 42640/44000 | Loss: 2.9187 | LR: 1.22e-06 | 1316.6ms/step | 15.2 samples/s +Step 42650/44000 | Loss: 2.9168 | LR: 1.20e-06 | 1313.4ms/step | 15.2 samples/s +Step 42660/44000 | Loss: 2.9444 | LR: 1.18e-06 | 1311.9ms/step | 15.2 samples/s +Step 42670/44000 | Loss: 2.9087 | LR: 1.17e-06 | 1311.0ms/step | 15.3 samples/s +Step 42680/44000 | Loss: 2.9244 | LR: 1.15e-06 | 1311.4ms/step | 15.3 samples/s +Step 42690/44000 | Loss: 2.9202 | LR: 1.13e-06 | 1317.7ms/step | 15.2 samples/s +Step 42700/44000 | Loss: 2.9102 | LR: 1.11e-06 | 1319.7ms/step | 15.2 samples/s +Step 42710/44000 | Loss: 2.8922 | LR: 1.10e-06 | 1320.4ms/step | 15.1 samples/s +Step 42720/44000 | Loss: 2.9270 | LR: 1.08e-06 | 1320.1ms/step | 15.2 samples/s +Step 42730/44000 | Loss: 2.9378 | LR: 1.06e-06 | 1317.6ms/step | 15.2 samples/s +Step 42740/44000 | Loss: 2.8930 | LR: 1.05e-06 | 1319.0ms/step | 15.2 samples/s +Step 42750/44000 | Loss: 2.9469 | LR: 1.03e-06 | 1313.9ms/step | 15.2 samples/s +Validation at step 42750: Loss = 2.9066, Perplexity = 18.29 +Step 42760/44000 | Loss: 2.9267 | LR: 1.01e-06 | 3510.2ms/step | 5.7 samples/s +Step 42770/44000 | Loss: 2.9211 | LR: 9.97e-07 | 1309.0ms/step | 15.3 samples/s +Step 42780/44000 | Loss: 2.9222 | LR: 9.81e-07 | 1310.4ms/step | 15.3 samples/s +Step 42790/44000 | Loss: 2.9238 | LR: 9.65e-07 | 1312.9ms/step | 15.2 samples/s +Step 42800/44000 | Loss: 2.9146 | LR: 9.49e-07 | 1312.0ms/step | 15.2 samples/s +Step 42810/44000 | Loss: 2.9191 | LR: 9.33e-07 | 1309.4ms/step | 15.3 samples/s +Step 42820/44000 | Loss: 2.9185 | LR: 9.18e-07 | 1309.9ms/step | 15.3 samples/s +Step 42830/44000 | Loss: 2.9015 | LR: 9.02e-07 | 1310.4ms/step | 15.3 samples/s +Step 42840/44000 | Loss: 2.9475 | LR: 8.87e-07 | 1312.0ms/step | 15.2 samples/s +Step 42850/44000 | Loss: 2.8960 | LR: 8.72e-07 | 1312.0ms/step | 15.2 samples/s +Step 42860/44000 | Loss: 2.9375 | LR: 8.57e-07 | 1313.1ms/step | 15.2 samples/s +Step 42870/44000 | Loss: 2.9113 | LR: 8.42e-07 | 1319.7ms/step | 15.2 samples/s +Step 42880/44000 | Loss: 2.9260 | LR: 8.27e-07 | 1313.4ms/step | 15.2 samples/s +Step 42890/44000 | Loss: 2.9114 | LR: 8.12e-07 | 1312.5ms/step | 15.2 samples/s +Step 42900/44000 | Loss: 2.8871 | LR: 7.98e-07 | 1312.7ms/step | 15.2 samples/s +Step 42910/44000 | Loss: 2.9309 | LR: 7.83e-07 | 1309.4ms/step | 15.3 samples/s +Step 42920/44000 | Loss: 2.8805 | LR: 7.69e-07 | 1311.3ms/step | 15.3 samples/s +Step 42930/44000 | Loss: 2.9124 | LR: 7.55e-07 | 1311.0ms/step | 15.3 samples/s +Step 42940/44000 | Loss: 2.9211 | LR: 7.41e-07 | 1312.1ms/step | 15.2 samples/s +Step 42950/44000 | Loss: 2.9362 | LR: 7.27e-07 | 1312.7ms/step | 15.2 samples/s +Step 42960/44000 | Loss: 2.9015 | LR: 7.13e-07 | 1312.9ms/step | 15.2 samples/s +Step 42970/44000 | Loss: 2.9016 | LR: 6.99e-07 | 1310.9ms/step | 15.3 samples/s +Step 42980/44000 | Loss: 2.9160 | LR: 6.86e-07 | 1309.8ms/step | 15.3 samples/s +Step 42990/44000 | Loss: 2.8827 | LR: 6.72e-07 | 1308.9ms/step | 15.3 samples/s +Step 43000/44000 | Loss: 2.9208 | LR: 6.59e-07 | 1311.7ms/step | 15.2 samples/s +Validation at step 43000: Loss = 2.9068, Perplexity = 18.30 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-43000 +Step 43010/44000 | Loss: 2.9463 | LR: 6.46e-07 | 3835.9ms/step | 5.2 samples/s +Step 43020/44000 | Loss: 2.9313 | LR: 6.33e-07 | 1319.4ms/step | 15.2 samples/s +Step 43030/44000 | Loss: 2.9315 | LR: 6.20e-07 | 1319.9ms/step | 15.2 samples/s +Step 43040/44000 | Loss: 2.9201 | LR: 6.08e-07 | 1317.9ms/step | 15.2 samples/s +Step 43050/44000 | Loss: 2.9341 | LR: 5.95e-07 | 1319.2ms/step | 15.2 samples/s +Step 43060/44000 | Loss: 2.9336 | LR: 5.83e-07 | 1318.4ms/step | 15.2 samples/s +Step 43070/44000 | Loss: 2.9313 | LR: 5.70e-07 | 1319.3ms/step | 15.2 samples/s +Step 43080/44000 | Loss: 2.8978 | LR: 5.58e-07 | 1322.0ms/step | 15.1 samples/s +Step 43090/44000 | Loss: 2.8935 | LR: 5.46e-07 | 1320.6ms/step | 15.1 samples/s +Step 43100/44000 | Loss: 2.9112 | LR: 5.34e-07 | 1321.8ms/step | 15.1 samples/s +Step 43110/44000 | Loss: 2.9435 | LR: 5.22e-07 | 1320.3ms/step | 15.1 samples/s +Step 43120/44000 | Loss: 2.9165 | LR: 5.11e-07 | 1319.6ms/step | 15.2 samples/s +Step 43130/44000 | Loss: 2.9288 | LR: 4.99e-07 | 1321.4ms/step | 15.1 samples/s +Step 43140/44000 | Loss: 2.9492 | LR: 4.88e-07 | 1321.0ms/step | 15.1 samples/s +Step 43150/44000 | Loss: 2.8995 | LR: 4.76e-07 | 1322.0ms/step | 15.1 samples/s +Step 43160/44000 | Loss: 2.9294 | LR: 4.65e-07 | 1319.6ms/step | 15.2 samples/s +Step 43170/44000 | Loss: 2.8610 | LR: 4.54e-07 | 1318.9ms/step | 15.2 samples/s +Step 43180/44000 | Loss: 2.9023 | LR: 4.43e-07 | 1319.2ms/step | 15.2 samples/s +Step 43190/44000 | Loss: 2.9326 | LR: 4.33e-07 | 1319.2ms/step | 15.2 samples/s +Step 43200/44000 | Loss: 2.9338 | LR: 4.22e-07 | 1319.4ms/step | 15.2 samples/s +Step 43210/44000 | Loss: 2.9159 | LR: 4.12e-07 | 1318.3ms/step | 15.2 samples/s +Step 43220/44000 | Loss: 2.9046 | LR: 4.01e-07 | 1318.0ms/step | 15.2 samples/s +Step 43230/44000 | Loss: 2.9295 | LR: 3.91e-07 | 1318.0ms/step | 15.2 samples/s +Step 43240/44000 | Loss: 2.9142 | LR: 3.81e-07 | 1318.9ms/step | 15.2 samples/s +Step 43250/44000 | Loss: 2.9140 | LR: 3.71e-07 | 1314.3ms/step | 15.2 samples/s +Validation at step 43250: Loss = 2.9066, Perplexity = 18.29 +Step 43260/44000 | Loss: 2.8972 | LR: 3.61e-07 | 3512.8ms/step | 5.7 samples/s +Step 43270/44000 | Loss: 2.9333 | LR: 3.51e-07 | 1310.1ms/step | 15.3 samples/s +Step 43280/44000 | Loss: 2.9241 | LR: 3.42e-07 | 1310.8ms/step | 15.3 samples/s +Step 43290/44000 | Loss: 2.9262 | LR: 3.32e-07 | 1308.0ms/step | 15.3 samples/s +Step 43300/44000 | Loss: 2.9127 | LR: 3.23e-07 | 1310.3ms/step | 15.3 samples/s +Step 43310/44000 | Loss: 2.9122 | LR: 3.14e-07 | 1312.9ms/step | 15.2 samples/s +Step 43320/44000 | Loss: 2.9014 | LR: 3.05e-07 | 1314.6ms/step | 15.2 samples/s +Step 43330/44000 | Loss: 2.8962 | LR: 2.96e-07 | 1314.7ms/step | 15.2 samples/s +Step 43340/44000 | Loss: 2.9161 | LR: 2.87e-07 | 1313.3ms/step | 15.2 samples/s +Step 43350/44000 | Loss: 2.9174 | LR: 2.79e-07 | 1320.3ms/step | 15.1 samples/s +Step 43360/44000 | Loss: 2.9178 | LR: 2.70e-07 | 1319.5ms/step | 15.2 samples/s +Step 43370/44000 | Loss: 2.9249 | LR: 2.62e-07 | 1314.1ms/step | 15.2 samples/s +Step 43380/44000 | Loss: 2.9224 | LR: 2.53e-07 | 1313.0ms/step | 15.2 samples/s +Step 43390/44000 | Loss: 2.9198 | LR: 2.45e-07 | 1314.1ms/step | 15.2 samples/s +Step 43400/44000 | Loss: 2.9141 | LR: 2.37e-07 | 1313.9ms/step | 15.2 samples/s +Step 43410/44000 | Loss: 2.9114 | LR: 2.30e-07 | 1314.6ms/step | 15.2 samples/s +Step 43420/44000 | Loss: 2.9403 | LR: 2.22e-07 | 1315.4ms/step | 15.2 samples/s +Step 43430/44000 | Loss: 2.9200 | LR: 2.14e-07 | 1312.7ms/step | 15.2 samples/s +Step 43440/44000 | Loss: 2.9067 | LR: 2.07e-07 | 1311.5ms/step | 15.2 samples/s +Step 43450/44000 | Loss: 2.9107 | LR: 1.99e-07 | 1311.3ms/step | 15.3 samples/s +Step 43460/44000 | Loss: 2.8975 | LR: 1.92e-07 | 1312.7ms/step | 15.2 samples/s +Step 43470/44000 | Loss: 2.9128 | LR: 1.85e-07 | 1315.2ms/step | 15.2 samples/s +Step 43480/44000 | Loss: 2.9068 | LR: 1.78e-07 | 1312.1ms/step | 15.2 samples/s +Step 43490/44000 | Loss: 2.9301 | LR: 1.72e-07 | 1313.1ms/step | 15.2 samples/s +Step 43500/44000 | Loss: 2.9108 | LR: 1.65e-07 | 1314.3ms/step | 15.2 samples/s +Validation at step 43500: Loss = 2.9069, Perplexity = 18.30 +Step 43510/44000 | Loss: 2.9027 | LR: 1.58e-07 | 3517.7ms/step | 5.7 samples/s +Step 43520/44000 | Loss: 2.8936 | LR: 1.52e-07 | 1311.3ms/step | 15.3 samples/s +Step 43530/44000 | Loss: 2.9146 | LR: 1.46e-07 | 1312.0ms/step | 15.2 samples/s +Step 43540/44000 | Loss: 2.9060 | LR: 1.40e-07 | 1308.7ms/step | 15.3 samples/s +Step 43550/44000 | Loss: 2.9014 | LR: 1.34e-07 | 1309.8ms/step | 15.3 samples/s +Step 43560/44000 | Loss: 2.8741 | LR: 1.28e-07 | 1310.0ms/step | 15.3 samples/s +Step 43570/44000 | Loss: 2.9230 | LR: 1.22e-07 | 1312.1ms/step | 15.2 samples/s +Step 43580/44000 | Loss: 2.9420 | LR: 1.16e-07 | 1312.6ms/step | 15.2 samples/s +Step 43590/44000 | Loss: 2.9184 | LR: 1.11e-07 | 1314.5ms/step | 15.2 samples/s +Step 43600/44000 | Loss: 2.9314 | LR: 1.06e-07 | 1315.3ms/step | 15.2 samples/s +Step 43610/44000 | Loss: 2.9180 | LR: 1.00e-07 | 1313.3ms/step | 15.2 samples/s +Step 43620/44000 | Loss: 2.9107 | LR: 9.52e-08 | 1314.1ms/step | 15.2 samples/s +Step 43630/44000 | Loss: 2.9608 | LR: 9.03e-08 | 1313.3ms/step | 15.2 samples/s +Step 43640/44000 | Loss: 2.9195 | LR: 8.55e-08 | 1314.3ms/step | 15.2 samples/s +Step 43650/44000 | Loss: 2.9271 | LR: 8.08e-08 | 1315.1ms/step | 15.2 samples/s +Step 43660/44000 | Loss: 2.9066 | LR: 7.62e-08 | 1317.0ms/step | 15.2 samples/s +Step 43670/44000 | Loss: 2.9302 | LR: 7.18e-08 | 1314.5ms/step | 15.2 samples/s +Step 43680/44000 | Loss: 2.9112 | LR: 6.75e-08 | 1316.3ms/step | 15.2 samples/s +Step 43690/44000 | Loss: 2.9380 | LR: 6.34e-08 | 1314.5ms/step | 15.2 samples/s +Step 43700/44000 | Loss: 2.9059 | LR: 5.94e-08 | 1309.6ms/step | 15.3 samples/s +Step 43710/44000 | Loss: 2.9302 | LR: 5.55e-08 | 1311.6ms/step | 15.2 samples/s +Step 43720/44000 | Loss: 2.9456 | LR: 5.17e-08 | 1309.6ms/step | 15.3 samples/s +Step 43730/44000 | Loss: 2.8996 | LR: 4.81e-08 | 1309.4ms/step | 15.3 samples/s +Step 43740/44000 | Loss: 2.9074 | LR: 4.46e-08 | 1310.4ms/step | 15.3 samples/s +Step 43750/44000 | Loss: 2.9343 | LR: 4.12e-08 | 1316.7ms/step | 15.2 samples/s +Validation at step 43750: Loss = 2.9069, Perplexity = 18.30 +Step 43760/44000 | Loss: 2.9240 | LR: 3.80e-08 | 3510.2ms/step | 5.7 samples/s +Step 43770/44000 | Loss: 2.9143 | LR: 3.49e-08 | 1314.3ms/step | 15.2 samples/s +Step 43780/44000 | Loss: 2.9012 | LR: 3.19e-08 | 1313.3ms/step | 15.2 samples/s +Step 43790/44000 | Loss: 2.8890 | LR: 2.91e-08 | 1310.1ms/step | 15.3 samples/s +Step 43800/44000 | Loss: 2.9161 | LR: 2.64e-08 | 1309.1ms/step | 15.3 samples/s +Step 43810/44000 | Loss: 2.9079 | LR: 2.38e-08 | 1311.1ms/step | 15.3 samples/s +Step 43820/44000 | Loss: 2.9119 | LR: 2.14e-08 | 1310.9ms/step | 15.3 samples/s +Step 43830/44000 | Loss: 2.9286 | LR: 1.91e-08 | 1314.2ms/step | 15.2 samples/s +Step 43840/44000 | Loss: 2.9254 | LR: 1.69e-08 | 1315.5ms/step | 15.2 samples/s +Step 43850/44000 | Loss: 2.9334 | LR: 1.48e-08 | 1312.7ms/step | 15.2 samples/s +Step 43860/44000 | Loss: 2.9010 | LR: 1.29e-08 | 1313.3ms/step | 15.2 samples/s +Step 43870/44000 | Loss: 2.9000 | LR: 1.11e-08 | 1310.5ms/step | 15.3 samples/s +Step 43880/44000 | Loss: 2.8907 | LR: 9.50e-09 | 1307.5ms/step | 15.3 samples/s +Step 43890/44000 | Loss: 2.9526 | LR: 7.98e-09 | 1310.6ms/step | 15.3 samples/s +Step 43900/44000 | Loss: 2.8775 | LR: 6.60e-09 | 1316.3ms/step | 15.2 samples/s +Step 43910/44000 | Loss: 2.9185 | LR: 5.34e-09 | 1314.7ms/step | 15.2 samples/s +Step 43920/44000 | Loss: 2.9220 | LR: 4.22e-09 | 1312.7ms/step | 15.2 samples/s +Step 43930/44000 | Loss: 2.9037 | LR: 3.23e-09 | 1310.5ms/step | 15.3 samples/s +Step 43940/44000 | Loss: 2.9391 | LR: 2.37e-09 | 1312.8ms/step | 15.2 samples/s +Step 43950/44000 | Loss: 2.9020 | LR: 1.65e-09 | 1313.0ms/step | 15.2 samples/s +Step 43960/44000 | Loss: 2.9365 | LR: 1.06e-09 | 1315.8ms/step | 15.2 samples/s +Step 43970/44000 | Loss: 2.8784 | LR: 5.94e-10 | 1316.3ms/step | 15.2 samples/s +Step 43980/44000 | Loss: 2.9182 | LR: 2.64e-10 | 1312.6ms/step | 15.2 samples/s +Step 43990/44000 | Loss: 2.9405 | LR: 6.60e-11 | 1311.0ms/step | 15.3 samples/s +Step 44000/44000 | Loss: 2.9203 | LR: 0.00e+00 | 1312.9ms/step | 15.2 samples/s +Validation at step 44000: Loss = 2.9070, Perplexity = 18.30 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-44000 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled_nrb35_seed43/run_20260821_164416/checkpoint-44000 diff --git a/epfl_final/SparseAtt/wandb/run-20260822_042436-ryta2atg/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260822_042436-ryta2atg/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c3e38c4cce87cb53d52f45f6ac8cbf8688a7d92 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260822_042436-ryta2atg/files/requirements.txt @@ -0,0 +1,142 @@ +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 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