diff --git a/.gitattributes b/.gitattributes
index 37b2048a0a800ed892b875cb1ecd286722522063..8c4907e65d39831d89a0d26ed709654ff7706375 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -139,3 +139,10 @@ epfl_final/SparseAtt/wandb/run-20260824_034710-i8ewyy95/run-i8ewyy95.wandb filte
 epfl_final/SparseAtt/wandb/run-20260824_132232-rgmkfpnl/run-rgmkfpnl.wandb filter=lfs diff=lfs merge=lfs -text
 epfl_final/SparseAtt/wandb/run-20260824_181605-i8ewyy95/run-i8ewyy95.wandb filter=lfs diff=lfs merge=lfs -text
 epfl_final/SparseAtt/wandb/run-20260824_181749-rgmkfpnl/run-rgmkfpnl.wandb filter=lfs diff=lfs merge=lfs -text
+epfl_final/SparseAtt/wandb/run-20260825_031743-qctui00g/run-qctui00g.wandb filter=lfs diff=lfs merge=lfs -text
+epfl_final/SparseAtt/wandb/run-20260825_031836-rgmkfpnl/run-rgmkfpnl.wandb filter=lfs diff=lfs merge=lfs -text
+epfl_final/SparseAtt/wandb/run-20260825_134623-qctui00g/run-qctui00g.wandb filter=lfs diff=lfs merge=lfs -text
+epfl_final/SparseAtt/wandb/run-20260825_135931-rgmkfpnl/run-rgmkfpnl.wandb filter=lfs diff=lfs merge=lfs -text
+epfl_final/SparseAtt/wandb/run-20260825_192830-6sx9f1kf/run-6sx9f1kf.wandb filter=lfs diff=lfs merge=lfs -text
+epfl_final/SparseAtt/wandb/run-20260825_204951-qctui00g/run-qctui00g.wandb filter=lfs diff=lfs merge=lfs -text
+epfl_final/SparseAtt/wandb/run-20260825_211848-rgmkfpnl/run-rgmkfpnl.wandb filter=lfs diff=lfs merge=lfs -text
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_031743-qctui00g/files/output.log b/epfl_final/SparseAtt/wandb/run-20260825_031743-qctui00g/files/output.log
new file mode 100644
index 0000000000000000000000000000000000000000..c32b2c99ca60330e4046f8fcfd2e3e68de20f923
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_031743-qctui00g/files/output.log
@@ -0,0 +1,1188 @@
+Starting training...
+Validation at step 2500: Loss = 3.1156, Perplexity = 22.55
+wandb: WARNING Tried to log to step 2500 that is less than the current step 2611. 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 2501: dense (dense step interval)
+Step 2510/50462 | Loss: 3.0854 | LR: 4.98e-04 | 13125.4ms/step | 4.6 samples/s
+wandb: WARNING Tried to log to step 2510 that is less than the current step 2611. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 2520/50462 | Loss: 3.1177 | LR: 4.98e-04 | 1891.4ms/step | 31.7 samples/s
+wandb: WARNING Tried to log to step 2520 that is less than the current step 2611. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 2530/50462 | Loss: 3.1660 | LR: 4.98e-04 | 1896.0ms/step | 31.6 samples/s
+wandb: WARNING Tried to log to step 2530 that is less than the current step 2611. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 2540/50462 | Loss: 3.1500 | LR: 4.98e-04 | 1900.0ms/step | 31.6 samples/s
+wandb: WARNING Tried to log to step 2540 that is less than the current step 2611. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 2550/50462 | Loss: 3.1158 | LR: 4.98e-04 | 1900.5ms/step | 31.6 samples/s
+wandb: WARNING Tried to log to step 2550 that is less than the current step 2611. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 2560/50462 | Loss: 3.0982 | LR: 4.98e-04 | 1903.8ms/step | 31.5 samples/s
+wandb: WARNING Tried to log to step 2560 that is less than the current step 2611. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 2570/50462 | Loss: 3.1327 | LR: 4.98e-04 | 1905.9ms/step | 31.5 samples/s
+wandb: WARNING Tried to log to step 2570 that is less than the current step 2611. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 2580/50462 | Loss: 3.0830 | LR: 4.98e-04 | 1904.9ms/step | 31.5 samples/s
+wandb: WARNING Tried to log to step 2580 that is less than the current step 2611. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 2590/50462 | Loss: 3.1023 | LR: 4.98e-04 | 1907.9ms/step | 31.4 samples/s
+wandb: WARNING Tried to log to step 2590 that is less than the current step 2611. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 2600/50462 | Loss: 3.1342 | LR: 4.98e-04 | 1905.4ms/step | 31.5 samples/s
+wandb: WARNING Tried to log to step 2600 that is less than the current step 2611. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 2610/50462 | Loss: 3.0733 | LR: 4.98e-04 | 1905.7ms/step | 31.5 samples/s
+wandb: WARNING Tried to log to step 2610 that is less than the current step 2611. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 2620/50462 | Loss: 3.1236 | LR: 4.98e-04 | 1904.3ms/step | 31.5 samples/s
+Step 2630/50462 | Loss: 3.1401 | LR: 4.98e-04 | 1906.8ms/step | 31.5 samples/s
+Step 2640/50462 | Loss: 3.0964 | LR: 4.98e-04 | 1909.4ms/step | 31.4 samples/s
+Step 2650/50462 | Loss: 3.0968 | LR: 4.98e-04 | 1905.7ms/step | 31.5 samples/s
+Step 2660/50462 | Loss: 3.0760 | LR: 4.98e-04 | 1908.6ms/step | 31.4 samples/s
+Step 2670/50462 | Loss: 3.1006 | LR: 4.98e-04 | 1908.2ms/step | 31.4 samples/s
+Step 2680/50462 | Loss: 3.1140 | LR: 4.98e-04 | 1907.4ms/step | 31.5 samples/s
+Step 2690/50462 | Loss: 3.0751 | LR: 4.98e-04 | 1904.9ms/step | 31.5 samples/s
+Step 2700/50462 | Loss: 3.1206 | LR: 4.98e-04 | 1906.1ms/step | 31.5 samples/s
+Step 2710/50462 | Loss: 3.1392 | LR: 4.98e-04 | 1908.8ms/step | 31.4 samples/s
+Step 2720/50462 | Loss: 3.0849 | LR: 4.98e-04 | 1909.1ms/step | 31.4 samples/s
+Step 2730/50462 | Loss: 3.0740 | LR: 4.98e-04 | 1907.2ms/step | 31.5 samples/s
+Step 2740/50462 | Loss: 3.1060 | LR: 4.98e-04 | 1907.6ms/step | 31.5 samples/s
+Step 2750/50462 | Loss: 3.0526 | LR: 4.98e-04 | 1903.5ms/step | 31.5 samples/s
+Validation at step 2750: Loss = 3.0782, Perplexity = 21.72
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-2750
+Step 2760/50462 | Loss: 3.0767 | LR: 4.98e-04 | 3440.7ms/step | 17.4 samples/s
+Step 2770/50462 | Loss: 3.1286 | LR: 4.98e-04 | 1899.0ms/step | 31.6 samples/s
+Step 2780/50462 | Loss: 3.0682 | LR: 4.98e-04 | 1903.9ms/step | 31.5 samples/s
+Step 2790/50462 | Loss: 3.1283 | LR: 4.98e-04 | 1904.8ms/step | 31.5 samples/s
+Step 2800/50462 | Loss: 3.0816 | LR: 4.98e-04 | 1909.5ms/step | 31.4 samples/s
+Step 2810/50462 | Loss: 3.1023 | LR: 4.98e-04 | 1909.4ms/step | 31.4 samples/s
+Step 2820/50462 | Loss: 3.0978 | LR: 4.98e-04 | 1910.5ms/step | 31.4 samples/s
+Step 2830/50462 | Loss: 3.0747 | LR: 4.98e-04 | 1910.8ms/step | 31.4 samples/s
+Step 2840/50462 | Loss: 3.0866 | LR: 4.98e-04 | 1908.5ms/step | 31.4 samples/s
+Step 2850/50462 | Loss: 3.1138 | LR: 4.98e-04 | 1911.0ms/step | 31.4 samples/s
+Step 2860/50462 | Loss: 3.1015 | LR: 4.98e-04 | 1909.6ms/step | 31.4 samples/s
+Step 2870/50462 | Loss: 3.1098 | LR: 4.98e-04 | 1911.0ms/step | 31.4 samples/s
+Step 2880/50462 | Loss: 3.1027 | LR: 4.98e-04 | 1908.9ms/step | 31.4 samples/s
+Step 2890/50462 | Loss: 3.0486 | LR: 4.98e-04 | 1911.5ms/step | 31.4 samples/s
+Step 2900/50462 | Loss: 3.0688 | LR: 4.98e-04 | 1910.9ms/step | 31.4 samples/s
+Step 2910/50462 | Loss: 3.0731 | LR: 4.98e-04 | 1908.6ms/step | 31.4 samples/s
+Step 2920/50462 | Loss: 3.0471 | LR: 4.98e-04 | 1908.9ms/step | 31.4 samples/s
+Step 2930/50462 | Loss: 3.0629 | LR: 4.98e-04 | 1913.7ms/step | 31.4 samples/s
+Step 2940/50462 | Loss: 3.0769 | LR: 4.98e-04 | 1913.8ms/step | 31.4 samples/s
+Step 2950/50462 | Loss: 3.0599 | LR: 4.98e-04 | 1911.4ms/step | 31.4 samples/s
+Step 2960/50462 | Loss: 3.0353 | LR: 4.98e-04 | 1912.6ms/step | 31.4 samples/s
+Step 2970/50462 | Loss: 3.0840 | LR: 4.98e-04 | 1909.6ms/step | 31.4 samples/s
+Step 2980/50462 | Loss: 3.0567 | LR: 4.98e-04 | 1908.9ms/step | 31.4 samples/s
+Step 2990/50462 | Loss: 3.1263 | LR: 4.97e-04 | 1907.9ms/step | 31.4 samples/s
+Step 3000/50462 | Loss: 3.0461 | LR: 4.97e-04 | 1910.3ms/step | 31.4 samples/s
+Validation at step 3000: Loss = 3.0502, Perplexity = 21.12
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-3000
+Step 3010/50462 | Loss: 3.0719 | LR: 4.97e-04 | 3298.7ms/step | 18.2 samples/s
+Step 3020/50462 | Loss: 3.0375 | LR: 4.97e-04 | 1901.6ms/step | 31.6 samples/s
+Step 3030/50462 | Loss: 3.0948 | LR: 4.97e-04 | 1904.3ms/step | 31.5 samples/s
+Step 3040/50462 | Loss: 3.0497 | LR: 4.97e-04 | 1908.1ms/step | 31.4 samples/s
+Step 3050/50462 | Loss: 3.0545 | LR: 4.97e-04 | 1908.9ms/step | 31.4 samples/s
+Step 3060/50462 | Loss: 3.0760 | LR: 4.97e-04 | 1908.0ms/step | 31.4 samples/s
+Step 3070/50462 | Loss: 3.0567 | LR: 4.97e-04 | 1910.1ms/step | 31.4 samples/s
+Step 3080/50462 | Loss: 3.0653 | LR: 4.97e-04 | 1910.7ms/step | 31.4 samples/s
+Step 3090/50462 | Loss: 3.0543 | LR: 4.97e-04 | 1912.2ms/step | 31.4 samples/s
+Step 3100/50462 | Loss: 3.0325 | LR: 4.97e-04 | 1909.6ms/step | 31.4 samples/s
+Step 3110/50462 | Loss: 3.0323 | LR: 4.97e-04 | 1908.5ms/step | 31.4 samples/s
+Step 3120/50462 | Loss: 3.0297 | LR: 4.97e-04 | 1908.0ms/step | 31.4 samples/s
+Step 3130/50462 | Loss: 3.0222 | LR: 4.97e-04 | 1906.8ms/step | 31.5 samples/s
+Step 3140/50462 | Loss: 3.0669 | LR: 4.97e-04 | 1908.4ms/step | 31.4 samples/s
+Step 3150/50462 | Loss: 3.0647 | LR: 4.97e-04 | 1911.8ms/step | 31.4 samples/s
+Step 3160/50462 | Loss: 3.0484 | LR: 4.97e-04 | 1914.2ms/step | 31.3 samples/s
+Step 3170/50462 | Loss: 3.0301 | LR: 4.97e-04 | 1914.9ms/step | 31.3 samples/s
+Step 3180/50462 | Loss: 3.0207 | LR: 4.97e-04 | 1915.6ms/step | 31.3 samples/s
+Step 3190/50462 | Loss: 3.0142 | LR: 4.97e-04 | 1915.5ms/step | 31.3 samples/s
+Step 3200/50462 | Loss: 3.0447 | LR: 4.97e-04 | 1912.1ms/step | 31.4 samples/s
+Step 3210/50462 | Loss: 3.0084 | LR: 4.97e-04 | 1914.0ms/step | 31.3 samples/s
+Step 3220/50462 | Loss: 3.0159 | LR: 4.97e-04 | 1913.6ms/step | 31.4 samples/s
+Step 3230/50462 | Loss: 3.0350 | LR: 4.97e-04 | 1914.5ms/step | 31.3 samples/s
+Step 3240/50462 | Loss: 2.9973 | LR: 4.97e-04 | 1912.4ms/step | 31.4 samples/s
+Step 3250/50462 | Loss: 3.0368 | LR: 4.97e-04 | 1913.2ms/step | 31.4 samples/s
+Validation at step 3250: Loss = 3.0207, Perplexity = 20.51
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-3250
+Step 3260/50462 | Loss: 3.0022 | LR: 4.97e-04 | 3298.6ms/step | 18.2 samples/s
+Step 3270/50462 | Loss: 3.0150 | LR: 4.97e-04 | 1899.9ms/step | 31.6 samples/s
+Step 3280/50462 | Loss: 3.0681 | LR: 4.97e-04 | 1907.2ms/step | 31.5 samples/s
+Step 3290/50462 | Loss: 3.0322 | LR: 4.97e-04 | 1906.9ms/step | 31.5 samples/s
+Step 3300/50462 | Loss: 3.0271 | LR: 4.97e-04 | 1908.0ms/step | 31.4 samples/s
+Step 3310/50462 | Loss: 3.0427 | LR: 4.97e-04 | 1908.2ms/step | 31.4 samples/s
+Step 3320/50462 | Loss: 2.9960 | LR: 4.97e-04 | 1905.3ms/step | 31.5 samples/s
+Step 3330/50462 | Loss: 2.9897 | LR: 4.97e-04 | 1906.0ms/step | 31.5 samples/s
+Step 3340/50462 | Loss: 3.0382 | LR: 4.97e-04 | 1912.5ms/step | 31.4 samples/s
+Step 3350/50462 | Loss: 3.0206 | LR: 4.97e-04 | 1909.9ms/step | 31.4 samples/s
+Step 3360/50462 | Loss: 3.0777 | LR: 4.97e-04 | 1908.9ms/step | 31.4 samples/s
+Step 3370/50462 | Loss: 3.0276 | LR: 4.97e-04 | 1909.4ms/step | 31.4 samples/s
+Step 3380/50462 | Loss: 3.0753 | LR: 4.97e-04 | 1907.5ms/step | 31.5 samples/s
+Step 3390/50462 | Loss: 3.0186 | LR: 4.97e-04 | 1909.4ms/step | 31.4 samples/s
+Step 3400/50462 | Loss: 2.9841 | LR: 4.97e-04 | 1908.7ms/step | 31.4 samples/s
+Step 3410/50462 | Loss: 3.0091 | LR: 4.96e-04 | 1910.3ms/step | 31.4 samples/s
+Step 3420/50462 | Loss: 3.0469 | LR: 4.96e-04 | 1911.2ms/step | 31.4 samples/s
+Step 3430/50462 | Loss: 2.9463 | LR: 4.96e-04 | 1909.9ms/step | 31.4 samples/s
+Step 3440/50462 | Loss: 3.0141 | LR: 4.96e-04 | 1909.9ms/step | 31.4 samples/s
+Step 3450/50462 | Loss: 2.9965 | LR: 4.96e-04 | 1913.2ms/step | 31.4 samples/s
+Step 3460/50462 | Loss: 2.9916 | LR: 4.96e-04 | 1905.8ms/step | 31.5 samples/s
+Step 3470/50462 | Loss: 3.0137 | LR: 4.96e-04 | 1906.0ms/step | 31.5 samples/s
+Step 3480/50462 | Loss: 3.0528 | LR: 4.96e-04 | 1909.5ms/step | 31.4 samples/s
+Step 3490/50462 | Loss: 2.9815 | LR: 4.96e-04 | 1908.8ms/step | 31.4 samples/s
+Step 3500/50462 | Loss: 3.0195 | LR: 4.96e-04 | 1909.5ms/step | 31.4 samples/s
+Validation at step 3500: Loss = 2.9997, Perplexity = 20.08
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-3500
+Step 3510/50462 | Loss: 3.0214 | LR: 4.96e-04 | 3254.6ms/step | 18.4 samples/s
+Step 3520/50462 | Loss: 3.0286 | LR: 4.96e-04 | 1902.7ms/step | 31.5 samples/s
+Step 3530/50462 | Loss: 3.0108 | LR: 4.96e-04 | 1906.1ms/step | 31.5 samples/s
+Step 3540/50462 | Loss: 3.0082 | LR: 4.96e-04 | 1910.5ms/step | 31.4 samples/s
+Step 3550/50462 | Loss: 3.0235 | LR: 4.96e-04 | 1908.5ms/step | 31.4 samples/s
+Step 3560/50462 | Loss: 3.0217 | LR: 4.96e-04 | 1909.5ms/step | 31.4 samples/s
+Step 3570/50462 | Loss: 3.0493 | LR: 4.96e-04 | 1911.7ms/step | 31.4 samples/s
+Step 3580/50462 | Loss: 3.0204 | LR: 4.96e-04 | 1912.7ms/step | 31.4 samples/s
+Step 3590/50462 | Loss: 2.9945 | LR: 4.96e-04 | 1912.0ms/step | 31.4 samples/s
+Step 3600/50462 | Loss: 2.9825 | LR: 4.96e-04 | 1912.5ms/step | 31.4 samples/s
+Step 3610/50462 | Loss: 2.9897 | LR: 4.96e-04 | 1911.1ms/step | 31.4 samples/s
+Step 3620/50462 | Loss: 3.0097 | LR: 4.96e-04 | 1912.1ms/step | 31.4 samples/s
+Step 3630/50462 | Loss: 2.9718 | LR: 4.96e-04 | 1911.5ms/step | 31.4 samples/s
+Step 3640/50462 | Loss: 2.9449 | LR: 4.96e-04 | 1914.0ms/step | 31.3 samples/s
+Step 3650/50462 | Loss: 3.0318 | LR: 4.96e-04 | 1913.0ms/step | 31.4 samples/s
+Step 3660/50462 | Loss: 2.9952 | LR: 4.96e-04 | 1914.5ms/step | 31.3 samples/s
+Step 3670/50462 | Loss: 3.0259 | LR: 4.96e-04 | 1911.8ms/step | 31.4 samples/s
+Step 3680/50462 | Loss: 3.0018 | LR: 4.96e-04 | 1913.5ms/step | 31.4 samples/s
+Step 3690/50462 | Loss: 2.9555 | LR: 4.96e-04 | 1915.4ms/step | 31.3 samples/s
+Step 3700/50462 | Loss: 2.9638 | LR: 4.96e-04 | 1915.7ms/step | 31.3 samples/s
+Step 3710/50462 | Loss: 2.9746 | LR: 4.96e-04 | 1911.3ms/step | 31.4 samples/s
+Step 3720/50462 | Loss: 2.9771 | LR: 4.96e-04 | 1912.3ms/step | 31.4 samples/s
+Step 3730/50462 | Loss: 3.0034 | LR: 4.96e-04 | 1909.8ms/step | 31.4 samples/s
+Step 3740/50462 | Loss: 3.0235 | LR: 4.96e-04 | 1913.2ms/step | 31.4 samples/s
+Step 3750/50462 | Loss: 2.9867 | LR: 4.96e-04 | 1911.9ms/step | 31.4 samples/s
+Validation at step 3750: Loss = 2.9766, Perplexity = 19.62
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-3750
+Step 3760/50462 | Loss: 2.9753 | LR: 4.95e-04 | 3275.8ms/step | 18.3 samples/s
+Step 3770/50462 | Loss: 2.9529 | LR: 4.95e-04 | 1901.5ms/step | 31.6 samples/s
+Step 3780/50462 | Loss: 2.9433 | LR: 4.95e-04 | 1906.5ms/step | 31.5 samples/s
+Step 3790/50462 | Loss: 2.9548 | LR: 4.95e-04 | 1910.3ms/step | 31.4 samples/s
+Step 3800/50462 | Loss: 2.9861 | LR: 4.95e-04 | 1912.2ms/step | 31.4 samples/s
+Step 3810/50462 | Loss: 2.9591 | LR: 4.95e-04 | 1909.6ms/step | 31.4 samples/s
+Step 3820/50462 | Loss: 2.9513 | LR: 4.95e-04 | 1902.6ms/step | 31.5 samples/s
+Step 3830/50462 | Loss: 2.9790 | LR: 4.95e-04 | 1906.8ms/step | 31.5 samples/s
+Step 3840/50462 | Loss: 3.0273 | LR: 4.95e-04 | 1910.1ms/step | 31.4 samples/s
+Step 3850/50462 | Loss: 3.0103 | LR: 4.95e-04 | 1910.2ms/step | 31.4 samples/s
+Step 3860/50462 | Loss: 2.9923 | LR: 4.95e-04 | 1909.4ms/step | 31.4 samples/s
+Step 3870/50462 | Loss: 2.9827 | LR: 4.95e-04 | 1912.7ms/step | 31.4 samples/s
+Step 3880/50462 | Loss: 2.9852 | LR: 4.95e-04 | 1911.9ms/step | 31.4 samples/s
+Step 3890/50462 | Loss: 2.9473 | LR: 4.95e-04 | 1912.4ms/step | 31.4 samples/s
+Step 3900/50462 | Loss: 2.9623 | LR: 4.95e-04 | 1913.1ms/step | 31.4 samples/s
+Step 3910/50462 | Loss: 3.0118 | LR: 4.95e-04 | 1912.6ms/step | 31.4 samples/s
+Step 3920/50462 | Loss: 2.9947 | LR: 4.95e-04 | 1911.9ms/step | 31.4 samples/s
+Step 3930/50462 | Loss: 2.9783 | LR: 4.95e-04 | 1913.3ms/step | 31.4 samples/s
+Step 3940/50462 | Loss: 2.9784 | LR: 4.95e-04 | 1913.5ms/step | 31.4 samples/s
+Step 3950/50462 | Loss: 2.9475 | LR: 4.95e-04 | 1913.2ms/step | 31.4 samples/s
+Step 3960/50462 | Loss: 2.9594 | LR: 4.95e-04 | 1913.0ms/step | 31.4 samples/s
+Step 3970/50462 | Loss: 2.9685 | LR: 4.95e-04 | 1912.9ms/step | 31.4 samples/s
+Step 3980/50462 | Loss: 2.9664 | LR: 4.95e-04 | 1911.3ms/step | 31.4 samples/s
+Step 3990/50462 | Loss: 2.9888 | LR: 4.95e-04 | 1913.2ms/step | 31.4 samples/s
+Step 4000/50462 | Loss: 2.9662 | LR: 4.95e-04 | 1928.9ms/step | 31.1 samples/s
+Validation at step 4000: Loss = 2.9579, Perplexity = 19.26
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-4000
+Step 4010/50462 | Loss: 2.9768 | LR: 4.95e-04 | 3341.0ms/step | 18.0 samples/s
+Step 4020/50462 | Loss: 2.9856 | LR: 4.95e-04 | 1899.9ms/step | 31.6 samples/s
+Step 4030/50462 | Loss: 3.0025 | LR: 4.95e-04 | 1903.4ms/step | 31.5 samples/s
+Step 4040/50462 | Loss: 2.9680 | LR: 4.95e-04 | 1910.4ms/step | 31.4 samples/s
+Step 4050/50462 | Loss: 2.9945 | LR: 4.95e-04 | 1908.3ms/step | 31.4 samples/s
+Step 4060/50462 | Loss: 2.9508 | LR: 4.95e-04 | 1913.2ms/step | 31.4 samples/s
+Step 4070/50462 | Loss: 2.9837 | LR: 4.95e-04 | 1911.7ms/step | 31.4 samples/s
+Step 4080/50462 | Loss: 2.9413 | LR: 4.94e-04 | 1912.8ms/step | 31.4 samples/s
+Step 4090/50462 | Loss: 2.9119 | LR: 4.94e-04 | 1909.9ms/step | 31.4 samples/s
+Step 4100/50462 | Loss: 3.0032 | LR: 4.94e-04 | 1908.2ms/step | 31.4 samples/s
+Step 4110/50462 | Loss: 2.9365 | LR: 4.94e-04 | 1909.0ms/step | 31.4 samples/s
+Step 4120/50462 | Loss: 2.9925 | LR: 4.94e-04 | 1909.3ms/step | 31.4 samples/s
+Step 4130/50462 | Loss: 2.9468 | LR: 4.94e-04 | 1910.0ms/step | 31.4 samples/s
+Step 4140/50462 | Loss: 2.9404 | LR: 4.94e-04 | 1911.0ms/step | 31.4 samples/s
+Step 4150/50462 | Loss: 2.9303 | LR: 4.94e-04 | 1911.5ms/step | 31.4 samples/s
+Step 4160/50462 | Loss: 2.9605 | LR: 4.94e-04 | 1912.7ms/step | 31.4 samples/s
+Step 4170/50462 | Loss: 2.9402 | LR: 4.94e-04 | 1912.8ms/step | 31.4 samples/s
+Step 4180/50462 | Loss: 2.9434 | LR: 4.94e-04 | 1913.5ms/step | 31.4 samples/s
+Step 4190/50462 | Loss: 2.9102 | LR: 4.94e-04 | 1911.5ms/step | 31.4 samples/s
+Step 4200/50462 | Loss: 2.9414 | LR: 4.94e-04 | 1912.1ms/step | 31.4 samples/s
+Step 4210/50462 | Loss: 2.9585 | LR: 4.94e-04 | 1912.0ms/step | 31.4 samples/s
+Step 4220/50462 | Loss: 2.9214 | LR: 4.94e-04 | 1910.8ms/step | 31.4 samples/s
+Step 4230/50462 | Loss: 2.9410 | LR: 4.94e-04 | 1912.9ms/step | 31.4 samples/s
+Step 4240/50462 | Loss: 2.9154 | LR: 4.94e-04 | 1912.2ms/step | 31.4 samples/s
+Step 4250/50462 | Loss: 2.9842 | LR: 4.94e-04 | 1907.7ms/step | 31.5 samples/s
+Validation at step 4250: Loss = 2.9398, Perplexity = 18.91
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-4250
+Step 4260/50462 | Loss: 2.9586 | LR: 4.94e-04 | 3270.9ms/step | 18.3 samples/s
+Step 4270/50462 | Loss: 2.9843 | LR: 4.94e-04 | 1904.6ms/step | 31.5 samples/s
+Step 4280/50462 | Loss: 3.0208 | LR: 4.94e-04 | 1908.7ms/step | 31.4 samples/s
+Step 4290/50462 | Loss: 2.9869 | LR: 4.94e-04 | 1910.2ms/step | 31.4 samples/s
+Step 4300/50462 | Loss: 2.9139 | LR: 4.94e-04 | 1909.4ms/step | 31.4 samples/s
+Step 4310/50462 | Loss: 2.9807 | LR: 4.94e-04 | 1911.0ms/step | 31.4 samples/s
+Step 4320/50462 | Loss: 2.9735 | LR: 4.94e-04 | 1911.5ms/step | 31.4 samples/s
+Step 4330/50462 | Loss: 2.9135 | LR: 4.94e-04 | 1911.4ms/step | 31.4 samples/s
+Step 4340/50462 | Loss: 2.9616 | LR: 4.94e-04 | 1913.6ms/step | 31.4 samples/s
+Step 4350/50462 | Loss: 2.9579 | LR: 4.94e-04 | 1911.6ms/step | 31.4 samples/s
+Step 4360/50462 | Loss: 2.9508 | LR: 4.94e-04 | 1907.5ms/step | 31.5 samples/s
+Step 4370/50462 | Loss: 2.9531 | LR: 4.93e-04 | 1908.1ms/step | 31.4 samples/s
+Step 4380/50462 | Loss: 2.9606 | LR: 4.93e-04 | 1906.3ms/step | 31.5 samples/s
+Step 4390/50462 | Loss: 2.9917 | LR: 4.93e-04 | 1908.3ms/step | 31.4 samples/s
+Step 4400/50462 | Loss: 2.9509 | LR: 4.93e-04 | 1909.2ms/step | 31.4 samples/s
+Step 4410/50462 | Loss: 2.9611 | LR: 4.93e-04 | 1905.5ms/step | 31.5 samples/s
+Step 4420/50462 | Loss: 2.9348 | LR: 4.93e-04 | 1906.7ms/step | 31.5 samples/s
+Step 4430/50462 | Loss: 2.9028 | LR: 4.93e-04 | 1905.7ms/step | 31.5 samples/s
+Step 4440/50462 | Loss: 2.9230 | LR: 4.93e-04 | 1904.7ms/step | 31.5 samples/s
+Step 4450/50462 | Loss: 2.9192 | LR: 4.93e-04 | 1907.5ms/step | 31.5 samples/s
+Step 4460/50462 | Loss: 2.9549 | LR: 4.93e-04 | 1908.5ms/step | 31.4 samples/s
+Step 4470/50462 | Loss: 2.9919 | LR: 4.93e-04 | 1907.8ms/step | 31.5 samples/s
+Step 4480/50462 | Loss: 2.9310 | LR: 4.93e-04 | 1904.2ms/step | 31.5 samples/s
+Step 4490/50462 | Loss: 2.9158 | LR: 4.93e-04 | 1906.8ms/step | 31.5 samples/s
+Step 4500/50462 | Loss: 2.9560 | LR: 4.93e-04 | 1904.4ms/step | 31.5 samples/s
+Validation at step 4500: Loss = 2.9253, Perplexity = 18.64
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-4500
+Step 4510/50462 | Loss: 2.9614 | LR: 4.93e-04 | 3235.1ms/step | 18.5 samples/s
+Step 4520/50462 | Loss: 2.9044 | LR: 4.93e-04 | 1898.2ms/step | 31.6 samples/s
+Step 4530/50462 | Loss: 2.9534 | LR: 4.93e-04 | 1905.9ms/step | 31.5 samples/s
+Step 4540/50462 | Loss: 2.8904 | LR: 4.93e-04 | 1903.3ms/step | 31.5 samples/s
+Step 4550/50462 | Loss: 2.9252 | LR: 4.93e-04 | 1904.1ms/step | 31.5 samples/s
+Step 4560/50462 | Loss: 2.8996 | LR: 4.93e-04 | 1907.1ms/step | 31.5 samples/s
+Step 4570/50462 | Loss: 2.9315 | LR: 4.93e-04 | 1904.5ms/step | 31.5 samples/s
+Step 4580/50462 | Loss: 2.9316 | LR: 4.93e-04 | 1903.1ms/step | 31.5 samples/s
+Step 4590/50462 | Loss: 2.9244 | LR: 4.93e-04 | 1905.6ms/step | 31.5 samples/s
+Step 4600/50462 | Loss: 2.9241 | LR: 4.93e-04 | 1904.2ms/step | 31.5 samples/s
+Step 4610/50462 | Loss: 2.8848 | LR: 4.93e-04 | 1901.7ms/step | 31.6 samples/s
+Step 4620/50462 | Loss: 2.9280 | LR: 4.93e-04 | 1904.1ms/step | 31.5 samples/s
+Step 4630/50462 | Loss: 2.8894 | LR: 4.93e-04 | 1902.3ms/step | 31.5 samples/s
+Step 4640/50462 | Loss: 2.9400 | LR: 4.92e-04 | 1904.3ms/step | 31.5 samples/s
+Step 4650/50462 | Loss: 2.9528 | LR: 4.92e-04 | 1906.8ms/step | 31.5 samples/s
+Step 4660/50462 | Loss: 2.9020 | LR: 4.92e-04 | 1906.7ms/step | 31.5 samples/s
+Step 4670/50462 | Loss: 2.9320 | LR: 4.92e-04 | 1908.3ms/step | 31.4 samples/s
+Step 4680/50462 | Loss: 2.9560 | LR: 4.92e-04 | 1907.4ms/step | 31.5 samples/s
+Step 4690/50462 | Loss: 2.9201 | LR: 4.92e-04 | 1908.4ms/step | 31.4 samples/s
+Step 4700/50462 | Loss: 2.9300 | LR: 4.92e-04 | 1908.8ms/step | 31.4 samples/s
+Step 4710/50462 | Loss: 2.9102 | LR: 4.92e-04 | 1910.1ms/step | 31.4 samples/s
+Step 4720/50462 | Loss: 2.9033 | LR: 4.92e-04 | 1910.4ms/step | 31.4 samples/s
+Step 4730/50462 | Loss: 2.9384 | LR: 4.92e-04 | 1909.9ms/step | 31.4 samples/s
+Step 4740/50462 | Loss: 2.9790 | LR: 4.92e-04 | 1909.2ms/step | 31.4 samples/s
+Step 4750/50462 | Loss: 2.9566 | LR: 4.92e-04 | 1912.8ms/step | 31.4 samples/s
+Validation at step 4750: Loss = 2.9131, Perplexity = 18.41
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-4750
+Step 4760/50462 | Loss: 2.9196 | LR: 4.92e-04 | 3271.2ms/step | 18.3 samples/s
+Step 4770/50462 | Loss: 2.9065 | LR: 4.92e-04 | 1899.3ms/step | 31.6 samples/s
+Step 4780/50462 | Loss: 2.8979 | LR: 4.92e-04 | 1902.5ms/step | 31.5 samples/s
+Step 4790/50462 | Loss: 2.9276 | LR: 4.92e-04 | 1908.6ms/step | 31.4 samples/s
+Step 4800/50462 | Loss: 2.9130 | LR: 4.92e-04 | 1906.6ms/step | 31.5 samples/s
+Step 4810/50462 | Loss: 2.9546 | LR: 4.92e-04 | 1902.8ms/step | 31.5 samples/s
+Step 4820/50462 | Loss: 2.9556 | LR: 4.92e-04 | 1903.9ms/step | 31.5 samples/s
+Step 4830/50462 | Loss: 2.9193 | LR: 4.92e-04 | 1904.7ms/step | 31.5 samples/s
+Step 4840/50462 | Loss: 2.9282 | LR: 4.92e-04 | 1906.9ms/step | 31.5 samples/s
+Step 4850/50462 | Loss: 2.9236 | LR: 4.92e-04 | 1908.5ms/step | 31.4 samples/s
+Step 4860/50462 | Loss: 2.8812 | LR: 4.92e-04 | 1905.7ms/step | 31.5 samples/s
+Step 4870/50462 | Loss: 2.8688 | LR: 4.92e-04 | 1907.6ms/step | 31.5 samples/s
+Step 4880/50462 | Loss: 2.8962 | LR: 4.92e-04 | 1909.0ms/step | 31.4 samples/s
+Step 4890/50462 | Loss: 2.9300 | LR: 4.91e-04 | 1908.0ms/step | 31.4 samples/s
+Step 4900/50462 | Loss: 2.9287 | LR: 4.91e-04 | 1911.4ms/step | 31.4 samples/s
+Step 4910/50462 | Loss: 2.9489 | LR: 4.91e-04 | 1910.5ms/step | 31.4 samples/s
+Step 4920/50462 | Loss: 2.8821 | LR: 4.91e-04 | 1906.8ms/step | 31.5 samples/s
+Step 4930/50462 | Loss: 2.8659 | LR: 4.91e-04 | 1905.4ms/step | 31.5 samples/s
+Step 4940/50462 | Loss: 2.9004 | LR: 4.91e-04 | 1908.4ms/step | 31.4 samples/s
+Step 4950/50462 | Loss: 2.8864 | LR: 4.91e-04 | 1904.3ms/step | 31.5 samples/s
+Step 4960/50462 | Loss: 2.9025 | LR: 4.91e-04 | 1907.1ms/step | 31.5 samples/s
+Step 4970/50462 | Loss: 2.9113 | LR: 4.91e-04 | 1905.7ms/step | 31.5 samples/s
+Step 4980/50462 | Loss: 2.8673 | LR: 4.91e-04 | 1908.2ms/step | 31.4 samples/s
+Step 4990/50462 | Loss: 2.8910 | LR: 4.91e-04 | 1911.5ms/step | 31.4 samples/s
+Step 5000/50462 | Loss: 2.9331 | LR: 4.91e-04 | 1903.0ms/step | 31.5 samples/s
+Validation at step 5000: Loss = 2.8970, Perplexity = 18.12
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-5000
+Step 5010/50462 | Loss: 2.9010 | LR: 4.91e-04 | 3267.4ms/step | 18.4 samples/s
+Step 5020/50462 | Loss: 2.9161 | LR: 4.91e-04 | 1902.5ms/step | 31.5 samples/s
+Step 5030/50462 | Loss: 2.8765 | LR: 4.91e-04 | 1906.0ms/step | 31.5 samples/s
+Step 5040/50462 | Loss: 2.9250 | LR: 4.91e-04 | 1903.8ms/step | 31.5 samples/s
+Step 5050/50462 | Loss: 2.8811 | LR: 4.91e-04 | 1901.5ms/step | 31.6 samples/s
+Step 5060/50462 | Loss: 2.9517 | LR: 4.91e-04 | 1909.0ms/step | 31.4 samples/s
+Step 5070/50462 | Loss: 2.9142 | LR: 4.91e-04 | 1906.5ms/step | 31.5 samples/s
+Step 5080/50462 | Loss: 2.8689 | LR: 4.91e-04 | 1907.8ms/step | 31.5 samples/s
+Step 5090/50462 | Loss: 2.8741 | LR: 4.91e-04 | 1912.5ms/step | 31.4 samples/s
+Step 5100/50462 | Loss: 2.9199 | LR: 4.91e-04 | 1911.0ms/step | 31.4 samples/s
+Step 5110/50462 | Loss: 2.9283 | LR: 4.91e-04 | 1909.7ms/step | 31.4 samples/s
+Step 5120/50462 | Loss: 2.9286 | LR: 4.91e-04 | 1911.7ms/step | 31.4 samples/s
+Step 5130/50462 | Loss: 2.9014 | LR: 4.90e-04 | 1908.8ms/step | 31.4 samples/s
+Step 5140/50462 | Loss: 2.9162 | LR: 4.90e-04 | 1910.9ms/step | 31.4 samples/s
+Step 5150/50462 | Loss: 2.8705 | LR: 4.90e-04 | 1909.9ms/step | 31.4 samples/s
+Step 5160/50462 | Loss: 2.9088 | LR: 4.90e-04 | 1910.5ms/step | 31.4 samples/s
+Step 5170/50462 | Loss: 2.8631 | LR: 4.90e-04 | 1911.6ms/step | 31.4 samples/s
+Step 5180/50462 | Loss: 2.8751 | LR: 4.90e-04 | 1914.2ms/step | 31.3 samples/s
+Step 5190/50462 | Loss: 2.9103 | LR: 4.90e-04 | 1913.6ms/step | 31.4 samples/s
+Step 5200/50462 | Loss: 2.9401 | LR: 4.90e-04 | 1915.5ms/step | 31.3 samples/s
+Step 5210/50462 | Loss: 2.8899 | LR: 4.90e-04 | 1908.8ms/step | 31.4 samples/s
+Step 5220/50462 | Loss: 2.8783 | LR: 4.90e-04 | 1911.9ms/step | 31.4 samples/s
+Step 5230/50462 | Loss: 2.9317 | LR: 4.90e-04 | 1912.3ms/step | 31.4 samples/s
+Step 5240/50462 | Loss: 2.8692 | LR: 4.90e-04 | 1908.7ms/step | 31.4 samples/s
+Step 5250/50462 | Loss: 2.8519 | LR: 4.90e-04 | 1910.9ms/step | 31.4 samples/s
+Validation at step 5250: Loss = 2.8830, Perplexity = 17.87
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-5250
+Step 5260/50462 | Loss: 2.9073 | LR: 4.90e-04 | 3356.4ms/step | 17.9 samples/s
+Step 5270/50462 | Loss: 2.8713 | LR: 4.90e-04 | 1903.6ms/step | 31.5 samples/s
+Step 5280/50462 | Loss: 2.8778 | LR: 4.90e-04 | 1904.5ms/step | 31.5 samples/s
+Step 5290/50462 | Loss: 2.8994 | LR: 4.90e-04 | 1905.1ms/step | 31.5 samples/s
+Step 5300/50462 | Loss: 2.8453 | LR: 4.90e-04 | 1903.2ms/step | 31.5 samples/s
+Step 5310/50462 | Loss: 2.8873 | LR: 4.90e-04 | 1903.4ms/step | 31.5 samples/s
+Step 5320/50462 | Loss: 2.8643 | LR: 4.90e-04 | 1904.0ms/step | 31.5 samples/s
+Step 5330/50462 | Loss: 2.9292 | LR: 4.90e-04 | 1908.7ms/step | 31.4 samples/s
+Step 5340/50462 | Loss: 2.8901 | LR: 4.90e-04 | 1908.7ms/step | 31.4 samples/s
+Step 5350/50462 | Loss: 2.9035 | LR: 4.90e-04 | 1914.8ms/step | 31.3 samples/s
+Step 5360/50462 | Loss: 2.8727 | LR: 4.89e-04 | 1911.7ms/step | 31.4 samples/s
+Step 5370/50462 | Loss: 2.8817 | LR: 4.89e-04 | 1911.1ms/step | 31.4 samples/s
+Step 5380/50462 | Loss: 2.8822 | LR: 4.89e-04 | 1910.4ms/step | 31.4 samples/s
+Step 5390/50462 | Loss: 2.8988 | LR: 4.89e-04 | 1908.0ms/step | 31.4 samples/s
+Step 5400/50462 | Loss: 2.8896 | LR: 4.89e-04 | 1907.7ms/step | 31.5 samples/s
+Step 5410/50462 | Loss: 2.9301 | LR: 4.89e-04 | 1908.7ms/step | 31.4 samples/s
+Step 5420/50462 | Loss: 2.8864 | LR: 4.89e-04 | 1906.5ms/step | 31.5 samples/s
+Step 5430/50462 | Loss: 2.9120 | LR: 4.89e-04 | 1910.6ms/step | 31.4 samples/s
+Step 5440/50462 | Loss: 2.9044 | LR: 4.89e-04 | 1903.6ms/step | 31.5 samples/s
+Step 5450/50462 | Loss: 2.8894 | LR: 4.89e-04 | 1905.2ms/step | 31.5 samples/s
+Step 5460/50462 | Loss: 2.8657 | LR: 4.89e-04 | 1905.0ms/step | 31.5 samples/s
+Step 5470/50462 | Loss: 2.8855 | LR: 4.89e-04 | 1906.8ms/step | 31.5 samples/s
+Step 5480/50462 | Loss: 2.8533 | LR: 4.89e-04 | 1904.5ms/step | 31.5 samples/s
+Step 5490/50462 | Loss: 2.9164 | LR: 4.89e-04 | 1904.2ms/step | 31.5 samples/s
+Step 5500/50462 | Loss: 2.9329 | LR: 4.89e-04 | 1905.2ms/step | 31.5 samples/s
+Validation at step 5500: Loss = 2.8726, Perplexity = 17.68
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-5500
+Step 5510/50462 | Loss: 2.9126 | LR: 4.89e-04 | 3341.8ms/step | 18.0 samples/s
+Step 5520/50462 | Loss: 2.9081 | LR: 4.89e-04 | 1900.4ms/step | 31.6 samples/s
+Step 5530/50462 | Loss: 2.9110 | LR: 4.89e-04 | 1905.1ms/step | 31.5 samples/s
+Step 5540/50462 | Loss: 2.8469 | LR: 4.89e-04 | 1905.3ms/step | 31.5 samples/s
+Step 5550/50462 | Loss: 2.8808 | LR: 4.89e-04 | 1906.8ms/step | 31.5 samples/s
+Step 5560/50462 | Loss: 2.8446 | LR: 4.89e-04 | 1909.5ms/step | 31.4 samples/s
+Step 5570/50462 | Loss: 2.8776 | LR: 4.88e-04 | 1911.4ms/step | 31.4 samples/s
+Step 5580/50462 | Loss: 2.8873 | LR: 4.88e-04 | 1915.6ms/step | 31.3 samples/s
+Step 5590/50462 | Loss: 2.8521 | LR: 4.88e-04 | 1910.7ms/step | 31.4 samples/s
+Step 5600/50462 | Loss: 2.9043 | LR: 4.88e-04 | 1911.7ms/step | 31.4 samples/s
+Step 5610/50462 | Loss: 2.8708 | LR: 4.88e-04 | 1911.6ms/step | 31.4 samples/s
+Step 5620/50462 | Loss: 2.8910 | LR: 4.88e-04 | 1905.1ms/step | 31.5 samples/s
+Step 5630/50462 | Loss: 2.8991 | LR: 4.88e-04 | 1907.0ms/step | 31.5 samples/s
+Step 5640/50462 | Loss: 2.8497 | LR: 4.88e-04 | 1905.7ms/step | 31.5 samples/s
+Step 5650/50462 | Loss: 2.8644 | LR: 4.88e-04 | 1901.6ms/step | 31.6 samples/s
+Step 5660/50462 | Loss: 2.9214 | LR: 4.88e-04 | 1905.7ms/step | 31.5 samples/s
+Step 5670/50462 | Loss: 2.8923 | LR: 4.88e-04 | 1904.0ms/step | 31.5 samples/s
+Step 5680/50462 | Loss: 2.8829 | LR: 4.88e-04 | 1905.9ms/step | 31.5 samples/s
+Step 5690/50462 | Loss: 2.9228 | LR: 4.88e-04 | 1906.9ms/step | 31.5 samples/s
+Step 5700/50462 | Loss: 2.8309 | LR: 4.88e-04 | 1909.2ms/step | 31.4 samples/s
+Step 5710/50462 | Loss: 2.8787 | LR: 4.88e-04 | 1910.3ms/step | 31.4 samples/s
+Step 5720/50462 | Loss: 2.8839 | LR: 4.88e-04 | 1908.2ms/step | 31.4 samples/s
+Step 5730/50462 | Loss: 2.8529 | LR: 4.88e-04 | 1910.0ms/step | 31.4 samples/s
+Step 5740/50462 | Loss: 2.8451 | LR: 4.88e-04 | 1910.5ms/step | 31.4 samples/s
+Step 5750/50462 | Loss: 2.8658 | LR: 4.88e-04 | 1907.4ms/step | 31.5 samples/s
+Validation at step 5750: Loss = 2.8616, Perplexity = 17.49
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-5750
+Step 5760/50462 | Loss: 2.9061 | LR: 4.88e-04 | 3276.1ms/step | 18.3 samples/s
+Step 5770/50462 | Loss: 2.8922 | LR: 4.88e-04 | 1900.5ms/step | 31.6 samples/s
+Step 5780/50462 | Loss: 2.8283 | LR: 4.87e-04 | 1902.4ms/step | 31.5 samples/s
+Step 5790/50462 | Loss: 2.8608 | LR: 4.87e-04 | 1907.0ms/step | 31.5 samples/s
+Step 5800/50462 | Loss: 2.9390 | LR: 4.87e-04 | 1905.8ms/step | 31.5 samples/s
+Step 5810/50462 | Loss: 2.8393 | LR: 4.87e-04 | 1901.1ms/step | 31.6 samples/s
+Step 5820/50462 | Loss: 2.8539 | LR: 4.87e-04 | 1902.6ms/step | 31.5 samples/s
+Step 5830/50462 | Loss: 2.8797 | LR: 4.87e-04 | 1907.6ms/step | 31.5 samples/s
+Step 5840/50462 | Loss: 2.8588 | LR: 4.87e-04 | 1909.1ms/step | 31.4 samples/s
+Step 5850/50462 | Loss: 2.8711 | LR: 4.87e-04 | 1909.4ms/step | 31.4 samples/s
+Step 5860/50462 | Loss: 2.8979 | LR: 4.87e-04 | 1911.9ms/step | 31.4 samples/s
+Step 5870/50462 | Loss: 2.8966 | LR: 4.87e-04 | 1912.9ms/step | 31.4 samples/s
+Step 5880/50462 | Loss: 2.8616 | LR: 4.87e-04 | 1909.3ms/step | 31.4 samples/s
+Step 5890/50462 | Loss: 2.8905 | LR: 4.87e-04 | 1910.0ms/step | 31.4 samples/s
+Step 5900/50462 | Loss: 2.8632 | LR: 4.87e-04 | 1904.7ms/step | 31.5 samples/s
+Step 5910/50462 | Loss: 2.8724 | LR: 4.87e-04 | 1903.2ms/step | 31.5 samples/s
+Step 5920/50462 | Loss: 2.8758 | LR: 4.87e-04 | 1902.7ms/step | 31.5 samples/s
+Step 5930/50462 | Loss: 2.8550 | LR: 4.87e-04 | 1904.9ms/step | 31.5 samples/s
+Step 5940/50462 | Loss: 2.8726 | LR: 4.87e-04 | 1906.8ms/step | 31.5 samples/s
+Step 5950/50462 | Loss: 2.8490 | LR: 4.87e-04 | 1901.9ms/step | 31.5 samples/s
+Step 5960/50462 | Loss: 2.8510 | LR: 4.87e-04 | 1906.3ms/step | 31.5 samples/s
+Step 5970/50462 | Loss: 2.9040 | LR: 4.87e-04 | 1907.2ms/step | 31.5 samples/s
+Step 5980/50462 | Loss: 2.8304 | LR: 4.86e-04 | 1907.9ms/step | 31.4 samples/s
+Step 5990/50462 | Loss: 2.8380 | LR: 4.86e-04 | 1911.0ms/step | 31.4 samples/s
+Step 6000/50462 | Loss: 2.8613 | LR: 4.86e-04 | 1911.2ms/step | 31.4 samples/s
+Validation at step 6000: Loss = 2.8499, Perplexity = 17.29
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-6000
+Step 6010/50462 | Loss: 2.8945 | LR: 4.86e-04 | 3252.9ms/step | 18.4 samples/s
+Step 6020/50462 | Loss: 2.8740 | LR: 4.86e-04 | 1901.5ms/step | 31.6 samples/s
+Step 6030/50462 | Loss: 2.8862 | LR: 4.86e-04 | 1898.8ms/step | 31.6 samples/s
+Step 6040/50462 | Loss: 2.8376 | LR: 4.86e-04 | 1907.8ms/step | 31.5 samples/s
+Step 6050/50462 | Loss: 2.8654 | LR: 4.86e-04 | 1901.2ms/step | 31.6 samples/s
+Step 6060/50462 | Loss: 2.8284 | LR: 4.86e-04 | 1905.1ms/step | 31.5 samples/s
+Step 6070/50462 | Loss: 2.8190 | LR: 4.86e-04 | 1905.1ms/step | 31.5 samples/s
+Step 6080/50462 | Loss: 2.8347 | LR: 4.86e-04 | 1905.4ms/step | 31.5 samples/s
+Step 6090/50462 | Loss: 2.9083 | LR: 4.86e-04 | 1905.8ms/step | 31.5 samples/s
+Step 6100/50462 | Loss: 2.8295 | LR: 4.86e-04 | 1904.1ms/step | 31.5 samples/s
+Step 6110/50462 | Loss: 2.8720 | LR: 4.86e-04 | 1910.0ms/step | 31.4 samples/s
+Step 6120/50462 | Loss: 2.8291 | LR: 4.86e-04 | 1907.9ms/step | 31.4 samples/s
+Step 6130/50462 | Loss: 2.8743 | LR: 4.86e-04 | 1906.7ms/step | 31.5 samples/s
+Step 6140/50462 | Loss: 2.8616 | LR: 4.86e-04 | 1909.6ms/step | 31.4 samples/s
+Step 6150/50462 | Loss: 2.8826 | LR: 4.86e-04 | 1900.8ms/step | 31.6 samples/s
+Step 6160/50462 | Loss: 2.8287 | LR: 4.86e-04 | 1906.3ms/step | 31.5 samples/s
+Step 6170/50462 | Loss: 2.8475 | LR: 4.85e-04 | 1906.8ms/step | 31.5 samples/s
+Step 6180/50462 | Loss: 2.8726 | LR: 4.85e-04 | 1909.6ms/step | 31.4 samples/s
+Step 6190/50462 | Loss: 2.8733 | LR: 4.85e-04 | 1914.1ms/step | 31.3 samples/s
+Step 6200/50462 | Loss: 2.8899 | LR: 4.85e-04 | 1913.0ms/step | 31.4 samples/s
+Step 6210/50462 | Loss: 2.8516 | LR: 4.85e-04 | 1911.2ms/step | 31.4 samples/s
+Step 6220/50462 | Loss: 2.8719 | LR: 4.85e-04 | 1910.6ms/step | 31.4 samples/s
+Step 6230/50462 | Loss: 2.8264 | LR: 4.85e-04 | 1914.2ms/step | 31.3 samples/s
+Step 6240/50462 | Loss: 2.8763 | LR: 4.85e-04 | 1916.0ms/step | 31.3 samples/s
+Step 6250/50462 | Loss: 2.8129 | LR: 4.85e-04 | 1912.6ms/step | 31.4 samples/s
+Validation at step 6250: Loss = 2.8391, Perplexity = 17.10
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-6250
+Step 6260/50462 | Loss: 2.8384 | LR: 4.85e-04 | 3259.9ms/step | 18.4 samples/s
+Step 6270/50462 | Loss: 2.8714 | LR: 4.85e-04 | 1898.7ms/step | 31.6 samples/s
+Step 6280/50462 | Loss: 2.8504 | LR: 4.85e-04 | 1904.6ms/step | 31.5 samples/s
+Step 6290/50462 | Loss: 2.8868 | LR: 4.85e-04 | 1906.5ms/step | 31.5 samples/s
+Step 6300/50462 | Loss: 2.8623 | LR: 4.85e-04 | 1905.7ms/step | 31.5 samples/s
+Step 6310/50462 | Loss: 2.8417 | LR: 4.85e-04 | 1903.2ms/step | 31.5 samples/s
+Step 6320/50462 | Loss: 2.8038 | LR: 4.85e-04 | 1900.7ms/step | 31.6 samples/s
+Step 6330/50462 | Loss: 2.8440 | LR: 4.85e-04 | 1904.8ms/step | 31.5 samples/s
+Step 6340/50462 | Loss: 2.8311 | LR: 4.85e-04 | 1908.6ms/step | 31.4 samples/s
+Step 6350/50462 | Loss: 2.8459 | LR: 4.85e-04 | 1906.0ms/step | 31.5 samples/s
+Step 6360/50462 | Loss: 2.8448 | LR: 4.84e-04 | 1909.7ms/step | 31.4 samples/s
+Step 6370/50462 | Loss: 2.8272 | LR: 4.84e-04 | 1907.4ms/step | 31.5 samples/s
+Step 6380/50462 | Loss: 2.8177 | LR: 4.84e-04 | 1911.5ms/step | 31.4 samples/s
+Step 6390/50462 | Loss: 2.8185 | LR: 4.84e-04 | 1911.0ms/step | 31.4 samples/s
+Step 6400/50462 | Loss: 2.8507 | LR: 4.84e-04 | 1907.0ms/step | 31.5 samples/s
+Step 6410/50462 | Loss: 2.8460 | LR: 4.84e-04 | 1906.1ms/step | 31.5 samples/s
+Step 6420/50462 | Loss: 2.8787 | LR: 4.84e-04 | 1910.4ms/step | 31.4 samples/s
+Step 6430/50462 | Loss: 2.8529 | LR: 4.84e-04 | 1904.9ms/step | 31.5 samples/s
+Step 6440/50462 | Loss: 2.8686 | LR: 4.84e-04 | 1903.6ms/step | 31.5 samples/s
+Step 6450/50462 | Loss: 2.8407 | LR: 4.84e-04 | 1904.7ms/step | 31.5 samples/s
+Step 6460/50462 | Loss: 2.8338 | LR: 4.84e-04 | 1908.1ms/step | 31.4 samples/s
+Step 6470/50462 | Loss: 2.8730 | LR: 4.84e-04 | 1907.7ms/step | 31.5 samples/s
+Step 6480/50462 | Loss: 2.8583 | LR: 4.84e-04 | 1909.1ms/step | 31.4 samples/s
+Step 6490/50462 | Loss: 2.8352 | LR: 4.84e-04 | 1910.0ms/step | 31.4 samples/s
+Step 6500/50462 | Loss: 2.8616 | LR: 4.84e-04 | 1909.8ms/step | 31.4 samples/s
+Validation at step 6500: Loss = 2.8310, Perplexity = 16.96
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-6500
+Step 6510/50462 | Loss: 2.8527 | LR: 4.84e-04 | 3225.7ms/step | 18.6 samples/s
+Step 6520/50462 | Loss: 2.8864 | LR: 4.84e-04 | 1899.8ms/step | 31.6 samples/s
+Step 6530/50462 | Loss: 2.8098 | LR: 4.84e-04 | 1904.2ms/step | 31.5 samples/s
+Step 6540/50462 | Loss: 2.8360 | LR: 4.83e-04 | 1903.4ms/step | 31.5 samples/s
+Step 6550/50462 | Loss: 2.8720 | LR: 4.83e-04 | 1902.6ms/step | 31.5 samples/s
+Step 6560/50462 | Loss: 2.8186 | LR: 4.83e-04 | 1907.9ms/step | 31.4 samples/s
+Step 6570/50462 | Loss: 2.8518 | LR: 4.83e-04 | 1905.5ms/step | 31.5 samples/s
+Step 6580/50462 | Loss: 2.8295 | LR: 4.83e-04 | 1907.6ms/step | 31.5 samples/s
+Step 6590/50462 | Loss: 2.8413 | LR: 4.83e-04 | 1906.7ms/step | 31.5 samples/s
+Step 6600/50462 | Loss: 2.8173 | LR: 4.83e-04 | 1906.9ms/step | 31.5 samples/s
+Step 6610/50462 | Loss: 2.8142 | LR: 4.83e-04 | 1909.8ms/step | 31.4 samples/s
+Step 6620/50462 | Loss: 2.8261 | LR: 4.83e-04 | 1909.0ms/step | 31.4 samples/s
+Step 6630/50462 | Loss: 2.8357 | LR: 4.83e-04 | 1910.7ms/step | 31.4 samples/s
+Step 6640/50462 | Loss: 2.8785 | LR: 4.83e-04 | 1911.4ms/step | 31.4 samples/s
+Step 6650/50462 | Loss: 2.8286 | LR: 4.83e-04 | 1910.6ms/step | 31.4 samples/s
+Step 6660/50462 | Loss: 2.8723 | LR: 4.83e-04 | 1910.1ms/step | 31.4 samples/s
+Step 6670/50462 | Loss: 2.8477 | LR: 4.83e-04 | 1910.9ms/step | 31.4 samples/s
+Step 6680/50462 | Loss: 2.8176 | LR: 4.83e-04 | 1911.4ms/step | 31.4 samples/s
+Step 6690/50462 | Loss: 2.8454 | LR: 4.83e-04 | 1909.0ms/step | 31.4 samples/s
+Step 6700/50462 | Loss: 2.7940 | LR: 4.83e-04 | 1905.3ms/step | 31.5 samples/s
+Step 6710/50462 | Loss: 2.8033 | LR: 4.82e-04 | 1906.6ms/step | 31.5 samples/s
+Step 6720/50462 | Loss: 2.8165 | LR: 4.82e-04 | 1906.8ms/step | 31.5 samples/s
+Step 6730/50462 | Loss: 2.8232 | LR: 4.82e-04 | 1905.2ms/step | 31.5 samples/s
+Step 6740/50462 | Loss: 2.8289 | LR: 4.82e-04 | 1905.4ms/step | 31.5 samples/s
+Step 6750/50462 | Loss: 2.7961 | LR: 4.82e-04 | 1900.9ms/step | 31.6 samples/s
+Validation at step 6750: Loss = 2.8233, Perplexity = 16.83
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-6750
+Step 6760/50462 | Loss: 2.8261 | LR: 4.82e-04 | 3254.7ms/step | 18.4 samples/s
+Step 6770/50462 | Loss: 2.8570 | LR: 4.82e-04 | 1900.5ms/step | 31.6 samples/s
+Step 6780/50462 | Loss: 2.8591 | LR: 4.82e-04 | 1906.0ms/step | 31.5 samples/s
+Step 6790/50462 | Loss: 2.8426 | LR: 4.82e-04 | 1906.5ms/step | 31.5 samples/s
+Step 6800/50462 | Loss: 2.8364 | LR: 4.82e-04 | 1906.4ms/step | 31.5 samples/s
+Step 6810/50462 | Loss: 2.8256 | LR: 4.82e-04 | 1903.6ms/step | 31.5 samples/s
+Step 6820/50462 | Loss: 2.8438 | LR: 4.82e-04 | 1908.0ms/step | 31.4 samples/s
+Step 6830/50462 | Loss: 2.7954 | LR: 4.82e-04 | 1903.8ms/step | 31.5 samples/s
+Step 6840/50462 | Loss: 2.8461 | LR: 4.82e-04 | 1905.4ms/step | 31.5 samples/s
+Step 6850/50462 | Loss: 2.8408 | LR: 4.82e-04 | 1909.6ms/step | 31.4 samples/s
+Step 6860/50462 | Loss: 2.7894 | LR: 4.82e-04 | 1903.3ms/step | 31.5 samples/s
+Step 6870/50462 | Loss: 2.8244 | LR: 4.82e-04 | 1907.6ms/step | 31.5 samples/s
+Step 6880/50462 | Loss: 2.8271 | LR: 4.81e-04 | 1909.0ms/step | 31.4 samples/s
+Step 6890/50462 | Loss: 2.8389 | LR: 4.81e-04 | 1909.9ms/step | 31.4 samples/s
+Step 6900/50462 | Loss: 2.7838 | LR: 4.81e-04 | 1907.0ms/step | 31.5 samples/s
+Step 6910/50462 | Loss: 2.8171 | LR: 4.81e-04 | 1906.0ms/step | 31.5 samples/s
+Step 6920/50462 | Loss: 2.7901 | LR: 4.81e-04 | 1904.2ms/step | 31.5 samples/s
+Step 6930/50462 | Loss: 2.8239 | LR: 4.81e-04 | 1908.2ms/step | 31.4 samples/s
+Step 6940/50462 | Loss: 2.8258 | LR: 4.81e-04 | 1906.9ms/step | 31.5 samples/s
+Step 6950/50462 | Loss: 2.8364 | LR: 4.81e-04 | 1908.5ms/step | 31.4 samples/s
+Step 6960/50462 | Loss: 2.8124 | LR: 4.81e-04 | 1909.3ms/step | 31.4 samples/s
+Step 6970/50462 | Loss: 2.8410 | LR: 4.81e-04 | 1905.9ms/step | 31.5 samples/s
+Step 6980/50462 | Loss: 2.8550 | LR: 4.81e-04 | 1910.2ms/step | 31.4 samples/s
+Step 6990/50462 | Loss: 2.8084 | LR: 4.81e-04 | 1905.5ms/step | 31.5 samples/s
+Step 7000/50462 | Loss: 2.8774 | LR: 4.81e-04 | 1909.5ms/step | 31.4 samples/s
+Validation at step 7000: Loss = 2.8141, Perplexity = 16.68
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-7000
+Step 7010/50462 | Loss: 2.8189 | LR: 4.81e-04 | 3219.9ms/step | 18.6 samples/s
+Step 7020/50462 | Loss: 2.8102 | LR: 4.81e-04 | 1902.1ms/step | 31.5 samples/s
+Step 7030/50462 | Loss: 2.8494 | LR: 4.81e-04 | 1900.9ms/step | 31.6 samples/s
+Step 7040/50462 | Loss: 2.8045 | LR: 4.81e-04 | 1903.8ms/step | 31.5 samples/s
+Step 7050/50462 | Loss: 2.8540 | LR: 4.80e-04 | 1906.0ms/step | 31.5 samples/s
+Step 7060/50462 | Loss: 2.7788 | LR: 4.80e-04 | 1902.8ms/step | 31.5 samples/s
+Step 7070/50462 | Loss: 2.8222 | LR: 4.80e-04 | 1905.4ms/step | 31.5 samples/s
+Step 7080/50462 | Loss: 2.7850 | LR: 4.80e-04 | 1907.0ms/step | 31.5 samples/s
+Step 7090/50462 | Loss: 2.8190 | LR: 4.80e-04 | 1905.4ms/step | 31.5 samples/s
+Step 7100/50462 | Loss: 2.7950 | LR: 4.80e-04 | 1904.8ms/step | 31.5 samples/s
+Step 7110/50462 | Loss: 2.8443 | LR: 4.80e-04 | 1907.8ms/step | 31.5 samples/s
+Step 7120/50462 | Loss: 2.8313 | LR: 4.80e-04 | 1911.1ms/step | 31.4 samples/s
+Step 7130/50462 | Loss: 2.7977 | LR: 4.80e-04 | 1910.7ms/step | 31.4 samples/s
+Step 7140/50462 | Loss: 2.7924 | LR: 4.80e-04 | 1911.0ms/step | 31.4 samples/s
+Step 7150/50462 | Loss: 2.8165 | LR: 4.80e-04 | 1911.8ms/step | 31.4 samples/s
+Step 7160/50462 | Loss: 2.8622 | LR: 4.80e-04 | 1910.9ms/step | 31.4 samples/s
+Step 7170/50462 | Loss: 2.8303 | LR: 4.80e-04 | 1912.7ms/step | 31.4 samples/s
+Step 7180/50462 | Loss: 2.7851 | LR: 4.80e-04 | 1910.2ms/step | 31.4 samples/s
+Step 7190/50462 | Loss: 2.8107 | LR: 4.80e-04 | 1911.7ms/step | 31.4 samples/s
+Step 7200/50462 | Loss: 2.8132 | LR: 4.80e-04 | 1908.7ms/step | 31.4 samples/s
+Step 7210/50462 | Loss: 2.8482 | LR: 4.79e-04 | 1909.2ms/step | 31.4 samples/s
+Step 7220/50462 | Loss: 2.8516 | LR: 4.79e-04 | 1913.3ms/step | 31.4 samples/s
+Step 7230/50462 | Loss: 2.8126 | LR: 4.79e-04 | 1912.6ms/step | 31.4 samples/s
+Step 7240/50462 | Loss: 2.7784 | LR: 4.79e-04 | 1915.3ms/step | 31.3 samples/s
+Step 7250/50462 | Loss: 2.7772 | LR: 4.79e-04 | 1914.4ms/step | 31.3 samples/s
+Validation at step 7250: Loss = 2.8065, Perplexity = 16.55
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-7250
+Step 7260/50462 | Loss: 2.8282 | LR: 4.79e-04 | 3278.3ms/step | 18.3 samples/s
+Step 7270/50462 | Loss: 2.8307 | LR: 4.79e-04 | 1900.5ms/step | 31.6 samples/s
+Step 7280/50462 | Loss: 2.8252 | LR: 4.79e-04 | 1906.4ms/step | 31.5 samples/s
+Step 7290/50462 | Loss: 2.8545 | LR: 4.79e-04 | 1906.9ms/step | 31.5 samples/s
+Step 7300/50462 | Loss: 2.8470 | LR: 4.79e-04 | 1904.1ms/step | 31.5 samples/s
+Step 7310/50462 | Loss: 2.8172 | LR: 4.79e-04 | 1907.3ms/step | 31.5 samples/s
+Step 7320/50462 | Loss: 2.8118 | LR: 4.79e-04 | 1907.6ms/step | 31.5 samples/s
+Step 7330/50462 | Loss: 2.7904 | LR: 4.79e-04 | 1909.1ms/step | 31.4 samples/s
+Step 7340/50462 | Loss: 2.7968 | LR: 4.79e-04 | 1909.3ms/step | 31.4 samples/s
+Step 7350/50462 | Loss: 2.7958 | LR: 4.79e-04 | 1912.4ms/step | 31.4 samples/s
+Step 7360/50462 | Loss: 2.7975 | LR: 4.79e-04 | 1906.2ms/step | 31.5 samples/s
+Step 7370/50462 | Loss: 2.8257 | LR: 4.78e-04 | 1903.6ms/step | 31.5 samples/s
+Step 7380/50462 | Loss: 2.7949 | LR: 4.78e-04 | 1908.5ms/step | 31.4 samples/s
+Step 7390/50462 | Loss: 2.7450 | LR: 4.78e-04 | 1908.2ms/step | 31.4 samples/s
+Step 7400/50462 | Loss: 2.7792 | LR: 4.78e-04 | 1906.6ms/step | 31.5 samples/s
+Step 7410/50462 | Loss: 2.8203 | LR: 4.78e-04 | 1906.2ms/step | 31.5 samples/s
+Step 7420/50462 | Loss: 2.8639 | LR: 4.78e-04 | 1905.0ms/step | 31.5 samples/s
+Step 7430/50462 | Loss: 2.7685 | LR: 4.78e-04 | 1901.8ms/step | 31.5 samples/s
+Step 7440/50462 | Loss: 2.8128 | LR: 4.78e-04 | 1907.5ms/step | 31.5 samples/s
+Step 7450/50462 | Loss: 2.8177 | LR: 4.78e-04 | 1909.6ms/step | 31.4 samples/s
+Step 7460/50462 | Loss: 2.7821 | LR: 4.78e-04 | 1912.1ms/step | 31.4 samples/s
+Step 7470/50462 | Loss: 2.8533 | LR: 4.78e-04 | 1906.2ms/step | 31.5 samples/s
+Step 7480/50462 | Loss: 2.8392 | LR: 4.78e-04 | 1909.4ms/step | 31.4 samples/s
+Step 7490/50462 | Loss: 2.8163 | LR: 4.78e-04 | 1908.2ms/step | 31.4 samples/s
+Step 7500/50462 | Loss: 2.8200 | LR: 4.78e-04 | 1910.2ms/step | 31.4 samples/s
+Validation at step 7500: Loss = 2.7980, Perplexity = 16.41
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-7500
+Step 7510/50462 | Loss: 2.8070 | LR: 4.78e-04 | 3256.8ms/step | 18.4 samples/s
+Step 7520/50462 | Loss: 2.7929 | LR: 4.77e-04 | 1902.7ms/step | 31.5 samples/s
+Step 7530/50462 | Loss: 2.8381 | LR: 4.77e-04 | 1901.7ms/step | 31.6 samples/s
+Step 7540/50462 | Loss: 2.7603 | LR: 4.77e-04 | 1903.7ms/step | 31.5 samples/s
+Step 7550/50462 | Loss: 2.7977 | LR: 4.77e-04 | 1904.2ms/step | 31.5 samples/s
+Step 7560/50462 | Loss: 2.7890 | LR: 4.77e-04 | 1900.6ms/step | 31.6 samples/s
+Step 7570/50462 | Loss: 2.8085 | LR: 4.77e-04 | 1904.6ms/step | 31.5 samples/s
+Step 7580/50462 | Loss: 2.8050 | LR: 4.77e-04 | 1904.3ms/step | 31.5 samples/s
+Step 7590/50462 | Loss: 2.7736 | LR: 4.77e-04 | 1906.3ms/step | 31.5 samples/s
+Step 7600/50462 | Loss: 2.7648 | LR: 4.77e-04 | 1903.0ms/step | 31.5 samples/s
+Step 7610/50462 | Loss: 2.8151 | LR: 4.77e-04 | 1905.6ms/step | 31.5 samples/s
+Step 7620/50462 | Loss: 2.7439 | LR: 4.77e-04 | 1907.2ms/step | 31.5 samples/s
+Step 7630/50462 | Loss: 2.8161 | LR: 4.77e-04 | 1908.2ms/step | 31.4 samples/s
+Step 7640/50462 | Loss: 2.7606 | LR: 4.77e-04 | 1909.7ms/step | 31.4 samples/s
+Step 7650/50462 | Loss: 2.8095 | LR: 4.77e-04 | 1907.7ms/step | 31.5 samples/s
+Step 7660/50462 | Loss: 2.8400 | LR: 4.77e-04 | 1904.9ms/step | 31.5 samples/s
+Step 7670/50462 | Loss: 2.7708 | LR: 4.76e-04 | 1901.8ms/step | 31.5 samples/s
+Step 7680/50462 | Loss: 2.8090 | LR: 4.76e-04 | 1906.6ms/step | 31.5 samples/s
+Step 7690/50462 | Loss: 2.7726 | LR: 4.76e-04 | 1907.1ms/step | 31.5 samples/s
+Step 7700/50462 | Loss: 2.7793 | LR: 4.76e-04 | 1910.8ms/step | 31.4 samples/s
+Step 7710/50462 | Loss: 2.7923 | LR: 4.76e-04 | 1912.4ms/step | 31.4 samples/s
+Step 7720/50462 | Loss: 2.8010 | LR: 4.76e-04 | 1910.4ms/step | 31.4 samples/s
+Step 7730/50462 | Loss: 2.8040 | LR: 4.76e-04 | 1912.8ms/step | 31.4 samples/s
+Step 7740/50462 | Loss: 2.8156 | LR: 4.76e-04 | 1911.1ms/step | 31.4 samples/s
+Step 7750/50462 | Loss: 2.7804 | LR: 4.76e-04 | 1907.0ms/step | 31.5 samples/s
+Validation at step 7750: Loss = 2.7913, Perplexity = 16.30
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-7750
+Step 7760/50462 | Loss: 2.8072 | LR: 4.76e-04 | 3265.1ms/step | 18.4 samples/s
+Step 7770/50462 | Loss: 2.7764 | LR: 4.76e-04 | 1900.2ms/step | 31.6 samples/s
+Step 7780/50462 | Loss: 2.8189 | LR: 4.76e-04 | 1903.2ms/step | 31.5 samples/s
+Step 7790/50462 | Loss: 2.7683 | LR: 4.76e-04 | 1908.7ms/step | 31.4 samples/s
+Step 7800/50462 | Loss: 2.8349 | LR: 4.76e-04 | 1907.7ms/step | 31.5 samples/s
+Step 7810/50462 | Loss: 2.8447 | LR: 4.76e-04 | 1909.4ms/step | 31.4 samples/s
+Step 7820/50462 | Loss: 2.7702 | LR: 4.75e-04 | 1909.0ms/step | 31.4 samples/s
+Step 7830/50462 | Loss: 2.7745 | LR: 4.75e-04 | 1906.3ms/step | 31.5 samples/s
+Step 7840/50462 | Loss: 2.8135 | LR: 4.75e-04 | 1912.6ms/step | 31.4 samples/s
+Step 7850/50462 | Loss: 2.7991 | LR: 4.75e-04 | 1910.0ms/step | 31.4 samples/s
+Step 7860/50462 | Loss: 2.7878 | LR: 4.75e-04 | 1909.5ms/step | 31.4 samples/s
+Step 7870/50462 | Loss: 2.7853 | LR: 4.75e-04 | 1908.5ms/step | 31.4 samples/s
+Step 7880/50462 | Loss: 2.8056 | LR: 4.75e-04 | 1911.2ms/step | 31.4 samples/s
+Step 7890/50462 | Loss: 2.8050 | LR: 4.75e-04 | 1911.8ms/step | 31.4 samples/s
+Step 7900/50462 | Loss: 2.7589 | LR: 4.75e-04 | 1911.5ms/step | 31.4 samples/s
+Step 7910/50462 | Loss: 2.8438 | LR: 4.75e-04 | 1908.3ms/step | 31.4 samples/s
+Step 7920/50462 | Loss: 2.7026 | LR: 4.75e-04 | 1912.2ms/step | 31.4 samples/s
+Step 7930/50462 | Loss: 2.7848 | LR: 4.75e-04 | 1911.0ms/step | 31.4 samples/s
+Step 7940/50462 | Loss: 2.8149 | LR: 4.75e-04 | 1907.1ms/step | 31.5 samples/s
+Step 7950/50462 | Loss: 2.8003 | LR: 4.75e-04 | 1907.7ms/step | 31.5 samples/s
+Step 7960/50462 | Loss: 2.8151 | LR: 4.74e-04 | 1908.3ms/step | 31.4 samples/s
+Step 7970/50462 | Loss: 2.7871 | LR: 4.74e-04 | 1904.3ms/step | 31.5 samples/s
+Step 7980/50462 | Loss: 2.7570 | LR: 4.74e-04 | 1908.8ms/step | 31.4 samples/s
+Step 7990/50462 | Loss: 2.7815 | LR: 4.74e-04 | 1910.7ms/step | 31.4 samples/s
+Step 8000/50462 | Loss: 2.7966 | LR: 4.74e-04 | 1908.1ms/step | 31.4 samples/s
+Validation at step 8000: Loss = 2.7848, Perplexity = 16.20
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-8000
+Step 8010/50462 | Loss: 2.8172 | LR: 4.74e-04 | 3267.2ms/step | 18.4 samples/s
+Step 8020/50462 | Loss: 2.7287 | LR: 4.74e-04 | 1898.5ms/step | 31.6 samples/s
+Step 8030/50462 | Loss: 2.8033 | LR: 4.74e-04 | 1900.5ms/step | 31.6 samples/s
+Step 8040/50462 | Loss: 2.7560 | LR: 4.74e-04 | 1905.9ms/step | 31.5 samples/s
+Step 8050/50462 | Loss: 2.8055 | LR: 4.74e-04 | 1905.6ms/step | 31.5 samples/s
+Step 8060/50462 | Loss: 2.8483 | LR: 4.74e-04 | 1906.2ms/step | 31.5 samples/s
+Step 8070/50462 | Loss: 2.8000 | LR: 4.74e-04 | 1908.8ms/step | 31.4 samples/s
+Step 8080/50462 | Loss: 2.8090 | LR: 4.74e-04 | 1906.4ms/step | 31.5 samples/s
+Step 8090/50462 | Loss: 2.8273 | LR: 4.74e-04 | 1905.4ms/step | 31.5 samples/s
+Step 8100/50462 | Loss: 2.7630 | LR: 4.74e-04 | 1908.8ms/step | 31.4 samples/s
+Step 8110/50462 | Loss: 2.8195 | LR: 4.73e-04 | 1906.0ms/step | 31.5 samples/s
+Step 8120/50462 | Loss: 2.8095 | LR: 4.73e-04 | 1903.8ms/step | 31.5 samples/s
+Step 8130/50462 | Loss: 2.7818 | LR: 4.73e-04 | 1907.0ms/step | 31.5 samples/s
+Step 8140/50462 | Loss: 2.7952 | LR: 4.73e-04 | 1911.1ms/step | 31.4 samples/s
+Step 8150/50462 | Loss: 2.8425 | LR: 4.73e-04 | 1904.3ms/step | 31.5 samples/s
+Step 8160/50462 | Loss: 2.7912 | LR: 4.73e-04 | 1907.5ms/step | 31.5 samples/s
+Step 8170/50462 | Loss: 2.7879 | LR: 4.73e-04 | 1908.9ms/step | 31.4 samples/s
+Step 8180/50462 | Loss: 2.7429 | LR: 4.73e-04 | 1908.9ms/step | 31.4 samples/s
+Step 8190/50462 | Loss: 2.7735 | LR: 4.73e-04 | 1906.0ms/step | 31.5 samples/s
+Step 8200/50462 | Loss: 2.7673 | LR: 4.73e-04 | 1907.7ms/step | 31.5 samples/s
+Step 8210/50462 | Loss: 2.7643 | LR: 4.73e-04 | 1909.3ms/step | 31.4 samples/s
+Step 8220/50462 | Loss: 2.7362 | LR: 4.73e-04 | 1908.1ms/step | 31.4 samples/s
+Step 8230/50462 | Loss: 2.8094 | LR: 4.73e-04 | 1905.2ms/step | 31.5 samples/s
+Step 8240/50462 | Loss: 2.7879 | LR: 4.73e-04 | 1906.5ms/step | 31.5 samples/s
+Step 8250/50462 | Loss: 2.8130 | LR: 4.72e-04 | 1905.0ms/step | 31.5 samples/s
+Validation at step 8250: Loss = 2.7772, Perplexity = 16.07
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-8250
+Step 8260/50462 | Loss: 2.7920 | LR: 4.72e-04 | 3211.9ms/step | 18.7 samples/s
+Step 8270/50462 | Loss: 2.7824 | LR: 4.72e-04 | 1896.9ms/step | 31.6 samples/s
+Step 8280/50462 | Loss: 2.7716 | LR: 4.72e-04 | 1901.7ms/step | 31.6 samples/s
+Step 8290/50462 | Loss: 2.7952 | LR: 4.72e-04 | 1902.1ms/step | 31.5 samples/s
+Step 8300/50462 | Loss: 2.8156 | LR: 4.72e-04 | 1906.2ms/step | 31.5 samples/s
+Step 8310/50462 | Loss: 2.7694 | LR: 4.72e-04 | 1907.1ms/step | 31.5 samples/s
+Step 8320/50462 | Loss: 2.7838 | LR: 4.72e-04 | 1906.9ms/step | 31.5 samples/s
+Step 8330/50462 | Loss: 2.7440 | LR: 4.72e-04 | 1903.4ms/step | 31.5 samples/s
+Step 8340/50462 | Loss: 2.7836 | LR: 4.72e-04 | 1908.0ms/step | 31.4 samples/s
+Step 8350/50462 | Loss: 2.7781 | LR: 4.72e-04 | 1906.8ms/step | 31.5 samples/s
+Step 8360/50462 | Loss: 2.7844 | LR: 4.72e-04 | 1908.3ms/step | 31.4 samples/s
+Step 8370/50462 | Loss: 2.7601 | LR: 4.72e-04 | 1908.8ms/step | 31.4 samples/s
+Step 8380/50462 | Loss: 2.7807 | LR: 4.71e-04 | 1909.8ms/step | 31.4 samples/s
+Step 8390/50462 | Loss: 2.7687 | LR: 4.71e-04 | 1905.2ms/step | 31.5 samples/s
+Step 8400/50462 | Loss: 2.7875 | LR: 4.71e-04 | 1903.0ms/step | 31.5 samples/s
+Step 8410/50462 | Loss: 2.7714 | LR: 4.71e-04 | 1906.8ms/step | 31.5 samples/s
+Step 8420/50462 | Loss: 2.7874 | LR: 4.71e-04 | 1909.1ms/step | 31.4 samples/s
+Step 8430/50462 | Loss: 2.7697 | LR: 4.71e-04 | 1904.5ms/step | 31.5 samples/s
+Step 8440/50462 | Loss: 2.7614 | LR: 4.71e-04 | 1906.0ms/step | 31.5 samples/s
+Step 8450/50462 | Loss: 2.7776 | LR: 4.71e-04 | 1908.4ms/step | 31.4 samples/s
+Step 8460/50462 | Loss: 2.7881 | LR: 4.71e-04 | 1907.1ms/step | 31.5 samples/s
+Step 8470/50462 | Loss: 2.7652 | LR: 4.71e-04 | 1904.7ms/step | 31.5 samples/s
+Step 8480/50462 | Loss: 2.8250 | LR: 4.71e-04 | 1906.9ms/step | 31.5 samples/s
+Step 8490/50462 | Loss: 2.7584 | LR: 4.71e-04 | 1909.3ms/step | 31.4 samples/s
+Step 8500/50462 | Loss: 2.7796 | LR: 4.71e-04 | 1908.7ms/step | 31.4 samples/s
+Validation at step 8500: Loss = 2.7709, Perplexity = 15.97
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-8500
+Step 8510/50462 | Loss: 2.7559 | LR: 4.71e-04 | 3247.3ms/step | 18.5 samples/s
+Step 8520/50462 | Loss: 2.7829 | LR: 4.70e-04 | 1897.5ms/step | 31.6 samples/s
+Step 8530/50462 | Loss: 2.7819 | LR: 4.70e-04 | 1904.8ms/step | 31.5 samples/s
+Step 8540/50462 | Loss: 2.7773 | LR: 4.70e-04 | 1905.9ms/step | 31.5 samples/s
+Step 8550/50462 | Loss: 2.7987 | LR: 4.70e-04 | 1908.1ms/step | 31.4 samples/s
+Step 8560/50462 | Loss: 2.7371 | LR: 4.70e-04 | 1907.9ms/step | 31.4 samples/s
+Step 8570/50462 | Loss: 2.7930 | LR: 4.70e-04 | 1908.8ms/step | 31.4 samples/s
+Step 8580/50462 | Loss: 2.8013 | LR: 4.70e-04 | 1909.2ms/step | 31.4 samples/s
+Step 8590/50462 | Loss: 2.7697 | LR: 4.70e-04 | 1911.6ms/step | 31.4 samples/s
+Step 8600/50462 | Loss: 2.7281 | LR: 4.70e-04 | 1911.1ms/step | 31.4 samples/s
+Step 8610/50462 | Loss: 2.7604 | LR: 4.70e-04 | 1912.1ms/step | 31.4 samples/s
+Step 8620/50462 | Loss: 2.7681 | LR: 4.70e-04 | 1911.0ms/step | 31.4 samples/s
+Step 8630/50462 | Loss: 2.7910 | LR: 4.70e-04 | 1909.8ms/step | 31.4 samples/s
+Step 8640/50462 | Loss: 2.7787 | LR: 4.70e-04 | 1910.0ms/step | 31.4 samples/s
+Step 8650/50462 | Loss: 2.7774 | LR: 4.69e-04 | 1912.0ms/step | 31.4 samples/s
+Step 8660/50462 | Loss: 2.7582 | LR: 4.69e-04 | 1909.7ms/step | 31.4 samples/s
+Step 8670/50462 | Loss: 2.7834 | LR: 4.69e-04 | 1907.9ms/step | 31.4 samples/s
+Step 8680/50462 | Loss: 2.7608 | LR: 4.69e-04 | 1910.2ms/step | 31.4 samples/s
+Step 8690/50462 | Loss: 2.7856 | LR: 4.69e-04 | 1908.4ms/step | 31.4 samples/s
+Step 8700/50462 | Loss: 2.7630 | LR: 4.69e-04 | 1912.0ms/step | 31.4 samples/s
+Step 8710/50462 | Loss: 2.7843 | LR: 4.69e-04 | 1909.8ms/step | 31.4 samples/s
+Step 8720/50462 | Loss: 2.7488 | LR: 4.69e-04 | 1910.7ms/step | 31.4 samples/s
+Step 8730/50462 | Loss: 2.8155 | LR: 4.69e-04 | 1910.2ms/step | 31.4 samples/s
+Step 8740/50462 | Loss: 2.7242 | LR: 4.69e-04 | 1907.7ms/step | 31.5 samples/s
+Step 8750/50462 | Loss: 2.7342 | LR: 4.69e-04 | 1906.2ms/step | 31.5 samples/s
+Validation at step 8750: Loss = 2.7651, Perplexity = 15.88
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-8750
+Step 8760/50462 | Loss: 2.7935 | LR: 4.69e-04 | 3312.4ms/step | 18.1 samples/s
+Step 8770/50462 | Loss: 2.7650 | LR: 4.69e-04 | 1897.3ms/step | 31.6 samples/s
+Step 8780/50462 | Loss: 2.7697 | LR: 4.68e-04 | 1903.5ms/step | 31.5 samples/s
+Step 8790/50462 | Loss: 2.7561 | LR: 4.68e-04 | 1904.7ms/step | 31.5 samples/s
+Step 8800/50462 | Loss: 2.7681 | LR: 4.68e-04 | 1905.0ms/step | 31.5 samples/s
+Step 8810/50462 | Loss: 2.8030 | LR: 4.68e-04 | 1909.0ms/step | 31.4 samples/s
+Step 8820/50462 | Loss: 2.7834 | LR: 4.68e-04 | 1904.3ms/step | 31.5 samples/s
+Step 8830/50462 | Loss: 2.7452 | LR: 4.68e-04 | 1908.4ms/step | 31.4 samples/s
+Step 8840/50462 | Loss: 2.7517 | LR: 4.68e-04 | 1908.1ms/step | 31.4 samples/s
+Step 8850/50462 | Loss: 2.7856 | LR: 4.68e-04 | 1908.2ms/step | 31.4 samples/s
+Step 8860/50462 | Loss: 2.7755 | LR: 4.68e-04 | 1909.0ms/step | 31.4 samples/s
+Step 8870/50462 | Loss: 2.7911 | LR: 4.68e-04 | 1908.7ms/step | 31.4 samples/s
+Step 8880/50462 | Loss: 2.7225 | LR: 4.68e-04 | 1909.5ms/step | 31.4 samples/s
+Step 8890/50462 | Loss: 2.7243 | LR: 4.68e-04 | 1905.5ms/step | 31.5 samples/s
+Step 8900/50462 | Loss: 2.8048 | LR: 4.68e-04 | 1904.8ms/step | 31.5 samples/s
+Step 8910/50462 | Loss: 2.7581 | LR: 4.67e-04 | 1909.3ms/step | 31.4 samples/s
+Step 8920/50462 | Loss: 2.7356 | LR: 4.67e-04 | 1908.1ms/step | 31.4 samples/s
+Step 8930/50462 | Loss: 2.8099 | LR: 4.67e-04 | 1908.5ms/step | 31.4 samples/s
+Step 8940/50462 | Loss: 2.8052 | LR: 4.67e-04 | 1911.2ms/step | 31.4 samples/s
+Step 8950/50462 | Loss: 2.8184 | LR: 4.67e-04 | 1907.1ms/step | 31.5 samples/s
+Step 8960/50462 | Loss: 2.7392 | LR: 4.67e-04 | 1903.6ms/step | 31.5 samples/s
+Step 8970/50462 | Loss: 2.7744 | LR: 4.67e-04 | 1908.2ms/step | 31.4 samples/s
+Step 8980/50462 | Loss: 2.7717 | LR: 4.67e-04 | 1908.0ms/step | 31.4 samples/s
+Step 8990/50462 | Loss: 2.7695 | LR: 4.67e-04 | 1906.0ms/step | 31.5 samples/s
+Step 9000/50462 | Loss: 2.7498 | LR: 4.67e-04 | 1897.7ms/step | 31.6 samples/s
+Validation at step 9000: Loss = 2.7594, Perplexity = 15.79
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-9000
+Step 9010/50462 | Loss: 2.7941 | LR: 4.67e-04 | 3237.6ms/step | 18.5 samples/s
+Step 9020/50462 | Loss: 2.7457 | LR: 4.67e-04 | 1896.4ms/step | 31.6 samples/s
+Step 9030/50462 | Loss: 2.7852 | LR: 4.67e-04 | 1899.7ms/step | 31.6 samples/s
+Step 9040/50462 | Loss: 2.8126 | LR: 4.66e-04 | 1905.5ms/step | 31.5 samples/s
+Step 9050/50462 | Loss: 2.7836 | LR: 4.66e-04 | 1908.4ms/step | 31.4 samples/s
+Step 9060/50462 | Loss: 2.7653 | LR: 4.66e-04 | 1904.2ms/step | 31.5 samples/s
+Step 9070/50462 | Loss: 2.7706 | LR: 4.66e-04 | 1907.3ms/step | 31.5 samples/s
+Step 9080/50462 | Loss: 2.7038 | LR: 4.66e-04 | 1907.7ms/step | 31.5 samples/s
+Step 9090/50462 | Loss: 2.7580 | LR: 4.66e-04 | 1911.7ms/step | 31.4 samples/s
+Step 9100/50462 | Loss: 2.8208 | LR: 4.66e-04 | 1905.4ms/step | 31.5 samples/s
+Step 9110/50462 | Loss: 2.7382 | LR: 4.66e-04 | 1907.7ms/step | 31.5 samples/s
+Step 9120/50462 | Loss: 2.7561 | LR: 4.66e-04 | 1908.3ms/step | 31.4 samples/s
+Step 9130/50462 | Loss: 2.7467 | LR: 4.66e-04 | 1906.2ms/step | 31.5 samples/s
+Step 9140/50462 | Loss: 2.7317 | LR: 4.66e-04 | 1904.2ms/step | 31.5 samples/s
+Step 9150/50462 | Loss: 2.7442 | LR: 4.66e-04 | 1908.6ms/step | 31.4 samples/s
+Step 9160/50462 | Loss: 2.7676 | LR: 4.66e-04 | 1908.5ms/step | 31.4 samples/s
+Step 9170/50462 | Loss: 2.7584 | LR: 4.65e-04 | 1907.6ms/step | 31.5 samples/s
+Step 9180/50462 | Loss: 2.7204 | LR: 4.65e-04 | 1909.1ms/step | 31.4 samples/s
+Step 9190/50462 | Loss: 2.7923 | LR: 4.65e-04 | 1909.0ms/step | 31.4 samples/s
+Step 9200/50462 | Loss: 2.7260 | LR: 4.65e-04 | 1898.1ms/step | 31.6 samples/s
+Step 9210/50462 | Loss: 2.7434 | LR: 4.65e-04 | 1899.9ms/step | 31.6 samples/s
+Step 9220/50462 | Loss: 2.7510 | LR: 4.65e-04 | 1903.8ms/step | 31.5 samples/s
+Step 9230/50462 | Loss: 2.7771 | LR: 4.65e-04 | 1903.7ms/step | 31.5 samples/s
+Step 9240/50462 | Loss: 2.7887 | LR: 4.65e-04 | 1906.4ms/step | 31.5 samples/s
+Step 9250/50462 | Loss: 2.7800 | LR: 4.65e-04 | 1905.7ms/step | 31.5 samples/s
+Validation at step 9250: Loss = 2.7523, Perplexity = 15.68
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-9250
+Step 9260/50462 | Loss: 2.7292 | LR: 4.65e-04 | 3254.5ms/step | 18.4 samples/s
+Step 9270/50462 | Loss: 2.7619 | LR: 4.65e-04 | 1903.0ms/step | 31.5 samples/s
+Step 9280/50462 | Loss: 2.7798 | LR: 4.65e-04 | 1907.1ms/step | 31.5 samples/s
+Step 9290/50462 | Loss: 2.7142 | LR: 4.64e-04 | 1907.7ms/step | 31.5 samples/s
+Step 9300/50462 | Loss: 2.7110 | LR: 4.64e-04 | 1908.3ms/step | 31.4 samples/s
+Step 9310/50462 | Loss: 2.7181 | LR: 4.64e-04 | 1906.0ms/step | 31.5 samples/s
+Step 9320/50462 | Loss: 2.7427 | LR: 4.64e-04 | 1906.7ms/step | 31.5 samples/s
+Step 9330/50462 | Loss: 2.7284 | LR: 4.64e-04 | 1908.7ms/step | 31.4 samples/s
+Step 9340/50462 | Loss: 2.7578 | LR: 4.64e-04 | 1910.6ms/step | 31.4 samples/s
+Step 9350/50462 | Loss: 2.7552 | LR: 4.64e-04 | 1899.7ms/step | 31.6 samples/s
+Step 9360/50462 | Loss: 2.7633 | LR: 4.64e-04 | 1902.9ms/step | 31.5 samples/s
+Step 9370/50462 | Loss: 2.7613 | LR: 4.64e-04 | 1907.7ms/step | 31.5 samples/s
+Step 9380/50462 | Loss: 2.7546 | LR: 4.64e-04 | 1904.9ms/step | 31.5 samples/s
+Step 9390/50462 | Loss: 2.7513 | LR: 4.64e-04 | 1905.1ms/step | 31.5 samples/s
+Step 9400/50462 | Loss: 2.7956 | LR: 4.64e-04 | 1905.4ms/step | 31.5 samples/s
+Step 9410/50462 | Loss: 2.7203 | LR: 4.63e-04 | 1905.6ms/step | 31.5 samples/s
+Step 9420/50462 | Loss: 2.7115 | LR: 4.63e-04 | 1906.3ms/step | 31.5 samples/s
+Step 9430/50462 | Loss: 2.8152 | LR: 4.63e-04 | 1906.7ms/step | 31.5 samples/s
+Step 9440/50462 | Loss: 2.7316 | LR: 4.63e-04 | 1904.1ms/step | 31.5 samples/s
+Step 9450/50462 | Loss: 2.7429 | LR: 4.63e-04 | 1905.3ms/step | 31.5 samples/s
+Step 9460/50462 | Loss: 2.7250 | LR: 4.63e-04 | 1905.5ms/step | 31.5 samples/s
+Step 9470/50462 | Loss: 2.7973 | LR: 4.63e-04 | 1906.4ms/step | 31.5 samples/s
+Step 9480/50462 | Loss: 2.7494 | LR: 4.63e-04 | 1906.0ms/step | 31.5 samples/s
+Step 9490/50462 | Loss: 2.7590 | LR: 4.63e-04 | 1904.6ms/step | 31.5 samples/s
+Step 9500/50462 | Loss: 2.7360 | LR: 4.63e-04 | 1907.0ms/step | 31.5 samples/s
+Validation at step 9500: Loss = 2.7482, Perplexity = 15.61
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-9500
+Step 9510/50462 | Loss: 2.7350 | LR: 4.63e-04 | 3264.1ms/step | 18.4 samples/s
+Step 9520/50462 | Loss: 2.8165 | LR: 4.63e-04 | 1900.9ms/step | 31.6 samples/s
+Step 9530/50462 | Loss: 2.7482 | LR: 4.62e-04 | 1904.4ms/step | 31.5 samples/s
+Step 9540/50462 | Loss: 2.7788 | LR: 4.62e-04 | 1906.1ms/step | 31.5 samples/s
+Step 9550/50462 | Loss: 2.7755 | LR: 4.62e-04 | 1907.0ms/step | 31.5 samples/s
+Step 9560/50462 | Loss: 2.7346 | LR: 4.62e-04 | 1906.0ms/step | 31.5 samples/s
+Step 9570/50462 | Loss: 2.7558 | LR: 4.62e-04 | 1906.1ms/step | 31.5 samples/s
+Step 9580/50462 | Loss: 2.7353 | LR: 4.62e-04 | 1906.4ms/step | 31.5 samples/s
+Step 9590/50462 | Loss: 2.7506 | LR: 4.62e-04 | 1905.7ms/step | 31.5 samples/s
+Step 9600/50462 | Loss: 2.7669 | LR: 4.62e-04 | 1906.6ms/step | 31.5 samples/s
+Step 9610/50462 | Loss: 2.7469 | LR: 4.62e-04 | 1905.2ms/step | 31.5 samples/s
+Step 9620/50462 | Loss: 2.7973 | LR: 4.62e-04 | 1905.9ms/step | 31.5 samples/s
+Step 9630/50462 | Loss: 2.7646 | LR: 4.62e-04 | 1906.8ms/step | 31.5 samples/s
+Step 9640/50462 | Loss: 2.7764 | LR: 4.62e-04 | 1906.5ms/step | 31.5 samples/s
+Step 9650/50462 | Loss: 2.7172 | LR: 4.61e-04 | 1906.5ms/step | 31.5 samples/s
+Step 9660/50462 | Loss: 2.7661 | LR: 4.61e-04 | 1909.2ms/step | 31.4 samples/s
+Step 9670/50462 | Loss: 2.7551 | LR: 4.61e-04 | 1907.1ms/step | 31.5 samples/s
+Step 9680/50462 | Loss: 2.7623 | LR: 4.61e-04 | 1908.5ms/step | 31.4 samples/s
+Step 9690/50462 | Loss: 2.7207 | LR: 4.61e-04 | 1907.9ms/step | 31.4 samples/s
+Step 9700/50462 | Loss: 2.7638 | LR: 4.61e-04 | 1908.9ms/step | 31.4 samples/s
+Step 9710/50462 | Loss: 2.7696 | LR: 4.61e-04 | 1907.2ms/step | 31.5 samples/s
+Step 9720/50462 | Loss: 2.7589 | LR: 4.61e-04 | 1907.6ms/step | 31.5 samples/s
+Step 9730/50462 | Loss: 2.7538 | LR: 4.61e-04 | 1908.9ms/step | 31.4 samples/s
+Step 9740/50462 | Loss: 2.7486 | LR: 4.61e-04 | 1909.6ms/step | 31.4 samples/s
+Step 9750/50462 | Loss: 2.7164 | LR: 4.61e-04 | 1907.8ms/step | 31.4 samples/s
+Validation at step 9750: Loss = 2.7434, Perplexity = 15.54
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-9750
+Step 9760/50462 | Loss: 2.7845 | LR: 4.61e-04 | 3286.6ms/step | 18.3 samples/s
+Step 9770/50462 | Loss: 2.7670 | LR: 4.60e-04 | 1900.9ms/step | 31.6 samples/s
+Step 9780/50462 | Loss: 2.8044 | LR: 4.60e-04 | 1905.5ms/step | 31.5 samples/s
+Step 9790/50462 | Loss: 2.7648 | LR: 4.60e-04 | 1905.1ms/step | 31.5 samples/s
+Step 9800/50462 | Loss: 2.6993 | LR: 4.60e-04 | 1903.4ms/step | 31.5 samples/s
+Step 9810/50462 | Loss: 2.7577 | LR: 4.60e-04 | 1903.8ms/step | 31.5 samples/s
+Step 9820/50462 | Loss: 2.7468 | LR: 4.60e-04 | 1900.0ms/step | 31.6 samples/s
+Step 9830/50462 | Loss: 2.7526 | LR: 4.60e-04 | 1903.3ms/step | 31.5 samples/s
+Step 9840/50462 | Loss: 2.7705 | LR: 4.60e-04 | 1905.3ms/step | 31.5 samples/s
+Step 9850/50462 | Loss: 2.7589 | LR: 4.60e-04 | 1901.9ms/step | 31.5 samples/s
+Step 9860/50462 | Loss: 2.7294 | LR: 4.60e-04 | 1904.0ms/step | 31.5 samples/s
+Step 9870/50462 | Loss: 2.7909 | LR: 4.60e-04 | 1906.2ms/step | 31.5 samples/s
+Step 9880/50462 | Loss: 2.7479 | LR: 4.60e-04 | 1903.2ms/step | 31.5 samples/s
+Step 9890/50462 | Loss: 2.7262 | LR: 4.59e-04 | 1904.0ms/step | 31.5 samples/s
+Step 9900/50462 | Loss: 2.7513 | LR: 4.59e-04 | 1904.6ms/step | 31.5 samples/s
+Step 9910/50462 | Loss: 2.7440 | LR: 4.59e-04 | 1902.4ms/step | 31.5 samples/s
+Step 9920/50462 | Loss: 2.7493 | LR: 4.59e-04 | 1902.5ms/step | 31.5 samples/s
+Step 9930/50462 | Loss: 2.7480 | LR: 4.59e-04 | 1905.8ms/step | 31.5 samples/s
+Step 9940/50462 | Loss: 2.7672 | LR: 4.59e-04 | 1905.7ms/step | 31.5 samples/s
+Step 9950/50462 | Loss: 2.7411 | LR: 4.59e-04 | 1902.5ms/step | 31.5 samples/s
+Step 9960/50462 | Loss: 2.7275 | LR: 4.59e-04 | 1904.3ms/step | 31.5 samples/s
+Step 9970/50462 | Loss: 2.7658 | LR: 4.59e-04 | 1906.7ms/step | 31.5 samples/s
+Step 9980/50462 | Loss: 2.7555 | LR: 4.59e-04 | 1902.8ms/step | 31.5 samples/s
+Step 9990/50462 | Loss: 2.7070 | LR: 4.59e-04 | 1902.8ms/step | 31.5 samples/s
+Step 10000/50462 | Loss: 2.7342 | LR: 4.58e-04 | 1904.5ms/step | 31.5 samples/s
+Validation at step 10000: Loss = 2.7366, Perplexity = 15.43
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-10000
+Step 10010/50462 | Loss: 2.7676 | LR: 4.58e-04 | 3241.4ms/step | 18.5 samples/s
+Step 10020/50462 | Loss: 2.7480 | LR: 4.58e-04 | 1897.3ms/step | 31.6 samples/s
+Step 10030/50462 | Loss: 2.7321 | LR: 4.58e-04 | 1901.0ms/step | 31.6 samples/s
+Step 10040/50462 | Loss: 2.7642 | LR: 4.58e-04 | 1903.2ms/step | 31.5 samples/s
+Step 10050/50462 | Loss: 2.7040 | LR: 4.58e-04 | 1903.8ms/step | 31.5 samples/s
+Step 10060/50462 | Loss: 2.7254 | LR: 4.58e-04 | 1903.6ms/step | 31.5 samples/s
+Step 10070/50462 | Loss: 2.7766 | LR: 4.58e-04 | 1902.7ms/step | 31.5 samples/s
+Step 10080/50462 | Loss: 2.7352 | LR: 4.58e-04 | 1904.8ms/step | 31.5 samples/s
+Step 10090/50462 | Loss: 2.7672 | LR: 4.58e-04 | 1906.1ms/step | 31.5 samples/s
+Step 10100/50462 | Loss: 2.7301 | LR: 4.58e-04 | 1907.2ms/step | 31.5 samples/s
+Step 10110/50462 | Loss: 2.7437 | LR: 4.58e-04 | 1908.3ms/step | 31.4 samples/s
+Step 10120/50462 | Loss: 2.7487 | LR: 4.57e-04 | 1907.7ms/step | 31.5 samples/s
+Step 10130/50462 | Loss: 2.7847 | LR: 4.57e-04 | 1905.7ms/step | 31.5 samples/s
+Step 10140/50462 | Loss: 2.7277 | LR: 4.57e-04 | 1902.9ms/step | 31.5 samples/s
+Step 10150/50462 | Loss: 2.7305 | LR: 4.57e-04 | 1904.2ms/step | 31.5 samples/s
+Step 10160/50462 | Loss: 2.7588 | LR: 4.57e-04 | 1907.0ms/step | 31.5 samples/s
+Step 10170/50462 | Loss: 2.7003 | LR: 4.57e-04 | 1909.6ms/step | 31.4 samples/s
+Step 10180/50462 | Loss: 2.7429 | LR: 4.57e-04 | 1907.2ms/step | 31.5 samples/s
+Step 10190/50462 | Loss: 2.7340 | LR: 4.57e-04 | 1906.4ms/step | 31.5 samples/s
+Step 10200/50462 | Loss: 2.6784 | LR: 4.57e-04 | 1903.8ms/step | 31.5 samples/s
+Step 10210/50462 | Loss: 2.7421 | LR: 4.57e-04 | 1908.1ms/step | 31.4 samples/s
+Step 10220/50462 | Loss: 2.7544 | LR: 4.57e-04 | 1906.9ms/step | 31.5 samples/s
+Step 10230/50462 | Loss: 2.7533 | LR: 4.56e-04 | 1908.1ms/step | 31.4 samples/s
+Step 10240/50462 | Loss: 2.7729 | LR: 4.56e-04 | 1906.1ms/step | 31.5 samples/s
+Step 10250/50462 | Loss: 2.7165 | LR: 4.56e-04 | 1906.8ms/step | 31.5 samples/s
+Validation at step 10250: Loss = 2.7322, Perplexity = 15.37
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-10250
+Step 10260/50462 | Loss: 2.7253 | LR: 4.56e-04 | 3252.0ms/step | 18.5 samples/s
+Step 10270/50462 | Loss: 2.7371 | LR: 4.56e-04 | 1898.4ms/step | 31.6 samples/s
+Step 10280/50462 | Loss: 2.7416 | LR: 4.56e-04 | 1902.9ms/step | 31.5 samples/s
+Step 10290/50462 | Loss: 2.7437 | LR: 4.56e-04 | 1906.2ms/step | 31.5 samples/s
+Step 10300/50462 | Loss: 2.7378 | LR: 4.56e-04 | 1906.8ms/step | 31.5 samples/s
+Step 10310/50462 | Loss: 2.7304 | LR: 4.56e-04 | 1904.5ms/step | 31.5 samples/s
+Step 10320/50462 | Loss: 2.6956 | LR: 4.56e-04 | 1905.0ms/step | 31.5 samples/s
+Step 10330/50462 | Loss: 2.7192 | LR: 4.56e-04 | 1907.4ms/step | 31.5 samples/s
+Step 10340/50462 | Loss: 2.7515 | LR: 4.55e-04 | 1904.0ms/step | 31.5 samples/s
+Step 10350/50462 | Loss: 2.7115 | LR: 4.55e-04 | 1901.6ms/step | 31.6 samples/s
+Step 10360/50462 | Loss: 2.7115 | LR: 4.55e-04 | 1905.3ms/step | 31.5 samples/s
+Step 10370/50462 | Loss: 2.7353 | LR: 4.55e-04 | 1906.0ms/step | 31.5 samples/s
+Step 10380/50462 | Loss: 2.7483 | LR: 4.55e-04 | 1903.6ms/step | 31.5 samples/s
+Step 10390/50462 | Loss: 2.7346 | LR: 4.55e-04 | 1907.7ms/step | 31.5 samples/s
+Step 10400/50462 | Loss: 2.7305 | LR: 4.55e-04 | 1907.5ms/step | 31.5 samples/s
+Step 10410/50462 | Loss: 2.7406 | LR: 4.55e-04 | 1905.2ms/step | 31.5 samples/s
+Step 10420/50462 | Loss: 2.7512 | LR: 4.55e-04 | 1902.6ms/step | 31.5 samples/s
+Step 10430/50462 | Loss: 2.7403 | LR: 4.55e-04 | 1904.6ms/step | 31.5 samples/s
+Step 10440/50462 | Loss: 2.7040 | LR: 4.55e-04 | 1907.1ms/step | 31.5 samples/s
+Step 10450/50462 | Loss: 2.7770 | LR: 4.54e-04 | 1906.4ms/step | 31.5 samples/s
+Step 10460/50462 | Loss: 2.7405 | LR: 4.54e-04 | 1908.8ms/step | 31.4 samples/s
+Step 10470/50462 | Loss: 2.7166 | LR: 4.54e-04 | 1904.8ms/step | 31.5 samples/s
+Step 10480/50462 | Loss: 2.7546 | LR: 4.54e-04 | 1908.4ms/step | 31.4 samples/s
+Step 10490/50462 | Loss: 2.7498 | LR: 4.54e-04 | 1907.5ms/step | 31.5 samples/s
+Step 10500/50462 | Loss: 2.7171 | LR: 4.54e-04 | 1906.1ms/step | 31.5 samples/s
+Validation at step 10500: Loss = 2.7252, Perplexity = 15.26
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-10500
+Step 10510/50462 | Loss: 2.7982 | LR: 4.54e-04 | 3240.8ms/step | 18.5 samples/s
+Step 10520/50462 | Loss: 2.7495 | LR: 4.54e-04 | 1897.0ms/step | 31.6 samples/s
+Step 10530/50462 | Loss: 2.7109 | LR: 4.54e-04 | 1897.7ms/step | 31.6 samples/s
+Step 10540/50462 | Loss: 2.7104 | LR: 4.54e-04 | 1901.1ms/step | 31.6 samples/s
+Step 10550/50462 | Loss: 2.7405 | LR: 4.54e-04 | 1903.5ms/step | 31.5 samples/s
+Step 10560/50462 | Loss: 2.7277 | LR: 4.53e-04 | 1904.3ms/step | 31.5 samples/s
+Step 10570/50462 | Loss: 2.7395 | LR: 4.53e-04 | 1900.5ms/step | 31.6 samples/s
+Step 10580/50462 | Loss: 2.7417 | LR: 4.53e-04 | 1903.6ms/step | 31.5 samples/s
+Step 10590/50462 | Loss: 2.7496 | LR: 4.53e-04 | 1906.9ms/step | 31.5 samples/s
+Step 10600/50462 | Loss: 2.7664 | LR: 4.53e-04 | 1902.9ms/step | 31.5 samples/s
+Step 10610/50462 | Loss: 2.6942 | LR: 4.53e-04 | 1905.5ms/step | 31.5 samples/s
+Step 10620/50462 | Loss: 2.7274 | LR: 4.53e-04 | 1904.9ms/step | 31.5 samples/s
+Step 10630/50462 | Loss: 2.7232 | LR: 4.53e-04 | 1904.8ms/step | 31.5 samples/s
+Step 10640/50462 | Loss: 2.7427 | LR: 4.53e-04 | 1907.4ms/step | 31.5 samples/s
+Step 10650/50462 | Loss: 2.7150 | LR: 4.53e-04 | 1906.8ms/step | 31.5 samples/s
+Step 10660/50462 | Loss: 2.7154 | LR: 4.53e-04 | 1906.9ms/step | 31.5 samples/s
+Step 10670/50462 | Loss: 2.7761 | LR: 4.52e-04 | 1906.4ms/step | 31.5 samples/s
+Step 10680/50462 | Loss: 2.7439 | LR: 4.52e-04 | 1907.2ms/step | 31.5 samples/s
+Step 10690/50462 | Loss: 2.7421 | LR: 4.52e-04 | 1906.5ms/step | 31.5 samples/s
+Step 10700/50462 | Loss: 2.7434 | LR: 4.52e-04 | 1907.3ms/step | 31.5 samples/s
+Step 10710/50462 | Loss: 2.7423 | LR: 4.52e-04 | 1910.1ms/step | 31.4 samples/s
+Step 10720/50462 | Loss: 2.7285 | LR: 4.52e-04 | 1907.3ms/step | 31.5 samples/s
+Step 10730/50462 | Loss: 2.7732 | LR: 4.52e-04 | 1906.9ms/step | 31.5 samples/s
+Step 10740/50462 | Loss: 2.7554 | LR: 4.52e-04 | 1906.8ms/step | 31.5 samples/s
+Step 10750/50462 | Loss: 2.7219 | LR: 4.52e-04 | 1910.9ms/step | 31.4 samples/s
+Validation at step 10750: Loss = 2.7204, Perplexity = 15.19
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-10750
+Step 10760/50462 | Loss: 2.7203 | LR: 4.52e-04 | 3256.1ms/step | 18.4 samples/s
+Step 10770/50462 | Loss: 2.7182 | LR: 4.52e-04 | 1902.4ms/step | 31.5 samples/s
+Step 10780/50462 | Loss: 2.7431 | LR: 4.51e-04 | 1903.4ms/step | 31.5 samples/s
+Step 10790/50462 | Loss: 2.6923 | LR: 4.51e-04 | 1906.3ms/step | 31.5 samples/s
+Step 10800/50462 | Loss: 2.7244 | LR: 4.51e-04 | 1906.0ms/step | 31.5 samples/s
+Step 10810/50462 | Loss: 2.7663 | LR: 4.51e-04 | 1905.9ms/step | 31.5 samples/s
+Step 10820/50462 | Loss: 2.7117 | LR: 4.51e-04 | 1906.1ms/step | 31.5 samples/s
+Step 10830/50462 | Loss: 2.7397 | LR: 4.51e-04 | 1907.7ms/step | 31.5 samples/s
+Step 10840/50462 | Loss: 2.7615 | LR: 4.51e-04 | 1906.1ms/step | 31.5 samples/s
+Step 10850/50462 | Loss: 2.6945 | LR: 4.51e-04 | 1909.7ms/step | 31.4 samples/s
+Step 10860/50462 | Loss: 2.7049 | LR: 4.51e-04 | 1907.5ms/step | 31.5 samples/s
+Step 10870/50462 | Loss: 2.7419 | LR: 4.51e-04 | 1904.9ms/step | 31.5 samples/s
+Step 10880/50462 | Loss: 2.7269 | LR: 4.50e-04 | 1908.0ms/step | 31.4 samples/s
+Step 10890/50462 | Loss: 2.6858 | LR: 4.50e-04 | 1907.5ms/step | 31.5 samples/s
+Step 10900/50462 | Loss: 2.6987 | LR: 4.50e-04 | 1908.2ms/step | 31.4 samples/s
+Step 10910/50462 | Loss: 2.7110 | LR: 4.50e-04 | 1908.5ms/step | 31.4 samples/s
+Step 10920/50462 | Loss: 2.7468 | LR: 4.50e-04 | 1908.3ms/step | 31.4 samples/s
+Step 10930/50462 | Loss: 2.6844 | LR: 4.50e-04 | 1906.9ms/step | 31.5 samples/s
+Step 10940/50462 | Loss: 2.7307 | LR: 4.50e-04 | 1907.4ms/step | 31.5 samples/s
+Step 10950/50462 | Loss: 2.7091 | LR: 4.50e-04 | 1905.7ms/step | 31.5 samples/s
+Step 10960/50462 | Loss: 2.7241 | LR: 4.50e-04 | 1906.0ms/step | 31.5 samples/s
+Step 10970/50462 | Loss: 2.7098 | LR: 4.50e-04 | 1909.6ms/step | 31.4 samples/s
+Step 10980/50462 | Loss: 2.7138 | LR: 4.50e-04 | 1906.7ms/step | 31.5 samples/s
+Step 10990/50462 | Loss: 2.6696 | LR: 4.49e-04 | 1910.9ms/step | 31.4 samples/s
+Step 11000/50462 | Loss: 2.7315 | LR: 4.49e-04 | 1908.7ms/step | 31.4 samples/s
+Validation at step 11000: Loss = 2.7175, Perplexity = 15.14
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-11000
+Step 11010/50462 | Loss: 2.7114 | LR: 4.49e-04 | 3249.2ms/step | 18.5 samples/s
+Step 11020/50462 | Loss: 2.7443 | LR: 4.49e-04 | 1900.3ms/step | 31.6 samples/s
+Step 11030/50462 | Loss: 2.6878 | LR: 4.49e-04 | 1904.6ms/step | 31.5 samples/s
+Step 11040/50462 | Loss: 2.7319 | LR: 4.49e-04 | 1907.8ms/step | 31.4 samples/s
+Step 11050/50462 | Loss: 2.7222 | LR: 4.49e-04 | 1905.4ms/step | 31.5 samples/s
+Step 11060/50462 | Loss: 2.7124 | LR: 4.49e-04 | 1906.5ms/step | 31.5 samples/s
+Step 11070/50462 | Loss: 2.7242 | LR: 4.49e-04 | 1905.6ms/step | 31.5 samples/s
+Step 11080/50462 | Loss: 2.7200 | LR: 4.49e-04 | 1906.5ms/step | 31.5 samples/s
+Step 11090/50462 | Loss: 2.7610 | LR: 4.48e-04 | 1907.7ms/step | 31.5 samples/s
+Step 11100/50462 | Loss: 2.7066 | LR: 4.48e-04 | 1907.1ms/step | 31.5 samples/s
+Step 11110/50462 | Loss: 2.7334 | LR: 4.48e-04 | 1905.6ms/step | 31.5 samples/s
+Step 11120/50462 | Loss: 2.7171 | LR: 4.48e-04 | 1907.2ms/step | 31.5 samples/s
+Step 11130/50462 | Loss: 2.7053 | LR: 4.48e-04 | 1909.1ms/step | 31.4 samples/s
+Step 11140/50462 | Loss: 2.7152 | LR: 4.48e-04 | 1909.3ms/step | 31.4 samples/s
+Step 11150/50462 | Loss: 2.7333 | LR: 4.48e-04 | 1905.5ms/step | 31.5 samples/s
+Step 11160/50462 | Loss: 2.7156 | LR: 4.48e-04 | 1908.4ms/step | 31.4 samples/s
+Step 11170/50462 | Loss: 2.6912 | LR: 4.48e-04 | 1907.3ms/step | 31.5 samples/s
+Step 11180/50462 | Loss: 2.7471 | LR: 4.48e-04 | 1907.1ms/step | 31.5 samples/s
+Step 11190/50462 | Loss: 2.7233 | LR: 4.48e-04 | 1907.6ms/step | 31.5 samples/s
+Step 11200/50462 | Loss: 2.7452 | LR: 4.47e-04 | 1908.8ms/step | 31.4 samples/s
+Step 11210/50462 | Loss: 2.7654 | LR: 4.47e-04 | 1908.6ms/step | 31.4 samples/s
+Step 11220/50462 | Loss: 2.7053 | LR: 4.47e-04 | 1909.3ms/step | 31.4 samples/s
+Step 11230/50462 | Loss: 2.7073 | LR: 4.47e-04 | 1907.4ms/step | 31.5 samples/s
+Step 11240/50462 | Loss: 2.6920 | LR: 4.47e-04 | 1907.1ms/step | 31.5 samples/s
+Step 11250/50462 | Loss: 2.7401 | LR: 4.47e-04 | 1907.8ms/step | 31.4 samples/s
+Validation at step 11250: Loss = 2.7114, Perplexity = 15.05
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-11250
+Step 11260/50462 | Loss: 2.7073 | LR: 4.47e-04 | 3270.4ms/step | 18.3 samples/s
+Step 11270/50462 | Loss: 2.7455 | LR: 4.47e-04 | 1897.5ms/step | 31.6 samples/s
+Step 11280/50462 | Loss: 2.7084 | LR: 4.47e-04 | 1897.8ms/step | 31.6 samples/s
+Step 11290/50462 | Loss: 2.7001 | LR: 4.47e-04 | 1899.0ms/step | 31.6 samples/s
+Step 11300/50462 | Loss: 2.7208 | LR: 4.46e-04 | 1905.4ms/step | 31.5 samples/s
+Step 11310/50462 | Loss: 2.7138 | LR: 4.46e-04 | 1904.6ms/step | 31.5 samples/s
+Step 11320/50462 | Loss: 2.7185 | LR: 4.46e-04 | 1904.0ms/step | 31.5 samples/s
+Step 11330/50462 | Loss: 2.6712 | LR: 4.46e-04 | 1907.0ms/step | 31.5 samples/s
+Step 11340/50462 | Loss: 2.7619 | LR: 4.46e-04 | 1902.0ms/step | 31.5 samples/s
+Step 11350/50462 | Loss: 2.7384 | LR: 4.46e-04 | 1903.4ms/step | 31.5 samples/s
+Step 11360/50462 | Loss: 2.7255 | LR: 4.46e-04 | 1904.7ms/step | 31.5 samples/s
+Step 11370/50462 | Loss: 2.7442 | LR: 4.46e-04 | 1907.2ms/step | 31.5 samples/s
+Step 11380/50462 | Loss: 2.7487 | LR: 4.46e-04 | 1907.3ms/step | 31.5 samples/s
+Step 11390/50462 | Loss: 2.7313 | LR: 4.46e-04 | 1906.6ms/step | 31.5 samples/s
+Step 11400/50462 | Loss: 2.7398 | LR: 4.45e-04 | 1901.7ms/step | 31.6 samples/s
+Step 11410/50462 | Loss: 2.7207 | LR: 4.45e-04 | 1905.6ms/step | 31.5 samples/s
+Step 11420/50462 | Loss: 2.7296 | LR: 4.45e-04 | 1903.8ms/step | 31.5 samples/s
+Step 11430/50462 | Loss: 2.7005 | LR: 4.45e-04 | 1905.8ms/step | 31.5 samples/s
+Step 11440/50462 | Loss: 2.7290 | LR: 4.45e-04 | 1906.7ms/step | 31.5 samples/s
+Step 11450/50462 | Loss: 2.7466 | LR: 4.45e-04 | 1903.9ms/step | 31.5 samples/s
+Step 11460/50462 | Loss: 2.7159 | LR: 4.45e-04 | 1906.5ms/step | 31.5 samples/s
+Step 11470/50462 | Loss: 2.6956 | LR: 4.45e-04 | 1907.1ms/step | 31.5 samples/s
+Step 11480/50462 | Loss: 2.6873 | LR: 4.45e-04 | 1907.1ms/step | 31.5 samples/s
+Step 11490/50462 | Loss: 2.7066 | LR: 4.45e-04 | 1908.5ms/step | 31.4 samples/s
+Step 11500/50462 | Loss: 2.7312 | LR: 4.44e-04 | 1907.1ms/step | 31.5 samples/s
+Validation at step 11500: Loss = 2.7077, Perplexity = 15.00
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-11500
+Step 11510/50462 | Loss: 2.7145 | LR: 4.44e-04 | 3248.7ms/step | 18.5 samples/s
+Step 11520/50462 | Loss: 2.7501 | LR: 4.44e-04 | 1896.9ms/step | 31.6 samples/s
+Step 11530/50462 | Loss: 2.7354 | LR: 4.44e-04 | 1902.0ms/step | 31.5 samples/s
+Step 11540/50462 | Loss: 2.6794 | LR: 4.44e-04 | 1903.5ms/step | 31.5 samples/s
+Step 11550/50462 | Loss: 2.6949 | LR: 4.44e-04 | 1903.2ms/step | 31.5 samples/s
+Step 11560/50462 | Loss: 2.6975 | LR: 4.44e-04 | 1901.8ms/step | 31.5 samples/s
+Step 11570/50462 | Loss: 2.7169 | LR: 4.44e-04 | 1906.2ms/step | 31.5 samples/s
+Step 11580/50462 | Loss: 2.7052 | LR: 4.44e-04 | 1906.5ms/step | 31.5 samples/s
+Step 11590/50462 | Loss: 2.7091 | LR: 4.44e-04 | 1909.5ms/step | 31.4 samples/s
+Step 11600/50462 | Loss: 2.7195 | LR: 4.43e-04 | 1907.8ms/step | 31.5 samples/s
+Step 11610/50462 | Loss: 2.6953 | LR: 4.43e-04 | 1903.3ms/step | 31.5 samples/s
+Step 11620/50462 | Loss: 2.7133 | LR: 4.43e-04 | 1902.2ms/step | 31.5 samples/s
+Step 11630/50462 | Loss: 2.6737 | LR: 4.43e-04 | 1904.1ms/step | 31.5 samples/s
+Step 11640/50462 | Loss: 2.7434 | LR: 4.43e-04 | 1908.9ms/step | 31.4 samples/s
+Step 11650/50462 | Loss: 2.7158 | LR: 4.43e-04 | 1906.8ms/step | 31.5 samples/s
+Step 11660/50462 | Loss: 2.7090 | LR: 4.43e-04 | 1908.8ms/step | 31.4 samples/s
+Step 11670/50462 | Loss: 2.6766 | LR: 4.43e-04 | 1904.2ms/step | 31.5 samples/s
+Step 11680/50462 | Loss: 2.7149 | LR: 4.43e-04 | 1906.2ms/step | 31.5 samples/s
+Step 11690/50462 | Loss: 2.6769 | LR: 4.43e-04 | 1905.8ms/step | 31.5 samples/s
+Step 11700/50462 | Loss: 2.7220 | LR: 4.42e-04 | 1906.0ms/step | 31.5 samples/s
+Step 11710/50462 | Loss: 2.7158 | LR: 4.42e-04 | 1907.2ms/step | 31.5 samples/s
+Step 11720/50462 | Loss: 2.7109 | LR: 4.42e-04 | 1908.7ms/step | 31.4 samples/s
+Step 11730/50462 | Loss: 2.7142 | LR: 4.42e-04 | 1906.9ms/step | 31.5 samples/s
+Step 11740/50462 | Loss: 2.7105 | LR: 4.42e-04 | 1905.1ms/step | 31.5 samples/s
+Step 11750/50462 | Loss: 2.6731 | LR: 4.42e-04 | 1905.6ms/step | 31.5 samples/s
+Validation at step 11750: Loss = 2.7051, Perplexity = 14.96
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-11750
+Step 11760/50462 | Loss: 2.7386 | LR: 4.42e-04 | 3255.6ms/step | 18.4 samples/s
+Step 11770/50462 | Loss: 2.6791 | LR: 4.42e-04 | 1897.2ms/step | 31.6 samples/s
+Step 11780/50462 | Loss: 2.6964 | LR: 4.42e-04 | 1901.1ms/step | 31.6 samples/s
+Step 11790/50462 | Loss: 2.7274 | LR: 4.42e-04 | 1903.4ms/step | 31.5 samples/s
+Step 11800/50462 | Loss: 2.7586 | LR: 4.41e-04 | 1903.7ms/step | 31.5 samples/s
+Step 11810/50462 | Loss: 2.7056 | LR: 4.41e-04 | 1903.3ms/step | 31.5 samples/s
+Step 11820/50462 | Loss: 2.7031 | LR: 4.41e-04 | 1908.0ms/step | 31.4 samples/s
+Step 11830/50462 | Loss: 2.6940 | LR: 4.41e-04 | 1905.4ms/step | 31.5 samples/s
+Step 11840/50462 | Loss: 2.7027 | LR: 4.41e-04 | 1905.2ms/step | 31.5 samples/s
+Step 11850/50462 | Loss: 2.6849 | LR: 4.41e-04 | 1906.8ms/step | 31.5 samples/s
+Step 11860/50462 | Loss: 2.7087 | LR: 4.41e-04 | 1902.5ms/step | 31.5 samples/s
+Step 11870/50462 | Loss: 2.7084 | LR: 4.41e-04 | 1903.3ms/step | 31.5 samples/s
+Step 11880/50462 | Loss: 2.6710 | LR: 4.41e-04 | 1904.9ms/step | 31.5 samples/s
+Step 11890/50462 | Loss: 2.7186 | LR: 4.41e-04 | 1907.2ms/step | 31.5 samples/s
+Step 11900/50462 | Loss: 2.7046 | LR: 4.40e-04 | 1906.9ms/step | 31.5 samples/s
+Step 11910/50462 | Loss: 2.6961 | LR: 4.40e-04 | 1909.0ms/step | 31.4 samples/s
+Step 11920/50462 | Loss: 2.7233 | LR: 4.40e-04 | 1904.9ms/step | 31.5 samples/s
+Step 11930/50462 | Loss: 2.7440 | LR: 4.40e-04 | 1906.6ms/step | 31.5 samples/s
+Step 11940/50462 | Loss: 2.7071 | LR: 4.40e-04 | 1906.6ms/step | 31.5 samples/s
+Step 11950/50462 | Loss: 2.7457 | LR: 4.40e-04 | 1907.3ms/step | 31.5 samples/s
+Step 11960/50462 | Loss: 2.7243 | LR: 4.40e-04 | 1907.6ms/step | 31.5 samples/s
+Step 11970/50462 | Loss: 2.6978 | LR: 4.40e-04 | 1908.6ms/step | 31.4 samples/s
+Step 11980/50462 | Loss: 2.7469 | LR: 4.40e-04 | 1902.2ms/step | 31.5 samples/s
+Step 11990/50462 | Loss: 2.7018 | LR: 4.40e-04 | 1904.8ms/step | 31.5 samples/s
+Step 12000/50462 | Loss: 2.7209 | LR: 4.39e-04 | 1905.8ms/step | 31.5 samples/s
+Validation at step 12000: Loss = 2.7016, Perplexity = 14.90
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-12000
+Step 12010/50462 | Loss: 2.6758 | LR: 4.39e-04 | 3291.0ms/step | 18.2 samples/s
+Step 12020/50462 | Loss: 2.6987 | LR: 4.39e-04 | 1904.6ms/step | 31.5 samples/s
+Step 12030/50462 | Loss: 2.6817 | LR: 4.39e-04 | 1901.7ms/step | 31.6 samples/s
+Step 12040/50462 | Loss: 2.7505 | LR: 4.39e-04 | 1906.1ms/step | 31.5 samples/s
+Step 12050/50462 | Loss: 2.6904 | LR: 4.39e-04 | 1908.9ms/step | 31.4 samples/s
+Step 12060/50462 | Loss: 2.7068 | LR: 4.39e-04 | 1909.3ms/step | 31.4 samples/s
+Step 12070/50462 | Loss: 2.6976 | LR: 4.39e-04 | 1906.8ms/step | 31.5 samples/s
+Step 12080/50462 | Loss: 2.7214 | LR: 4.39e-04 | 1905.9ms/step | 31.5 samples/s
+Step 12090/50462 | Loss: 2.6625 | LR: 4.39e-04 | 1906.8ms/step | 31.5 samples/s
+Step 12100/50462 | Loss: 2.7012 | LR: 4.38e-04 | 1903.3ms/step | 31.5 samples/s
+Step 12110/50462 | Loss: 2.7230 | LR: 4.38e-04 | 1902.6ms/step | 31.5 samples/s
+Step 12120/50462 | Loss: 2.6712 | LR: 4.38e-04 | 1903.2ms/step | 31.5 samples/s
+Step 12130/50462 | Loss: 2.6770 | LR: 4.38e-04 | 1907.6ms/step | 31.5 samples/s
+Step 12140/50462 | Loss: 2.7039 | LR: 4.38e-04 | 1907.9ms/step | 31.4 samples/s
+Step 12150/50462 | Loss: 2.6892 | LR: 4.38e-04 | 1900.7ms/step | 31.6 samples/s
+Step 12160/50462 | Loss: 2.6452 | LR: 4.38e-04 | 1901.9ms/step | 31.5 samples/s
+Step 12170/50462 | Loss: 2.7328 | LR: 4.38e-04 | 1905.6ms/step | 31.5 samples/s
+Step 12180/50462 | Loss: 2.7158 | LR: 4.38e-04 | 1903.0ms/step | 31.5 samples/s
+Step 12190/50462 | Loss: 2.7543 | LR: 4.37e-04 | 1904.0ms/step | 31.5 samples/s
+Step 12200/50462 | Loss: 2.6931 | LR: 4.37e-04 | 1904.7ms/step | 31.5 samples/s
+Step 12210/50462 | Loss: 2.6960 | LR: 4.37e-04 | 1905.0ms/step | 31.5 samples/s
+Step 12220/50462 | Loss: 2.7311 | LR: 4.37e-04 | 1906.6ms/step | 31.5 samples/s
+Step 12230/50462 | Loss: 2.6934 | LR: 4.37e-04 | 1904.4ms/step | 31.5 samples/s
+Step 12240/50462 | Loss: 2.7507 | LR: 4.37e-04 | 1909.7ms/step | 31.4 samples/s
+Step 12250/50462 | Loss: 2.6643 | LR: 4.37e-04 | 1909.8ms/step | 31.4 samples/s
+Validation at step 12250: Loss = 2.6957, Perplexity = 14.82
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-12250
+Step 12260/50462 | Loss: 2.6873 | LR: 4.37e-04 | 3241.1ms/step | 18.5 samples/s
+Step 12270/50462 | Loss: 2.6991 | LR: 4.37e-04 | 1897.5ms/step | 31.6 samples/s
+Step 12280/50462 | Loss: 2.7052 | LR: 4.37e-04 | 1902.0ms/step | 31.5 samples/s
+Step 12290/50462 | Loss: 2.6881 | LR: 4.36e-04 | 1903.6ms/step | 31.5 samples/s
+Step 12300/50462 | Loss: 2.6988 | LR: 4.36e-04 | 1907.7ms/step | 31.5 samples/s
+Step 12310/50462 | Loss: 2.6913 | LR: 4.36e-04 | 1906.1ms/step | 31.5 samples/s
+Step 12320/50462 | Loss: 2.6873 | LR: 4.36e-04 | 1908.0ms/step | 31.4 samples/s
+Step 12330/50462 | Loss: 2.7162 | LR: 4.36e-04 | 1901.6ms/step | 31.6 samples/s
+Step 12340/50462 | Loss: 2.7004 | LR: 4.36e-04 | 1900.5ms/step | 31.6 samples/s
+Step 12350/50462 | Loss: 2.6832 | LR: 4.36e-04 | 1903.8ms/step | 31.5 samples/s
+Step 12360/50462 | Loss: 2.7176 | LR: 4.36e-04 | 1906.0ms/step | 31.5 samples/s
+Step 12370/50462 | Loss: 2.6727 | LR: 4.36e-04 | 1905.8ms/step | 31.5 samples/s
+Step 12380/50462 | Loss: 2.6794 | LR: 4.35e-04 | 1908.4ms/step | 31.4 samples/s
+Step 12390/50462 | Loss: 2.7109 | LR: 4.35e-04 | 1907.7ms/step | 31.5 samples/s
+Step 12400/50462 | Loss: 2.7255 | LR: 4.35e-04 | 1909.6ms/step | 31.4 samples/s
+Step 12410/50462 | Loss: 2.7354 | LR: 4.35e-04 | 1908.9ms/step | 31.4 samples/s
+Step 12420/50462 | Loss: 2.7003 | LR: 4.35e-04 | 1907.2ms/step | 31.5 samples/s
+Step 12430/50462 | Loss: 2.7230 | LR: 4.35e-04 | 1908.0ms/step | 31.4 samples/s
+Step 12440/50462 | Loss: 2.7131 | LR: 4.35e-04 | 1906.1ms/step | 31.5 samples/s
+Step 12450/50462 | Loss: 2.7359 | LR: 4.35e-04 | 1909.2ms/step | 31.4 samples/s
+Step 12460/50462 | Loss: 2.7166 | LR: 4.35e-04 | 1908.0ms/step | 31.4 samples/s
+Step 12470/50462 | Loss: 2.7191 | LR: 4.35e-04 | 1907.0ms/step | 31.5 samples/s
+Step 12480/50462 | Loss: 2.7026 | LR: 4.34e-04 | 1904.2ms/step | 31.5 samples/s
+Step 12490/50462 | Loss: 2.6898 | LR: 4.34e-04 | 1906.9ms/step | 31.5 samples/s
+Step 12500/50462 | Loss: 2.6960 | LR: 4.34e-04 | 1905.7ms/step | 31.5 samples/s
+Validation at step 12500: Loss = 2.6927, Perplexity = 14.77
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-12500
+Step 12510/50462 | Loss: 2.6836 | LR: 4.34e-04 | 3257.2ms/step | 18.4 samples/s
+Step 12520/50462 | Loss: 2.7257 | LR: 4.34e-04 | 1899.2ms/step | 31.6 samples/s
+Step 12530/50462 | Loss: 2.6820 | LR: 4.34e-04 | 1902.8ms/step | 31.5 samples/s
+Step 12540/50462 | Loss: 2.6964 | LR: 4.34e-04 | 1906.7ms/step | 31.5 samples/s
+Step 12550/50462 | Loss: 2.6979 | LR: 4.34e-04 | 1907.6ms/step | 31.5 samples/s
+Step 12560/50462 | Loss: 2.6855 | LR: 4.34e-04 | 1906.0ms/step | 31.5 samples/s
+Step 12570/50462 | Loss: 2.7298 | LR: 4.33e-04 | 1908.7ms/step | 31.4 samples/s
+Step 12580/50462 | Loss: 2.6988 | LR: 4.33e-04 | 1907.7ms/step | 31.5 samples/s
+Step 12590/50462 | Loss: 2.6999 | LR: 4.33e-04 | 1907.2ms/step | 31.5 samples/s
+Step 12600/50462 | Loss: 2.7541 | LR: 4.33e-04 | 1907.6ms/step | 31.5 samples/s
+Step 12610/50462 | Loss: 2.7157 | LR: 4.33e-04 | 1909.3ms/step | 31.4 samples/s
+Step 12620/50462 | Loss: 2.6870 | LR: 4.33e-04 | 1908.5ms/step | 31.4 samples/s
+Step 12630/50462 | Loss: 2.6573 | LR: 4.33e-04 | 1907.2ms/step | 31.5 samples/s
+Step 12640/50462 | Loss: 2.7045 | LR: 4.33e-04 | 1907.5ms/step | 31.5 samples/s
+Step 12650/50462 | Loss: 2.7262 | LR: 4.33e-04 | 1907.8ms/step | 31.5 samples/s
+Step 12660/50462 | Loss: 2.7201 | LR: 4.32e-04 | 1909.5ms/step | 31.4 samples/s
+Step 12670/50462 | Loss: 2.6852 | LR: 4.32e-04 | 1908.4ms/step | 31.4 samples/s
+Step 12680/50462 | Loss: 2.7066 | LR: 4.32e-04 | 1909.6ms/step | 31.4 samples/s
+Step 12690/50462 | Loss: 2.6689 | LR: 4.32e-04 | 1907.0ms/step | 31.5 samples/s
+Step 12700/50462 | Loss: 2.7451 | LR: 4.32e-04 | 1910.4ms/step | 31.4 samples/s
+Step 12710/50462 | Loss: 2.6870 | LR: 4.32e-04 | 1909.1ms/step | 31.4 samples/s
+Step 12720/50462 | Loss: 2.7038 | LR: 4.32e-04 | 1910.1ms/step | 31.4 samples/s
+Step 12730/50462 | Loss: 2.6886 | LR: 4.32e-04 | 1907.3ms/step | 31.5 samples/s
+Step 12740/50462 | Loss: 2.6828 | LR: 4.32e-04 | 1910.0ms/step | 31.4 samples/s
+Step 12750/50462 | Loss: 2.6637 | LR: 4.31e-04 | 1909.9ms/step | 31.4 samples/s
+Validation at step 12750: Loss = 2.6853, Perplexity = 14.66
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-12750
+Step 12760/50462 | Loss: 2.6270 | LR: 4.31e-04 | 3254.7ms/step | 18.4 samples/s
+Step 12770/50462 | Loss: 2.6974 | LR: 4.31e-04 | 1902.0ms/step | 31.5 samples/s
+Step 12780/50462 | Loss: 2.6856 | LR: 4.31e-04 | 1903.4ms/step | 31.5 samples/s
+Step 12790/50462 | Loss: 2.6745 | LR: 4.31e-04 | 1907.4ms/step | 31.5 samples/s
+Step 12800/50462 | Loss: 2.6845 | LR: 4.31e-04 | 1907.3ms/step | 31.5 samples/s
+Step 12810/50462 | Loss: 2.7167 | LR: 4.31e-04 | 1909.2ms/step | 31.4 samples/s
+Step 12820/50462 | Loss: 2.6607 | LR: 4.31e-04 | 1907.6ms/step | 31.5 samples/s
+Step 12830/50462 | Loss: 2.6658 | LR: 4.31e-04 | 1905.5ms/step | 31.5 samples/s
+Step 12840/50462 | Loss: 2.6999 | LR: 4.31e-04 | 1903.9ms/step | 31.5 samples/s
+Step 12850/50462 | Loss: 2.7165 | LR: 4.30e-04 | 1906.8ms/step | 31.5 samples/s
+Step 12860/50462 | Loss: 2.7027 | LR: 4.30e-04 | 1908.5ms/step | 31.4 samples/s
+Step 12870/50462 | Loss: 2.7006 | LR: 4.30e-04 | 1908.7ms/step | 31.4 samples/s
+Step 12880/50462 | Loss: 2.6678 | LR: 4.30e-04 | 1909.8ms/step | 31.4 samples/s
+Step 12890/50462 | Loss: 2.6886 | LR: 4.30e-04 | 1907.9ms/step | 31.4 samples/s
+Step 12900/50462 | Loss: 2.7021 | LR: 4.30e-04 | 1907.1ms/step | 31.5 samples/s
+Step 12910/50462 | Loss: 2.6800 | LR: 4.30e-04 | 1910.0ms/step | 31.4 samples/s
+Step 12920/50462 | Loss: 2.6727 | LR: 4.30e-04 | 1910.9ms/step | 31.4 samples/s
+Step 12930/50462 | Loss: 2.6648 | LR: 4.30e-04 | 1912.0ms/step | 31.4 samples/s
+Step 12940/50462 | Loss: 2.7469 | LR: 4.29e-04 | 1909.0ms/step | 31.4 samples/s
+Step 12950/50462 | Loss: 2.6841 | LR: 4.29e-04 | 1909.1ms/step | 31.4 samples/s
+Step 12960/50462 | Loss: 2.7085 | LR: 4.29e-04 | 1902.6ms/step | 31.5 samples/s
+Step 12970/50462 | Loss: 2.6230 | LR: 4.29e-04 | 1899.3ms/step | 31.6 samples/s
+Step 12980/50462 | Loss: 2.7039 | LR: 4.29e-04 | 1902.3ms/step | 31.5 samples/s
+Step 12990/50462 | Loss: 2.6719 | LR: 4.29e-04 | 1905.5ms/step | 31.5 samples/s
+Step 13000/50462 | Loss: 2.6812 | LR: 4.29e-04 | 1906.2ms/step | 31.5 samples/s
+Validation at step 13000: Loss = 2.6839, Perplexity = 14.64
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-13000
+Step 13010/50462 | Loss: 2.7142 | LR: 4.29e-04 | 3241.4ms/step | 18.5 samples/s
+Step 13020/50462 | Loss: 2.6871 | LR: 4.29e-04 | 1897.4ms/step | 31.6 samples/s
+Step 13030/50462 | Loss: 2.6725 | LR: 4.28e-04 | 1900.1ms/step | 31.6 samples/s
+Step 13040/50462 | Loss: 2.6713 | LR: 4.28e-04 | 1901.7ms/step | 31.6 samples/s
+Step 13050/50462 | Loss: 2.6566 | LR: 4.28e-04 | 1905.0ms/step | 31.5 samples/s
+Step 13060/50462 | Loss: 2.7241 | LR: 4.28e-04 | 1904.0ms/step | 31.5 samples/s
+Step 13070/50462 | Loss: 2.7281 | LR: 4.28e-04 | 1906.5ms/step | 31.5 samples/s
+Step 13080/50462 | Loss: 2.7306 | LR: 4.28e-04 | 1907.6ms/step | 31.5 samples/s
+Step 13090/50462 | Loss: 2.7062 | LR: 4.28e-04 | 1908.6ms/step | 31.4 samples/s
+Step 13100/50462 | Loss: 2.7008 | LR: 4.28e-04 | 1909.7ms/step | 31.4 samples/s
+Step 13110/50462 | Loss: 2.6811 | LR: 4.28e-04 | 1908.1ms/step | 31.4 samples/s
+Step 13120/50462 | Loss: 2.6920 | LR: 4.27e-04 | 1909.7ms/step | 31.4 samples/s
+Step 13130/50462 | Loss: 2.7042 | LR: 4.27e-04 | 1910.7ms/step | 31.4 samples/s
+Step 13140/50462 | Loss: 2.6688 | LR: 4.27e-04 | 1903.3ms/step | 31.5 samples/s
+Step 13150/50462 | Loss: 2.6924 | LR: 4.27e-04 | 1906.1ms/step | 31.5 samples/s
+Step 13160/50462 | Loss: 2.6956 | LR: 4.27e-04 | 1906.2ms/step | 31.5 samples/s
+Step 13170/50462 | Loss: 2.6461 | LR: 4.27e-04 | 1911.4ms/step | 31.4 samples/s
+Step 13180/50462 | Loss: 2.6686 | LR: 4.27e-04 | 1910.5ms/step | 31.4 samples/s
+Step 13190/50462 | Loss: 2.6776 | LR: 4.27e-04 | 1911.3ms/step | 31.4 samples/s
+Step 13200/50462 | Loss: 2.6869 | LR: 4.27e-04 | 1899.7ms/step | 31.6 samples/s
+Step 13210/50462 | Loss: 2.6889 | LR: 4.26e-04 | 1904.4ms/step | 31.5 samples/s
+Step 13220/50462 | Loss: 2.6768 | LR: 4.26e-04 | 1906.4ms/step | 31.5 samples/s
+Step 13230/50462 | Loss: 2.6647 | LR: 4.26e-04 | 1908.0ms/step | 31.4 samples/s
+Step 13240/50462 | Loss: 2.6874 | LR: 4.26e-04 | 1909.1ms/step | 31.4 samples/s
+Step 13250/50462 | Loss: 2.6569 | LR: 4.26e-04 | 1908.0ms/step | 31.4 samples/s
+Validation at step 13250: Loss = 2.6810, Perplexity = 14.60
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-13250
+Step 13260/50462 | Loss: 2.6407 | LR: 4.26e-04 | 3237.1ms/step | 18.5 samples/s
+Step 13270/50462 | Loss: 2.7582 | LR: 4.26e-04 | 1899.0ms/step | 31.6 samples/s
+Step 13280/50462 | Loss: 2.6372 | LR: 4.26e-04 | 1902.4ms/step | 31.5 samples/s
+Step 13290/50462 | Loss: 2.6950 | LR: 4.26e-04 | 1905.4ms/step | 31.5 samples/s
+Step 13300/50462 | Loss: 2.6873 | LR: 4.25e-04 | 1907.4ms/step | 31.5 samples/s
+Step 13310/50462 | Loss: 2.6693 | LR: 4.25e-04 | 1899.8ms/step | 31.6 samples/s
+Step 13320/50462 | Loss: 2.6872 | LR: 4.25e-04 | 1901.5ms/step | 31.6 samples/s
+Step 13330/50462 | Loss: 2.7018 | LR: 4.25e-04 | 1904.2ms/step | 31.5 samples/s
+Step 13340/50462 | Loss: 2.7127 | LR: 4.25e-04 | 1908.5ms/step | 31.4 samples/s
+Step 13350/50462 | Loss: 2.6586 | LR: 4.25e-04 | 1907.3ms/step | 31.5 samples/s
+Step 13360/50462 | Loss: 2.7407 | LR: 4.25e-04 | 1908.1ms/step | 31.4 samples/s
+Step 13370/50462 | Loss: 2.6919 | LR: 4.25e-04 | 1906.5ms/step | 31.5 samples/s
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_031743-qctui00g/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260825_031743-qctui00g/files/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0c3e38c4cce87cb53d52f45f6ac8cbf8688a7d92
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_031743-qctui00g/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-20260825_031743-qctui00g/run-qctui00g.wandb b/epfl_final/SparseAtt/wandb/run-20260825_031743-qctui00g/run-qctui00g.wandb
new file mode 100644
index 0000000000000000000000000000000000000000..a649952f52f18cca938bbdafa9fbcc9e8dd148ac
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_031743-qctui00g/run-qctui00g.wandb
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3c2b2e18b7f645e9650547f2209eb5281b91bdb949d95b3c3f3871eaa38bd444
+size 10289152
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_031836-rgmkfpnl/files/output.log b/epfl_final/SparseAtt/wandb/run-20260825_031836-rgmkfpnl/files/output.log
new file mode 100644
index 0000000000000000000000000000000000000000..599bc74d2efa1af49dba09d895cd7d452ec89f36
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_031836-rgmkfpnl/files/output.log
@@ -0,0 +1,198 @@
+Starting training...
+Validation at step 19000: Loss = 2.6393, Perplexity = 14.00
+wandb: WARNING Tried to log to step 19000 that is less than the current step 19161. 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: dense (dense step interval)
+Step 19010/50462 | Loss: 2.6276 | LR: 3.51e-04 | 58825.0ms/step | 1.0 samples/s
+wandb: WARNING Tried to log to step 19010 that is less than the current step 19161. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 19020/50462 | Loss: 2.6279 | LR: 3.51e-04 | 5183.6ms/step | 11.6 samples/s
+wandb: WARNING Tried to log to step 19020 that is less than the current step 19161. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 19030/50462 | Loss: 2.6434 | LR: 3.51e-04 | 5177.4ms/step | 11.6 samples/s
+wandb: WARNING Tried to log to step 19030 that is less than the current step 19161. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 19040/50462 | Loss: 2.6177 | LR: 3.51e-04 | 5186.6ms/step | 11.6 samples/s
+wandb: WARNING Tried to log to step 19040 that is less than the current step 19161. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 19050/50462 | Loss: 2.6221 | LR: 3.51e-04 | 5186.3ms/step | 11.6 samples/s
+wandb: WARNING Tried to log to step 19050 that is less than the current step 19161. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 19060/50462 | Loss: 2.6198 | LR: 3.50e-04 | 5184.0ms/step | 11.6 samples/s
+wandb: WARNING Tried to log to step 19060 that is less than the current step 19161. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 19070/50462 | Loss: 2.6230 | LR: 3.50e-04 | 5177.5ms/step | 11.6 samples/s
+wandb: WARNING Tried to log to step 19070 that is less than the current step 19161. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 19080/50462 | Loss: 2.5970 | LR: 3.50e-04 | 5177.9ms/step | 11.6 samples/s
+wandb: WARNING Tried to log to step 19080 that is less than the current step 19161. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 19090/50462 | Loss: 2.6260 | LR: 3.50e-04 | 5197.3ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 19090 that is less than the current step 19161. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 19100/50462 | Loss: 2.6249 | LR: 3.50e-04 | 5206.8ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 19100 that is less than the current step 19161. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 19110/50462 | Loss: 2.6293 | LR: 3.50e-04 | 5206.9ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 19110 that is less than the current step 19161. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 19120/50462 | Loss: 2.6367 | LR: 3.50e-04 | 5205.9ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 19120 that is less than the current step 19161. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 19130/50462 | Loss: 2.6336 | LR: 3.49e-04 | 5207.3ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 19130 that is less than the current step 19161. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 19140/50462 | Loss: 2.6194 | LR: 3.49e-04 | 5209.7ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 19140 that is less than the current step 19161. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 19150/50462 | Loss: 2.6282 | LR: 3.49e-04 | 5211.6ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 19150 that is less than the current step 19161. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 19160/50462 | Loss: 2.6331 | LR: 3.49e-04 | 5213.4ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 19160 that is less than the current step 19161. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 19170/50462 | Loss: 2.6337 | LR: 3.49e-04 | 5207.5ms/step | 11.5 samples/s
+Step 19180/50462 | Loss: 2.6268 | LR: 3.49e-04 | 5205.1ms/step | 11.5 samples/s
+Step 19190/50462 | Loss: 2.6396 | LR: 3.49e-04 | 5209.5ms/step | 11.5 samples/s
+Step 19200/50462 | Loss: 2.6277 | LR: 3.48e-04 | 5215.3ms/step | 11.5 samples/s
+Step 19210/50462 | Loss: 2.6454 | LR: 3.48e-04 | 5209.6ms/step | 11.5 samples/s
+Step 19220/50462 | Loss: 2.6127 | LR: 3.48e-04 | 5199.9ms/step | 11.5 samples/s
+Step 19230/50462 | Loss: 2.6041 | LR: 3.48e-04 | 5211.5ms/step | 11.5 samples/s
+Step 19240/50462 | Loss: 2.6336 | LR: 3.48e-04 | 5210.4ms/step | 11.5 samples/s
+Step 19250/50462 | Loss: 2.6102 | LR: 3.48e-04 | 5209.3ms/step | 11.5 samples/s
+Validation at step 19250: Loss = 2.6360, Perplexity = 13.96
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-19250
+Step 19260/50462 | Loss: 2.6208 | LR: 3.48e-04 | 10086.1ms/step | 5.9 samples/s
+Step 19270/50462 | Loss: 2.6216 | LR: 3.47e-04 | 5217.0ms/step | 11.5 samples/s
+Step 19280/50462 | Loss: 2.6105 | LR: 3.47e-04 | 5209.9ms/step | 11.5 samples/s
+Step 19290/50462 | Loss: 2.6180 | LR: 3.47e-04 | 5209.0ms/step | 11.5 samples/s
+Step 19300/50462 | Loss: 2.6167 | LR: 3.47e-04 | 5206.7ms/step | 11.5 samples/s
+Step 19310/50462 | Loss: 2.6291 | LR: 3.47e-04 | 5211.8ms/step | 11.5 samples/s
+Step 19320/50462 | Loss: 2.6249 | LR: 3.47e-04 | 5213.9ms/step | 11.5 samples/s
+Step 19330/50462 | Loss: 2.6130 | LR: 3.47e-04 | 5209.8ms/step | 11.5 samples/s
+Step 19340/50462 | Loss: 2.6182 | LR: 3.46e-04 | 5217.0ms/step | 11.5 samples/s
+Step 19350/50462 | Loss: 2.6240 | LR: 3.46e-04 | 5212.1ms/step | 11.5 samples/s
+Step 19360/50462 | Loss: 2.6236 | LR: 3.46e-04 | 5212.8ms/step | 11.5 samples/s
+Step 19370/50462 | Loss: 2.6154 | LR: 3.46e-04 | 5215.4ms/step | 11.5 samples/s
+Step 19380/50462 | Loss: 2.5828 | LR: 3.46e-04 | 5209.3ms/step | 11.5 samples/s
+Step 19390/50462 | Loss: 2.6033 | LR: 3.46e-04 | 5211.8ms/step | 11.5 samples/s
+Step 19400/50462 | Loss: 2.6069 | LR: 3.46e-04 | 5213.9ms/step | 11.5 samples/s
+Step 19410/50462 | Loss: 2.6311 | LR: 3.45e-04 | 5213.7ms/step | 11.5 samples/s
+Step 19420/50462 | Loss: 2.6305 | LR: 3.45e-04 | 5215.1ms/step | 11.5 samples/s
+Step 19430/50462 | Loss: 2.6104 | LR: 3.45e-04 | 5210.1ms/step | 11.5 samples/s
+Step 19440/50462 | Loss: 2.6210 | LR: 3.45e-04 | 5213.0ms/step | 11.5 samples/s
+Step 19450/50462 | Loss: 2.6450 | LR: 3.45e-04 | 5208.8ms/step | 11.5 samples/s
+Step 19460/50462 | Loss: 2.5854 | LR: 3.45e-04 | 5212.8ms/step | 11.5 samples/s
+Step 19470/50462 | Loss: 2.6128 | LR: 3.45e-04 | 5211.7ms/step | 11.5 samples/s
+Step 19480/50462 | Loss: 2.6226 | LR: 3.44e-04 | 5216.4ms/step | 11.5 samples/s
+Step 19490/50462 | Loss: 2.6375 | LR: 3.44e-04 | 5213.7ms/step | 11.5 samples/s
+Step 19500/50462 | Loss: 2.6199 | LR: 3.44e-04 | 5210.8ms/step | 11.5 samples/s
+Validation at step 19500: Loss = 2.6327, Perplexity = 13.91
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-19500
+Step 19510/50462 | Loss: 2.6441 | LR: 3.44e-04 | 10084.1ms/step | 5.9 samples/s
+Step 19520/50462 | Loss: 2.6217 | LR: 3.44e-04 | 5188.9ms/step | 11.6 samples/s
+Step 19530/50462 | Loss: 2.6357 | LR: 3.44e-04 | 5207.1ms/step | 11.5 samples/s
+Step 19540/50462 | Loss: 2.6183 | LR: 3.44e-04 | 5215.2ms/step | 11.5 samples/s
+Step 19550/50462 | Loss: 2.6490 | LR: 3.43e-04 | 5214.6ms/step | 11.5 samples/s
+Step 19560/50462 | Loss: 2.6155 | LR: 3.43e-04 | 5209.2ms/step | 11.5 samples/s
+Step 19570/50462 | Loss: 2.6192 | LR: 3.43e-04 | 5216.5ms/step | 11.5 samples/s
+Step 19580/50462 | Loss: 2.6125 | LR: 3.43e-04 | 5218.2ms/step | 11.5 samples/s
+Step 19590/50462 | Loss: 2.6193 | LR: 3.43e-04 | 5213.1ms/step | 11.5 samples/s
+Step 19600/50462 | Loss: 2.6108 | LR: 3.43e-04 | 5209.8ms/step | 11.5 samples/s
+Step 19610/50462 | Loss: 2.6287 | LR: 3.42e-04 | 5210.3ms/step | 11.5 samples/s
+Step 19620/50462 | Loss: 2.6168 | LR: 3.42e-04 | 5210.2ms/step | 11.5 samples/s
+Step 19630/50462 | Loss: 2.6554 | LR: 3.42e-04 | 5212.8ms/step | 11.5 samples/s
+Step 19640/50462 | Loss: 2.6127 | LR: 3.42e-04 | 5210.0ms/step | 11.5 samples/s
+Step 19650/50462 | Loss: 2.6324 | LR: 3.42e-04 | 5206.1ms/step | 11.5 samples/s
+Step 19660/50462 | Loss: 2.6299 | LR: 3.42e-04 | 5211.5ms/step | 11.5 samples/s
+Step 19670/50462 | Loss: 2.6102 | LR: 3.42e-04 | 5210.8ms/step | 11.5 samples/s
+Step 19680/50462 | Loss: 2.5796 | LR: 3.41e-04 | 5210.2ms/step | 11.5 samples/s
+Step 19690/50462 | Loss: 2.6139 | LR: 3.41e-04 | 5205.2ms/step | 11.5 samples/s
+Step 19700/50462 | Loss: 2.6395 | LR: 3.41e-04 | 5212.5ms/step | 11.5 samples/s
+Step 19710/50462 | Loss: 2.6274 | LR: 3.41e-04 | 5211.4ms/step | 11.5 samples/s
+Step 19720/50462 | Loss: 2.6226 | LR: 3.41e-04 | 5214.9ms/step | 11.5 samples/s
+Step 19730/50462 | Loss: 2.6307 | LR: 3.41e-04 | 5214.8ms/step | 11.5 samples/s
+Step 19740/50462 | Loss: 2.6085 | LR: 3.41e-04 | 5216.6ms/step | 11.5 samples/s
+Step 19750/50462 | Loss: 2.5990 | LR: 3.40e-04 | 5218.6ms/step | 11.5 samples/s
+Validation at step 19750: Loss = 2.6302, Perplexity = 13.88
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-19750
+Step 19760/50462 | Loss: 2.6374 | LR: 3.40e-04 | 10133.4ms/step | 5.9 samples/s
+Step 19770/50462 | Loss: 2.6072 | LR: 3.40e-04 | 5201.9ms/step | 11.5 samples/s
+Step 19780/50462 | Loss: 2.6165 | LR: 3.40e-04 | 5192.3ms/step | 11.6 samples/s
+Step 19790/50462 | Loss: 2.6049 | LR: 3.40e-04 | 5201.5ms/step | 11.5 samples/s
+Step 19800/50462 | Loss: 2.6400 | LR: 3.40e-04 | 5208.4ms/step | 11.5 samples/s
+Step 19810/50462 | Loss: 2.6358 | LR: 3.40e-04 | 5208.6ms/step | 11.5 samples/s
+Step 19820/50462 | Loss: 2.6181 | LR: 3.39e-04 | 5211.8ms/step | 11.5 samples/s
+Step 19830/50462 | Loss: 2.6115 | LR: 3.39e-04 | 5210.6ms/step | 11.5 samples/s
+Step 19840/50462 | Loss: 2.6226 | LR: 3.39e-04 | 5208.6ms/step | 11.5 samples/s
+Step 19850/50462 | Loss: 2.6281 | LR: 3.39e-04 | 5216.2ms/step | 11.5 samples/s
+Step 19860/50462 | Loss: 2.5926 | LR: 3.39e-04 | 5211.7ms/step | 11.5 samples/s
+Step 19870/50462 | Loss: 2.6337 | LR: 3.39e-04 | 5213.9ms/step | 11.5 samples/s
+Step 19880/50462 | Loss: 2.6258 | LR: 3.39e-04 | 5203.8ms/step | 11.5 samples/s
+Step 19890/50462 | Loss: 2.6196 | LR: 3.38e-04 | 5206.4ms/step | 11.5 samples/s
+Step 19900/50462 | Loss: 2.6335 | LR: 3.38e-04 | 5211.7ms/step | 11.5 samples/s
+Step 19910/50462 | Loss: 2.6116 | LR: 3.38e-04 | 5212.3ms/step | 11.5 samples/s
+Step 19920/50462 | Loss: 2.6139 | LR: 3.38e-04 | 5217.4ms/step | 11.5 samples/s
+Step 19930/50462 | Loss: 2.6116 | LR: 3.38e-04 | 5213.0ms/step | 11.5 samples/s
+Step 19940/50462 | Loss: 2.6022 | LR: 3.38e-04 | 5214.0ms/step | 11.5 samples/s
+Step 19950/50462 | Loss: 2.6203 | LR: 3.37e-04 | 5216.3ms/step | 11.5 samples/s
+Step 19960/50462 | Loss: 2.6059 | LR: 3.37e-04 | 5213.4ms/step | 11.5 samples/s
+Step 19970/50462 | Loss: 2.6136 | LR: 3.37e-04 | 5215.7ms/step | 11.5 samples/s
+Step 19980/50462 | Loss: 2.6060 | LR: 3.37e-04 | 5211.4ms/step | 11.5 samples/s
+Step 19990/50462 | Loss: 2.6302 | LR: 3.37e-04 | 5219.2ms/step | 11.5 samples/s
+Step 20000/50462 | Loss: 2.6289 | LR: 3.37e-04 | 5215.4ms/step | 11.5 samples/s
+Validation at step 20000: Loss = 2.6269, Perplexity = 13.83
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-20000
+Step 20010/50462 | Loss: 2.6132 | LR: 3.37e-04 | 10096.1ms/step | 5.9 samples/s
+Step 20020/50462 | Loss: 2.6169 | LR: 3.36e-04 | 5209.0ms/step | 11.5 samples/s
+Step 20030/50462 | Loss: 2.6383 | LR: 3.36e-04 | 5209.3ms/step | 11.5 samples/s
+Step 20040/50462 | Loss: 2.5934 | LR: 3.36e-04 | 5209.4ms/step | 11.5 samples/s
+Step 20050/50462 | Loss: 2.6217 | LR: 3.36e-04 | 5217.0ms/step | 11.5 samples/s
+Step 20060/50462 | Loss: 2.6177 | LR: 3.36e-04 | 5201.9ms/step | 11.5 samples/s
+Step 20070/50462 | Loss: 2.6223 | LR: 3.36e-04 | 5210.9ms/step | 11.5 samples/s
+Step 20080/50462 | Loss: 2.6101 | LR: 3.36e-04 | 5212.8ms/step | 11.5 samples/s
+Step 20090/50462 | Loss: 2.6152 | LR: 3.35e-04 | 5211.5ms/step | 11.5 samples/s
+Step 20100/50462 | Loss: 2.6061 | LR: 3.35e-04 | 5217.2ms/step | 11.5 samples/s
+Step 20110/50462 | Loss: 2.6024 | LR: 3.35e-04 | 5207.9ms/step | 11.5 samples/s
+Step 20120/50462 | Loss: 2.6510 | LR: 3.35e-04 | 5214.3ms/step | 11.5 samples/s
+Step 20130/50462 | Loss: 2.6158 | LR: 3.35e-04 | 5211.2ms/step | 11.5 samples/s
+Step 20140/50462 | Loss: 2.6115 | LR: 3.35e-04 | 5210.2ms/step | 11.5 samples/s
+Step 20150/50462 | Loss: 2.6288 | LR: 3.35e-04 | 5207.9ms/step | 11.5 samples/s
+Step 20160/50462 | Loss: 2.6027 | LR: 3.34e-04 | 5213.5ms/step | 11.5 samples/s
+Step 20170/50462 | Loss: 2.6014 | LR: 3.34e-04 | 5210.2ms/step | 11.5 samples/s
+Step 20180/50462 | Loss: 2.6079 | LR: 3.34e-04 | 5211.8ms/step | 11.5 samples/s
+Step 20190/50462 | Loss: 2.5964 | LR: 3.34e-04 | 5217.5ms/step | 11.5 samples/s
+Step 20200/50462 | Loss: 2.6267 | LR: 3.34e-04 | 5212.1ms/step | 11.5 samples/s
+Step 20210/50462 | Loss: 2.6348 | LR: 3.34e-04 | 5214.7ms/step | 11.5 samples/s
+Step 20220/50462 | Loss: 2.6126 | LR: 3.33e-04 | 5213.1ms/step | 11.5 samples/s
+Step 20230/50462 | Loss: 2.6279 | LR: 3.33e-04 | 5216.2ms/step | 11.5 samples/s
+Step 20240/50462 | Loss: 2.6147 | LR: 3.33e-04 | 5210.9ms/step | 11.5 samples/s
+Step 20250/50462 | Loss: 2.6301 | LR: 3.33e-04 | 5212.2ms/step | 11.5 samples/s
+Validation at step 20250: Loss = 2.6241, Perplexity = 13.79
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-20250
+Step 20260/50462 | Loss: 2.6042 | LR: 3.33e-04 | 10053.0ms/step | 6.0 samples/s
+Step 20270/50462 | Loss: 2.6282 | LR: 3.33e-04 | 5213.1ms/step | 11.5 samples/s
+Step 20280/50462 | Loss: 2.6116 | LR: 3.33e-04 | 5205.2ms/step | 11.5 samples/s
+Step 20290/50462 | Loss: 2.6401 | LR: 3.32e-04 | 5210.7ms/step | 11.5 samples/s
+Step 20300/50462 | Loss: 2.6155 | LR: 3.32e-04 | 5212.4ms/step | 11.5 samples/s
+Step 20310/50462 | Loss: 2.6005 | LR: 3.32e-04 | 5198.0ms/step | 11.5 samples/s
+Step 20320/50462 | Loss: 2.6076 | LR: 3.32e-04 | 5206.6ms/step | 11.5 samples/s
+Step 20330/50462 | Loss: 2.6374 | LR: 3.32e-04 | 5211.5ms/step | 11.5 samples/s
+Step 20340/50462 | Loss: 2.6162 | LR: 3.32e-04 | 5205.3ms/step | 11.5 samples/s
+Step 20350/50462 | Loss: 2.6025 | LR: 3.32e-04 | 5208.6ms/step | 11.5 samples/s
+Step 20360/50462 | Loss: 2.5897 | LR: 3.31e-04 | 5210.7ms/step | 11.5 samples/s
+Step 20370/50462 | Loss: 2.6137 | LR: 3.31e-04 | 5207.8ms/step | 11.5 samples/s
+Step 20380/50462 | Loss: 2.6348 | LR: 3.31e-04 | 5209.4ms/step | 11.5 samples/s
+Step 20390/50462 | Loss: 2.6204 | LR: 3.31e-04 | 5203.2ms/step | 11.5 samples/s
+Step 20400/50462 | Loss: 2.6244 | LR: 3.31e-04 | 5211.3ms/step | 11.5 samples/s
+Step 20410/50462 | Loss: 2.5975 | LR: 3.31e-04 | 5212.8ms/step | 11.5 samples/s
+Step 20420/50462 | Loss: 2.5898 | LR: 3.30e-04 | 5221.2ms/step | 11.5 samples/s
+Step 20430/50462 | Loss: 2.5838 | LR: 3.30e-04 | 5208.3ms/step | 11.5 samples/s
+Step 20440/50462 | Loss: 2.6201 | LR: 3.30e-04 | 5215.3ms/step | 11.5 samples/s
+Step 20450/50462 | Loss: 2.5900 | LR: 3.30e-04 | 5205.1ms/step | 11.5 samples/s
+Step 20460/50462 | Loss: 2.6250 | LR: 3.30e-04 | 5212.1ms/step | 11.5 samples/s
+Step 20470/50462 | Loss: 2.6140 | LR: 3.30e-04 | 5210.3ms/step | 11.5 samples/s
+Step 20480/50462 | Loss: 2.5986 | LR: 3.30e-04 | 5205.8ms/step | 11.5 samples/s
+Step 20490/50462 | Loss: 2.6229 | LR: 3.29e-04 | 5211.0ms/step | 11.5 samples/s
+Step 20500/50462 | Loss: 2.6161 | LR: 3.29e-04 | 5213.9ms/step | 11.5 samples/s
+Validation at step 20500: Loss = 2.6218, Perplexity = 13.76
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-20500
+Step 20510/50462 | Loss: 2.6112 | LR: 3.29e-04 | 10051.6ms/step | 6.0 samples/s
+Step 20520/50462 | Loss: 2.6233 | LR: 3.29e-04 | 5211.8ms/step | 11.5 samples/s
+Step 20530/50462 | Loss: 2.6291 | LR: 3.29e-04 | 5208.1ms/step | 11.5 samples/s
+Step 20540/50462 | Loss: 2.6162 | LR: 3.29e-04 | 5209.2ms/step | 11.5 samples/s
+Step 20550/50462 | Loss: 2.6237 | LR: 3.29e-04 | 5205.4ms/step | 11.5 samples/s
+Step 20560/50462 | Loss: 2.5945 | LR: 3.28e-04 | 5207.2ms/step | 11.5 samples/s
+Step 20570/50462 | Loss: 2.5894 | LR: 3.28e-04 | 5208.5ms/step | 11.5 samples/s
+Step 20580/50462 | Loss: 2.6280 | LR: 3.28e-04 | 5209.3ms/step | 11.5 samples/s
+Step 20590/50462 | Loss: 2.6126 | LR: 3.28e-04 | 5204.8ms/step | 11.5 samples/s
+Step 20600/50462 | Loss: 2.6064 | LR: 3.28e-04 | 5209.0ms/step | 11.5 samples/s
+Step 20610/50462 | Loss: 2.6273 | LR: 3.28e-04 | 5213.3ms/step | 11.5 samples/s
+Step 20620/50462 | Loss: 2.5983 | LR: 3.27e-04 | 5212.2ms/step | 11.5 samples/s
+Step 20630/50462 | Loss: 2.6366 | LR: 3.27e-04 | 5206.8ms/step | 11.5 samples/s
+Step 20640/50462 | Loss: 2.6148 | LR: 3.27e-04 | 5211.1ms/step | 11.5 samples/s
+Step 20650/50462 | Loss: 2.6098 | LR: 3.27e-04 | 5210.6ms/step | 11.5 samples/s
+Step 20660/50462 | Loss: 2.6029 | LR: 3.27e-04 | 5210.3ms/step | 11.5 samples/s
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_031836-rgmkfpnl/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260825_031836-rgmkfpnl/files/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0c3e38c4cce87cb53d52f45f6ac8cbf8688a7d92
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_031836-rgmkfpnl/files/requirements.txt
@@ -0,0 +1,142 @@
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+nvidia-cusparselt-cu13==0.8.0
+mpmath==1.3.0
+cuda-toolkit==13.0.2
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+xxhash==3.7.0
+urllib3==2.6.3
+typing_extensions==4.15.0
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+regex==2026.4.4
+PyYAML==6.0.3
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+pyarrow==24.0.0
+psutil==7.2.2
+protobuf==7.34.1
+propcache==0.4.1
+platformdirs==4.9.6
+packaging==26.2
+nvidia-nvtx==13.0.85
+nvidia-nvshmem-cu13==3.4.5
+nvidia-nvjitlink==13.0.88
+nvidia-nccl-cu13==2.28.9
+nvidia-curand==10.4.0.35
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+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
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+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-20260825_031836-rgmkfpnl/files/wandb-metadata.json b/epfl_final/SparseAtt/wandb/run-20260825_031836-rgmkfpnl/files/wandb-metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..a08275b07f96c8538ace1f337e03706f9de201d9
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_031836-rgmkfpnl/files/wandb-metadata.json
@@ -0,0 +1,51 @@
+{
+  "os":  "Linux-6.8.0-124-generic-x86_64-with-glibc2.35",
+  "python":  "CPython 3.13.13",
+  "startedAt":  "2026-08-25T03:18:36.775278Z",
+  "args":  [
+    "--config",
+    "configs/p2_1p2b_dense_seed70_2gpu.json"
+  ],
+  "program":  "/mloscratch/homes/navasard/sparse/SparseAtt/train.py",
+  "codePath":  "train.py",
+  "codePathLocal":  "train.py",
+  "git":  {
+    "remote":  "https://github.com/rubentium/TokenPrune.git",
+    "commit":  "5637886f0cc760009989b14e68c6ae06d4827418"
+  },
+  "email":  "ruben.navasardyan@mail.utoronto.ca",
+  "root":  "/mloscratch/homes/navasard/sparse/SparseAtt",
+  "host":  "h100-workspace-2-gpu-0-12",
+  "executable":  "/mloscratch/homes/navasard/conda/bin/python3.13",
+  "cpu_count":  96,
+  "cpu_count_logical":  192,
+  "gpu":  "NVIDIA H100 80GB HBM3",
+  "gpu_count":  2,
+  "disk":  {
+    "/":  {
+      "total":  "9374931091456",
+      "used":  "4850446520320"
+    }
+  },
+  "memory":  {
+    "total":  "1623005732864"
+  },
+  "gpu_nvidia":  [
+    {
+      "name":  "NVIDIA H100 80GB HBM3",
+      "memoryTotal":  "85520809984",
+      "cudaCores":  16896,
+      "architecture":  "Hopper",
+      "uuid":  "GPU-7004b604-21a2-890e-0312-3eee1eb93c67"
+    },
+    {
+      "name":  "NVIDIA H100 80GB HBM3",
+      "memoryTotal":  "85520809984",
+      "cudaCores":  16896,
+      "architecture":  "Hopper",
+      "uuid":  "GPU-3f5bace4-0066-71eb-863d-73a3a6d79e3b"
+    }
+  ],
+  "cudaVersion":  "13.0",
+  "writerId":  "vf2fdaq6haciwtllnlhxis2b82cwh92w"
+}
\ No newline at end of file
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_031836-rgmkfpnl/logs/debug-internal.log b/epfl_final/SparseAtt/wandb/run-20260825_031836-rgmkfpnl/logs/debug-internal.log
new file mode 100644
index 0000000000000000000000000000000000000000..488ad1cd1edc2817b55cb9369ab4cd8a21fea976
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_031836-rgmkfpnl/logs/debug-internal.log
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diff --git a/epfl_final/SparseAtt/wandb/run-20260825_031836-rgmkfpnl/logs/debug.log b/epfl_final/SparseAtt/wandb/run-20260825_031836-rgmkfpnl/logs/debug.log
new file mode 100644
index 0000000000000000000000000000000000000000..a6dcc6883e28af9fee46dbe681138d10aaa8b3e6
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_031836-rgmkfpnl/logs/debug.log
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+2026-08-25 03:18:36,797 INFO    MainThread:229 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260825_031836-rgmkfpnl/logs/debug.log
+2026-08-25 03:18:36,797 INFO    MainThread:229 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260825_031836-rgmkfpnl/logs/debug-internal.log
+2026-08-25 03:18:36,797 INFO    MainThread:229 [wandb_init.py:init():850] calling init triggers
+2026-08-25 03:18:36,797 INFO    MainThread:229 [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': '/mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810', 'resume_from_checkpoint': '/mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-19000', 'force_new_run': False, 'num_epochs': 1, 'max_steps': 50462, 'per_device_batch_size': 2, 'gradient_accumulation_steps': 15, 'learning_rate': 0.0005, 'weight_decay': 0.01, 'warmup_steps': 750, 'lr_scheduler': 'cosine', 'max_grad_norm': 1.0, 'save_steps': 250, 'eval_steps': 250, 'eval_batches': 50, 'logging_steps': 10, 'seed': 70, 'verbose': True, 'checkpoint_activations': False, 'strategy': 'ddp', 'mixed_precision': 'bf16', 'wandb_enabled': True, 'wandb_project': 'stochastic_sparsity', 'wandb_name': '1.2b dense 8k seed70 2gpu resume', 'wandb_tags': ['qwen3', '1.2b', '8k', 'p2', 'dense', 'seed70'], 'hidden_size': 1536, 'intermediate_size': 6144, 'num_attention_heads': 12, 'num_key_value_heads': 4, 'num_hidden_layers': 28, 'head_dim': None, 'attention_dropout': None, 'rope_train_position_scale_set': None, 'attention_type': 'sparse_stochastic', 'sparse_block_size': 128, 'sparse_num_random_blocks': 31, 'sparse_mask_pool_size': 1, 'sparse_val_dense_compare': False, 'sparse_layer_indices': None, 'sparse_mask_cache_dir': None, 'sparse_mask_seed': 0, 'sparse_mixed_nrb_set': None, 'dense_mode': True, 'dense_step_intervals': None, '_wandb': {}}
+2026-08-25 03:18:36,797 INFO    MainThread:229 [wandb_init.py:init():898] starting backend
+2026-08-25 03:18:37,559 INFO    MainThread:229 [wandb_init.py:init():913] sending inform_init request
+2026-08-25 03:18:37,988 INFO    MainThread:229 [wandb_init.py:init():918] backend started and connected
+2026-08-25 03:18:37,991 INFO    MainThread:229 [wandb_init.py:init():988] updated telemetry
+2026-08-25 03:18:38,030 INFO    MainThread:229 [wandb_init.py:init():1011] communicating run to backend with 90.0 second timeout
+2026-08-25 03:18:38,552 INFO    MainThread:229 [wandb_init.py:init():1051] run resumed
+2026-08-25 03:18:38,553 INFO    MainThread:229 [wandb_init.py:init():1056] starting run threads in backend
+2026-08-25 03:18:38,724 INFO    MainThread:229 [wandb_run.py:_console_start():2554] atexit reg
+2026-08-25 03:18:38,724 INFO    MainThread:229 [wandb_run.py:_redirect():2403] redirect: wrap_raw
+2026-08-25 03:18:38,724 INFO    MainThread:229 [wandb_run.py:_redirect():2472] Wrapping output streams.
+2026-08-25 03:18:38,724 INFO    MainThread:229 [wandb_run.py:_redirect():2495] Redirects installed.
+2026-08-25 03:18:38,731 INFO    MainThread:229 [wandb_init.py:init():1094] run started, returning control to user process
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_031836-rgmkfpnl/run-rgmkfpnl.wandb b/epfl_final/SparseAtt/wandb/run-20260825_031836-rgmkfpnl/run-rgmkfpnl.wandb
new file mode 100644
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+++ b/epfl_final/SparseAtt/wandb/run-20260825_031836-rgmkfpnl/run-rgmkfpnl.wandb
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 1933312
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_134623-qctui00g/files/output.log b/epfl_final/SparseAtt/wandb/run-20260825_134623-qctui00g/files/output.log
new file mode 100644
index 0000000000000000000000000000000000000000..8434711bbb50211255e4b07bff0870fb8a099cc0
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_134623-qctui00g/files/output.log
@@ -0,0 +1,1328 @@
+Starting training...
+Validation at step 13250: Loss = 2.6810, Perplexity = 14.60
+wandb: WARNING Tried to log to step 13250 that is less than the current step 13351. 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 13251: dense (dense step interval)
+Step 13260/50462 | Loss: 2.6408 | LR: 4.26e-04 | 30771.8ms/step | 1.9 samples/s
+wandb: WARNING Tried to log to step 13260 that is less than the current step 13351. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 13270/50462 | Loss: 2.7582 | LR: 4.26e-04 | 1900.2ms/step | 31.6 samples/s
+wandb: WARNING Tried to log to step 13270 that is less than the current step 13351. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 13280/50462 | Loss: 2.6372 | LR: 4.26e-04 | 1902.6ms/step | 31.5 samples/s
+wandb: WARNING Tried to log to step 13280 that is less than the current step 13351. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 13290/50462 | Loss: 2.6950 | LR: 4.26e-04 | 1907.6ms/step | 31.5 samples/s
+wandb: WARNING Tried to log to step 13290 that is less than the current step 13351. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 13300/50462 | Loss: 2.6874 | LR: 4.25e-04 | 1911.6ms/step | 31.4 samples/s
+wandb: WARNING Tried to log to step 13300 that is less than the current step 13351. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 13310/50462 | Loss: 2.6693 | LR: 4.25e-04 | 1910.4ms/step | 31.4 samples/s
+wandb: WARNING Tried to log to step 13310 that is less than the current step 13351. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 13320/50462 | Loss: 2.6872 | LR: 4.25e-04 | 1910.3ms/step | 31.4 samples/s
+wandb: WARNING Tried to log to step 13320 that is less than the current step 13351. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 13330/50462 | Loss: 2.7018 | LR: 4.25e-04 | 1910.1ms/step | 31.4 samples/s
+wandb: WARNING Tried to log to step 13330 that is less than the current step 13351. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 13340/50462 | Loss: 2.7127 | LR: 4.25e-04 | 1913.7ms/step | 31.4 samples/s
+wandb: WARNING Tried to log to step 13340 that is less than the current step 13351. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 13350/50462 | Loss: 2.6587 | LR: 4.25e-04 | 1913.6ms/step | 31.4 samples/s
+wandb: WARNING Tried to log to step 13350 that is less than the current step 13351. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 13360/50462 | Loss: 2.7408 | LR: 4.25e-04 | 1913.5ms/step | 31.4 samples/s
+Step 13370/50462 | Loss: 2.6919 | LR: 4.25e-04 | 1915.4ms/step | 31.3 samples/s
+Step 13380/50462 | Loss: 2.7032 | LR: 4.25e-04 | 1916.0ms/step | 31.3 samples/s
+Step 13390/50462 | Loss: 2.7026 | LR: 4.24e-04 | 1917.1ms/step | 31.3 samples/s
+Step 13400/50462 | Loss: 2.6768 | LR: 4.24e-04 | 1913.2ms/step | 31.4 samples/s
+Step 13410/50462 | Loss: 2.6511 | LR: 4.24e-04 | 1914.4ms/step | 31.3 samples/s
+Step 13420/50462 | Loss: 2.6731 | LR: 4.24e-04 | 1913.2ms/step | 31.4 samples/s
+Step 13430/50462 | Loss: 2.7183 | LR: 4.24e-04 | 1916.0ms/step | 31.3 samples/s
+Step 13440/50462 | Loss: 2.6701 | LR: 4.24e-04 | 1916.0ms/step | 31.3 samples/s
+Step 13450/50462 | Loss: 2.7059 | LR: 4.24e-04 | 1916.4ms/step | 31.3 samples/s
+Step 13460/50462 | Loss: 2.7057 | LR: 4.24e-04 | 1915.3ms/step | 31.3 samples/s
+Step 13470/50462 | Loss: 2.7528 | LR: 4.23e-04 | 1916.3ms/step | 31.3 samples/s
+Step 13480/50462 | Loss: 2.7229 | LR: 4.23e-04 | 1917.7ms/step | 31.3 samples/s
+Step 13490/50462 | Loss: 2.6911 | LR: 4.23e-04 | 1917.0ms/step | 31.3 samples/s
+Step 13500/50462 | Loss: 2.6389 | LR: 4.23e-04 | 1919.6ms/step | 31.3 samples/s
+Validation at step 13500: Loss = 2.6771, Perplexity = 14.54
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-13500
+Step 13510/50462 | Loss: 2.7172 | LR: 4.23e-04 | 3323.7ms/step | 18.1 samples/s
+Step 13520/50462 | Loss: 2.6885 | LR: 4.23e-04 | 1906.9ms/step | 31.5 samples/s
+Step 13530/50462 | Loss: 2.6728 | LR: 4.23e-04 | 1912.1ms/step | 31.4 samples/s
+Step 13540/50462 | Loss: 2.6436 | LR: 4.23e-04 | 1913.7ms/step | 31.4 samples/s
+Step 13550/50462 | Loss: 2.6994 | LR: 4.23e-04 | 1914.8ms/step | 31.3 samples/s
+Step 13560/50462 | Loss: 2.6680 | LR: 4.22e-04 | 1916.8ms/step | 31.3 samples/s
+Step 13570/50462 | Loss: 2.6910 | LR: 4.22e-04 | 1917.8ms/step | 31.3 samples/s
+Step 13580/50462 | Loss: 2.6549 | LR: 4.22e-04 | 1917.1ms/step | 31.3 samples/s
+Step 13590/50462 | Loss: 2.6397 | LR: 4.22e-04 | 1917.6ms/step | 31.3 samples/s
+Step 13600/50462 | Loss: 2.6663 | LR: 4.22e-04 | 1918.9ms/step | 31.3 samples/s
+Step 13610/50462 | Loss: 2.6703 | LR: 4.22e-04 | 1919.1ms/step | 31.3 samples/s
+Step 13620/50462 | Loss: 2.6762 | LR: 4.22e-04 | 1919.8ms/step | 31.3 samples/s
+Step 13630/50462 | Loss: 2.6945 | LR: 4.22e-04 | 1920.7ms/step | 31.2 samples/s
+Step 13640/50462 | Loss: 2.6503 | LR: 4.22e-04 | 1920.7ms/step | 31.2 samples/s
+Step 13650/50462 | Loss: 2.6930 | LR: 4.21e-04 | 1916.5ms/step | 31.3 samples/s
+Step 13660/50462 | Loss: 2.6629 | LR: 4.21e-04 | 1915.8ms/step | 31.3 samples/s
+Step 13670/50462 | Loss: 2.7149 | LR: 4.21e-04 | 1917.1ms/step | 31.3 samples/s
+Step 13680/50462 | Loss: 2.6876 | LR: 4.21e-04 | 1916.9ms/step | 31.3 samples/s
+Step 13690/50462 | Loss: 2.6353 | LR: 4.21e-04 | 1919.8ms/step | 31.3 samples/s
+Step 13700/50462 | Loss: 2.6691 | LR: 4.21e-04 | 1918.8ms/step | 31.3 samples/s
+Step 13710/50462 | Loss: 2.6670 | LR: 4.21e-04 | 1918.6ms/step | 31.3 samples/s
+Step 13720/50462 | Loss: 2.6667 | LR: 4.21e-04 | 1923.4ms/step | 31.2 samples/s
+Step 13730/50462 | Loss: 2.7080 | LR: 4.21e-04 | 1926.7ms/step | 31.1 samples/s
+Step 13740/50462 | Loss: 2.6770 | LR: 4.20e-04 | 1924.2ms/step | 31.2 samples/s
+Step 13750/50462 | Loss: 2.6759 | LR: 4.20e-04 | 1924.1ms/step | 31.2 samples/s
+Validation at step 13750: Loss = 2.6740, Perplexity = 14.50
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-13750
+Step 13760/50462 | Loss: 2.6896 | LR: 4.20e-04 | 3259.2ms/step | 18.4 samples/s
+Step 13770/50462 | Loss: 2.6566 | LR: 4.20e-04 | 1908.8ms/step | 31.4 samples/s
+Step 13780/50462 | Loss: 2.6855 | LR: 4.20e-04 | 1912.3ms/step | 31.4 samples/s
+Step 13790/50462 | Loss: 2.6454 | LR: 4.20e-04 | 1915.1ms/step | 31.3 samples/s
+Step 13800/50462 | Loss: 2.6728 | LR: 4.20e-04 | 1917.0ms/step | 31.3 samples/s
+Step 13810/50462 | Loss: 2.6917 | LR: 4.20e-04 | 1918.6ms/step | 31.3 samples/s
+Step 13820/50462 | Loss: 2.6595 | LR: 4.19e-04 | 1916.6ms/step | 31.3 samples/s
+Step 13830/50462 | Loss: 2.6529 | LR: 4.19e-04 | 1918.5ms/step | 31.3 samples/s
+Step 13840/50462 | Loss: 2.6798 | LR: 4.19e-04 | 1917.6ms/step | 31.3 samples/s
+Step 13850/50462 | Loss: 2.6615 | LR: 4.19e-04 | 1918.0ms/step | 31.3 samples/s
+Step 13860/50462 | Loss: 2.6685 | LR: 4.19e-04 | 1920.4ms/step | 31.2 samples/s
+Step 13870/50462 | Loss: 2.6623 | LR: 4.19e-04 | 1920.9ms/step | 31.2 samples/s
+Step 13880/50462 | Loss: 2.6673 | LR: 4.19e-04 | 1919.8ms/step | 31.3 samples/s
+Step 13890/50462 | Loss: 2.7252 | LR: 4.19e-04 | 1919.0ms/step | 31.3 samples/s
+Step 13900/50462 | Loss: 2.7055 | LR: 4.19e-04 | 1922.3ms/step | 31.2 samples/s
+Step 13910/50462 | Loss: 2.6837 | LR: 4.18e-04 | 1918.5ms/step | 31.3 samples/s
+Step 13920/50462 | Loss: 2.6949 | LR: 4.18e-04 | 1922.8ms/step | 31.2 samples/s
+Step 13930/50462 | Loss: 2.6926 | LR: 4.18e-04 | 1923.1ms/step | 31.2 samples/s
+Step 13940/50462 | Loss: 2.7018 | LR: 4.18e-04 | 1919.0ms/step | 31.3 samples/s
+Step 13950/50462 | Loss: 2.6848 | LR: 4.18e-04 | 1915.4ms/step | 31.3 samples/s
+Step 13960/50462 | Loss: 2.7300 | LR: 4.18e-04 | 1917.1ms/step | 31.3 samples/s
+Step 13970/50462 | Loss: 2.6905 | LR: 4.18e-04 | 1918.6ms/step | 31.3 samples/s
+Step 13980/50462 | Loss: 2.6532 | LR: 4.18e-04 | 1919.3ms/step | 31.3 samples/s
+Step 13990/50462 | Loss: 2.6400 | LR: 4.17e-04 | 1922.5ms/step | 31.2 samples/s
+Step 14000/50462 | Loss: 2.6868 | LR: 4.17e-04 | 1920.7ms/step | 31.2 samples/s
+Validation at step 14000: Loss = 2.6665, Perplexity = 14.39
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-14000
+Step 14010/50462 | Loss: 2.6707 | LR: 4.17e-04 | 3250.6ms/step | 18.5 samples/s
+Step 14020/50462 | Loss: 2.6721 | LR: 4.17e-04 | 1904.8ms/step | 31.5 samples/s
+Step 14030/50462 | Loss: 2.6817 | LR: 4.17e-04 | 1912.6ms/step | 31.4 samples/s
+Step 14040/50462 | Loss: 2.6433 | LR: 4.17e-04 | 1914.6ms/step | 31.3 samples/s
+Step 14050/50462 | Loss: 2.6866 | LR: 4.17e-04 | 1916.2ms/step | 31.3 samples/s
+Step 14060/50462 | Loss: 2.6803 | LR: 4.17e-04 | 1918.2ms/step | 31.3 samples/s
+Step 14070/50462 | Loss: 2.7107 | LR: 4.17e-04 | 1917.3ms/step | 31.3 samples/s
+Step 14080/50462 | Loss: 2.6840 | LR: 4.16e-04 | 1914.8ms/step | 31.3 samples/s
+Step 14090/50462 | Loss: 2.6914 | LR: 4.16e-04 | 1918.2ms/step | 31.3 samples/s
+Step 14100/50462 | Loss: 2.6984 | LR: 4.16e-04 | 1918.6ms/step | 31.3 samples/s
+Step 14110/50462 | Loss: 2.6991 | LR: 4.16e-04 | 1917.4ms/step | 31.3 samples/s
+Step 14120/50462 | Loss: 2.6389 | LR: 4.16e-04 | 1918.8ms/step | 31.3 samples/s
+Step 14130/50462 | Loss: 2.6651 | LR: 4.16e-04 | 1917.6ms/step | 31.3 samples/s
+Step 14140/50462 | Loss: 2.6509 | LR: 4.16e-04 | 1916.3ms/step | 31.3 samples/s
+Step 14150/50462 | Loss: 2.6957 | LR: 4.16e-04 | 1918.3ms/step | 31.3 samples/s
+Step 14160/50462 | Loss: 2.6813 | LR: 4.15e-04 | 1918.5ms/step | 31.3 samples/s
+Step 14170/50462 | Loss: 2.6877 | LR: 4.15e-04 | 1917.3ms/step | 31.3 samples/s
+Step 14180/50462 | Loss: 2.6992 | LR: 4.15e-04 | 1916.6ms/step | 31.3 samples/s
+Step 14190/50462 | Loss: 2.7015 | LR: 4.15e-04 | 1919.0ms/step | 31.3 samples/s
+Step 14200/50462 | Loss: 2.6875 | LR: 4.15e-04 | 1916.9ms/step | 31.3 samples/s
+Step 14210/50462 | Loss: 2.6315 | LR: 4.15e-04 | 1918.9ms/step | 31.3 samples/s
+Step 14220/50462 | Loss: 2.6769 | LR: 4.15e-04 | 1916.3ms/step | 31.3 samples/s
+Step 14230/50462 | Loss: 2.6846 | LR: 4.15e-04 | 1919.5ms/step | 31.3 samples/s
+Step 14240/50462 | Loss: 2.6825 | LR: 4.15e-04 | 1918.5ms/step | 31.3 samples/s
+Step 14250/50462 | Loss: 2.6898 | LR: 4.14e-04 | 1917.7ms/step | 31.3 samples/s
+Validation at step 14250: Loss = 2.6660, Perplexity = 14.38
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-14250
+Step 14260/50462 | Loss: 2.6917 | LR: 4.14e-04 | 3243.9ms/step | 18.5 samples/s
+Step 14270/50462 | Loss: 2.6821 | LR: 4.14e-04 | 1908.0ms/step | 31.4 samples/s
+Step 14280/50462 | Loss: 2.6782 | LR: 4.14e-04 | 1911.4ms/step | 31.4 samples/s
+Step 14290/50462 | Loss: 2.7138 | LR: 4.14e-04 | 1913.8ms/step | 31.4 samples/s
+Step 14300/50462 | Loss: 2.6448 | LR: 4.14e-04 | 1915.9ms/step | 31.3 samples/s
+Step 14310/50462 | Loss: 2.6583 | LR: 4.14e-04 | 1918.2ms/step | 31.3 samples/s
+Step 14320/50462 | Loss: 2.6927 | LR: 4.14e-04 | 1922.9ms/step | 31.2 samples/s
+Step 14330/50462 | Loss: 2.6633 | LR: 4.13e-04 | 1920.9ms/step | 31.2 samples/s
+Step 14340/50462 | Loss: 2.6643 | LR: 4.13e-04 | 1916.9ms/step | 31.3 samples/s
+Step 14350/50462 | Loss: 2.7086 | LR: 4.13e-04 | 1919.4ms/step | 31.3 samples/s
+Step 14360/50462 | Loss: 2.7075 | LR: 4.13e-04 | 1919.0ms/step | 31.3 samples/s
+Step 14370/50462 | Loss: 2.6660 | LR: 4.13e-04 | 1919.0ms/step | 31.3 samples/s
+Step 14380/50462 | Loss: 2.6562 | LR: 4.13e-04 | 1922.0ms/step | 31.2 samples/s
+Step 14390/50462 | Loss: 2.6846 | LR: 4.13e-04 | 1919.4ms/step | 31.3 samples/s
+Step 14400/50462 | Loss: 2.6835 | LR: 4.13e-04 | 1919.4ms/step | 31.3 samples/s
+Step 14410/50462 | Loss: 2.6597 | LR: 4.12e-04 | 1917.0ms/step | 31.3 samples/s
+Step 14420/50462 | Loss: 2.6647 | LR: 4.12e-04 | 1917.2ms/step | 31.3 samples/s
+Step 14430/50462 | Loss: 2.7012 | LR: 4.12e-04 | 1918.7ms/step | 31.3 samples/s
+Step 14440/50462 | Loss: 2.6974 | LR: 4.12e-04 | 1919.1ms/step | 31.3 samples/s
+Step 14450/50462 | Loss: 2.6490 | LR: 4.12e-04 | 1921.2ms/step | 31.2 samples/s
+Step 14460/50462 | Loss: 2.6501 | LR: 4.12e-04 | 1918.0ms/step | 31.3 samples/s
+Step 14470/50462 | Loss: 2.6447 | LR: 4.12e-04 | 1917.8ms/step | 31.3 samples/s
+Step 14480/50462 | Loss: 2.6418 | LR: 4.12e-04 | 1914.3ms/step | 31.3 samples/s
+Step 14490/50462 | Loss: 2.6857 | LR: 4.12e-04 | 1916.0ms/step | 31.3 samples/s
+Step 14500/50462 | Loss: 2.6563 | LR: 4.11e-04 | 1919.1ms/step | 31.3 samples/s
+Validation at step 14500: Loss = 2.6632, Perplexity = 14.34
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-14500
+Step 14510/50462 | Loss: 2.6858 | LR: 4.11e-04 | 3266.3ms/step | 18.4 samples/s
+Step 14520/50462 | Loss: 2.6375 | LR: 4.11e-04 | 1909.2ms/step | 31.4 samples/s
+Step 14530/50462 | Loss: 2.6803 | LR: 4.11e-04 | 1910.5ms/step | 31.4 samples/s
+Step 14540/50462 | Loss: 2.6519 | LR: 4.11e-04 | 1914.5ms/step | 31.3 samples/s
+Step 14550/50462 | Loss: 2.6641 | LR: 4.11e-04 | 1915.8ms/step | 31.3 samples/s
+Step 14560/50462 | Loss: 2.6966 | LR: 4.11e-04 | 1920.7ms/step | 31.2 samples/s
+Step 14570/50462 | Loss: 2.6727 | LR: 4.11e-04 | 1918.9ms/step | 31.3 samples/s
+Step 14580/50462 | Loss: 2.6558 | LR: 4.10e-04 | 1917.9ms/step | 31.3 samples/s
+Step 14590/50462 | Loss: 2.6577 | LR: 4.10e-04 | 1917.8ms/step | 31.3 samples/s
+Step 14600/50462 | Loss: 2.6277 | LR: 4.10e-04 | 1918.0ms/step | 31.3 samples/s
+Step 14610/50462 | Loss: 2.6188 | LR: 4.10e-04 | 1917.8ms/step | 31.3 samples/s
+Step 14620/50462 | Loss: 2.6589 | LR: 4.10e-04 | 1918.1ms/step | 31.3 samples/s
+Step 14630/50462 | Loss: 2.7097 | LR: 4.10e-04 | 1918.1ms/step | 31.3 samples/s
+Step 14640/50462 | Loss: 2.7038 | LR: 4.10e-04 | 1919.6ms/step | 31.3 samples/s
+Step 14650/50462 | Loss: 2.6719 | LR: 4.10e-04 | 1917.4ms/step | 31.3 samples/s
+Step 14660/50462 | Loss: 2.6724 | LR: 4.09e-04 | 1920.7ms/step | 31.2 samples/s
+Step 14670/50462 | Loss: 2.6835 | LR: 4.09e-04 | 1915.4ms/step | 31.3 samples/s
+Step 14680/50462 | Loss: 2.6515 | LR: 4.09e-04 | 1916.5ms/step | 31.3 samples/s
+Step 14690/50462 | Loss: 2.6621 | LR: 4.09e-04 | 1916.6ms/step | 31.3 samples/s
+Step 14700/50462 | Loss: 2.6936 | LR: 4.09e-04 | 1922.4ms/step | 31.2 samples/s
+Step 14710/50462 | Loss: 2.6687 | LR: 4.09e-04 | 1916.8ms/step | 31.3 samples/s
+Step 14720/50462 | Loss: 2.6660 | LR: 4.09e-04 | 1919.6ms/step | 31.3 samples/s
+Step 14730/50462 | Loss: 2.6690 | LR: 4.09e-04 | 1919.0ms/step | 31.3 samples/s
+Step 14740/50462 | Loss: 2.6627 | LR: 4.08e-04 | 1918.8ms/step | 31.3 samples/s
+Step 14750/50462 | Loss: 2.7193 | LR: 4.08e-04 | 1918.0ms/step | 31.3 samples/s
+Validation at step 14750: Loss = 2.6558, Perplexity = 14.24
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-14750
+Step 14760/50462 | Loss: 2.6615 | LR: 4.08e-04 | 3275.2ms/step | 18.3 samples/s
+Step 14770/50462 | Loss: 2.6311 | LR: 4.08e-04 | 1909.1ms/step | 31.4 samples/s
+Step 14780/50462 | Loss: 2.6875 | LR: 4.08e-04 | 1912.3ms/step | 31.4 samples/s
+Step 14790/50462 | Loss: 2.6837 | LR: 4.08e-04 | 1914.0ms/step | 31.3 samples/s
+Step 14800/50462 | Loss: 2.6530 | LR: 4.08e-04 | 1915.5ms/step | 31.3 samples/s
+Step 14810/50462 | Loss: 2.7073 | LR: 4.08e-04 | 1917.6ms/step | 31.3 samples/s
+Step 14820/50462 | Loss: 2.6915 | LR: 4.08e-04 | 1919.1ms/step | 31.3 samples/s
+Step 14830/50462 | Loss: 2.6303 | LR: 4.07e-04 | 1921.3ms/step | 31.2 samples/s
+Step 14840/50462 | Loss: 2.7176 | LR: 4.07e-04 | 1918.8ms/step | 31.3 samples/s
+Step 14850/50462 | Loss: 2.6336 | LR: 4.07e-04 | 1919.0ms/step | 31.3 samples/s
+Step 14860/50462 | Loss: 2.6465 | LR: 4.07e-04 | 1920.7ms/step | 31.2 samples/s
+Step 14870/50462 | Loss: 2.7112 | LR: 4.07e-04 | 1921.8ms/step | 31.2 samples/s
+Step 14880/50462 | Loss: 2.6568 | LR: 4.07e-04 | 1920.2ms/step | 31.2 samples/s
+Step 14890/50462 | Loss: 2.6660 | LR: 4.07e-04 | 1916.5ms/step | 31.3 samples/s
+Step 14900/50462 | Loss: 2.6522 | LR: 4.07e-04 | 1918.9ms/step | 31.3 samples/s
+Step 14910/50462 | Loss: 2.6652 | LR: 4.06e-04 | 1918.5ms/step | 31.3 samples/s
+Step 14920/50462 | Loss: 2.6622 | LR: 4.06e-04 | 1916.7ms/step | 31.3 samples/s
+Step 14930/50462 | Loss: 2.6724 | LR: 4.06e-04 | 1915.5ms/step | 31.3 samples/s
+Step 14940/50462 | Loss: 2.6435 | LR: 4.06e-04 | 1919.7ms/step | 31.3 samples/s
+Step 14950/50462 | Loss: 2.6467 | LR: 4.06e-04 | 1917.1ms/step | 31.3 samples/s
+Step 14960/50462 | Loss: 2.6621 | LR: 4.06e-04 | 1918.5ms/step | 31.3 samples/s
+Step 14970/50462 | Loss: 2.6590 | LR: 4.06e-04 | 1919.3ms/step | 31.3 samples/s
+Step 14980/50462 | Loss: 2.6572 | LR: 4.06e-04 | 1917.4ms/step | 31.3 samples/s
+Step 14990/50462 | Loss: 2.6246 | LR: 4.05e-04 | 1916.0ms/step | 31.3 samples/s
+Step 15000/50462 | Loss: 2.6617 | LR: 4.05e-04 | 1915.6ms/step | 31.3 samples/s
+Validation at step 15000: Loss = 2.6553, Perplexity = 14.23
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-15000
+Step 15010/50462 | Loss: 2.6470 | LR: 4.05e-04 | 3249.5ms/step | 18.5 samples/s
+Step 15020/50462 | Loss: 2.6675 | LR: 4.05e-04 | 1905.0ms/step | 31.5 samples/s
+Step 15030/50462 | Loss: 2.7092 | LR: 4.05e-04 | 1908.3ms/step | 31.4 samples/s
+Step 15040/50462 | Loss: 2.6363 | LR: 4.05e-04 | 1913.6ms/step | 31.4 samples/s
+Step 15050/50462 | Loss: 2.6378 | LR: 4.05e-04 | 1915.3ms/step | 31.3 samples/s
+Step 15060/50462 | Loss: 2.6707 | LR: 4.05e-04 | 1919.4ms/step | 31.3 samples/s
+Step 15070/50462 | Loss: 2.6446 | LR: 4.04e-04 | 1916.2ms/step | 31.3 samples/s
+Step 15080/50462 | Loss: 2.7145 | LR: 4.04e-04 | 1918.4ms/step | 31.3 samples/s
+Step 15090/50462 | Loss: 2.6364 | LR: 4.04e-04 | 1918.9ms/step | 31.3 samples/s
+Step 15100/50462 | Loss: 2.6117 | LR: 4.04e-04 | 1919.4ms/step | 31.3 samples/s
+Step 15110/50462 | Loss: 2.7195 | LR: 4.04e-04 | 1917.2ms/step | 31.3 samples/s
+Step 15120/50462 | Loss: 2.6977 | LR: 4.04e-04 | 1917.7ms/step | 31.3 samples/s
+Step 15130/50462 | Loss: 2.6721 | LR: 4.04e-04 | 1919.3ms/step | 31.3 samples/s
+Step 15140/50462 | Loss: 2.6965 | LR: 4.04e-04 | 1917.4ms/step | 31.3 samples/s
+Step 15150/50462 | Loss: 2.6990 | LR: 4.03e-04 | 1920.7ms/step | 31.2 samples/s
+Step 15160/50462 | Loss: 2.6573 | LR: 4.03e-04 | 1917.1ms/step | 31.3 samples/s
+Step 15170/50462 | Loss: 2.6571 | LR: 4.03e-04 | 1916.8ms/step | 31.3 samples/s
+Step 15180/50462 | Loss: 2.6368 | LR: 4.03e-04 | 1915.4ms/step | 31.3 samples/s
+Step 15190/50462 | Loss: 2.7003 | LR: 4.03e-04 | 1914.6ms/step | 31.3 samples/s
+Step 15200/50462 | Loss: 2.6734 | LR: 4.03e-04 | 1916.4ms/step | 31.3 samples/s
+Step 15210/50462 | Loss: 2.6515 | LR: 4.03e-04 | 1918.4ms/step | 31.3 samples/s
+Step 15220/50462 | Loss: 2.7191 | LR: 4.03e-04 | 1915.8ms/step | 31.3 samples/s
+Step 15230/50462 | Loss: 2.6485 | LR: 4.02e-04 | 1919.7ms/step | 31.3 samples/s
+Step 15240/50462 | Loss: 2.6760 | LR: 4.02e-04 | 1917.0ms/step | 31.3 samples/s
+Step 15250/50462 | Loss: 2.6561 | LR: 4.02e-04 | 1921.1ms/step | 31.2 samples/s
+Validation at step 15250: Loss = 2.6500, Perplexity = 14.15
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-15250
+Step 15260/50462 | Loss: 2.6422 | LR: 4.02e-04 | 3287.8ms/step | 18.2 samples/s
+Step 15270/50462 | Loss: 2.6669 | LR: 4.02e-04 | 1906.3ms/step | 31.5 samples/s
+Step 15280/50462 | Loss: 2.6685 | LR: 4.02e-04 | 1910.7ms/step | 31.4 samples/s
+Step 15290/50462 | Loss: 2.6661 | LR: 4.02e-04 | 1912.5ms/step | 31.4 samples/s
+Step 15300/50462 | Loss: 2.6566 | LR: 4.02e-04 | 1915.8ms/step | 31.3 samples/s
+Step 15310/50462 | Loss: 2.6259 | LR: 4.01e-04 | 1912.7ms/step | 31.4 samples/s
+Step 15320/50462 | Loss: 2.6839 | LR: 4.01e-04 | 1915.3ms/step | 31.3 samples/s
+Step 15330/50462 | Loss: 2.7004 | LR: 4.01e-04 | 1918.9ms/step | 31.3 samples/s
+Step 15340/50462 | Loss: 2.6699 | LR: 4.01e-04 | 1917.8ms/step | 31.3 samples/s
+Step 15350/50462 | Loss: 2.6616 | LR: 4.01e-04 | 1916.8ms/step | 31.3 samples/s
+Step 15360/50462 | Loss: 2.6386 | LR: 4.01e-04 | 1919.4ms/step | 31.3 samples/s
+Step 15370/50462 | Loss: 2.6793 | LR: 4.01e-04 | 1918.2ms/step | 31.3 samples/s
+Step 15380/50462 | Loss: 2.6219 | LR: 4.01e-04 | 1916.9ms/step | 31.3 samples/s
+Step 15390/50462 | Loss: 2.6462 | LR: 4.00e-04 | 1917.3ms/step | 31.3 samples/s
+Step 15400/50462 | Loss: 2.6843 | LR: 4.00e-04 | 1916.9ms/step | 31.3 samples/s
+Step 15410/50462 | Loss: 2.6763 | LR: 4.00e-04 | 1919.8ms/step | 31.3 samples/s
+Step 15420/50462 | Loss: 2.6680 | LR: 4.00e-04 | 1916.3ms/step | 31.3 samples/s
+Step 15430/50462 | Loss: 2.6736 | LR: 4.00e-04 | 1917.2ms/step | 31.3 samples/s
+Step 15440/50462 | Loss: 2.6339 | LR: 4.00e-04 | 1919.0ms/step | 31.3 samples/s
+Step 15450/50462 | Loss: 2.6494 | LR: 4.00e-04 | 1914.9ms/step | 31.3 samples/s
+Step 15460/50462 | Loss: 2.6534 | LR: 4.00e-04 | 1911.2ms/step | 31.4 samples/s
+Step 15470/50462 | Loss: 2.6020 | LR: 3.99e-04 | 1912.4ms/step | 31.4 samples/s
+Step 15480/50462 | Loss: 2.6540 | LR: 3.99e-04 | 1915.6ms/step | 31.3 samples/s
+Step 15490/50462 | Loss: 2.6363 | LR: 3.99e-04 | 1917.9ms/step | 31.3 samples/s
+Step 15500/50462 | Loss: 2.6380 | LR: 3.99e-04 | 1915.2ms/step | 31.3 samples/s
+Validation at step 15500: Loss = 2.6465, Perplexity = 14.10
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-15500
+Step 15510/50462 | Loss: 2.6516 | LR: 3.99e-04 | 3252.7ms/step | 18.4 samples/s
+Step 15520/50462 | Loss: 2.6762 | LR: 3.99e-04 | 1907.1ms/step | 31.5 samples/s
+Step 15530/50462 | Loss: 2.6631 | LR: 3.99e-04 | 1910.9ms/step | 31.4 samples/s
+Step 15540/50462 | Loss: 2.6278 | LR: 3.99e-04 | 1912.7ms/step | 31.4 samples/s
+Step 15550/50462 | Loss: 2.6547 | LR: 3.98e-04 | 1911.8ms/step | 31.4 samples/s
+Step 15560/50462 | Loss: 2.6616 | LR: 3.98e-04 | 1916.6ms/step | 31.3 samples/s
+Step 15570/50462 | Loss: 2.6368 | LR: 3.98e-04 | 1916.4ms/step | 31.3 samples/s
+Step 15580/50462 | Loss: 2.6760 | LR: 3.98e-04 | 1914.9ms/step | 31.3 samples/s
+Step 15590/50462 | Loss: 2.6818 | LR: 3.98e-04 | 1917.0ms/step | 31.3 samples/s
+Step 15600/50462 | Loss: 2.7256 | LR: 3.98e-04 | 1918.0ms/step | 31.3 samples/s
+Step 15610/50462 | Loss: 2.6196 | LR: 3.98e-04 | 1915.3ms/step | 31.3 samples/s
+Step 15620/50462 | Loss: 2.6496 | LR: 3.98e-04 | 1916.5ms/step | 31.3 samples/s
+Step 15630/50462 | Loss: 2.6484 | LR: 3.97e-04 | 1916.7ms/step | 31.3 samples/s
+Step 15640/50462 | Loss: 2.6523 | LR: 3.97e-04 | 1915.2ms/step | 31.3 samples/s
+Step 15650/50462 | Loss: 2.6292 | LR: 3.97e-04 | 1919.2ms/step | 31.3 samples/s
+Step 15660/50462 | Loss: 2.6482 | LR: 3.97e-04 | 1917.9ms/step | 31.3 samples/s
+Step 15670/50462 | Loss: 2.6642 | LR: 3.97e-04 | 1918.5ms/step | 31.3 samples/s
+Step 15680/50462 | Loss: 2.6360 | LR: 3.97e-04 | 1917.9ms/step | 31.3 samples/s
+Step 15690/50462 | Loss: 2.6510 | LR: 3.97e-04 | 1914.7ms/step | 31.3 samples/s
+Step 15700/50462 | Loss: 2.6813 | LR: 3.96e-04 | 1919.6ms/step | 31.3 samples/s
+Step 15710/50462 | Loss: 2.6456 | LR: 3.96e-04 | 1915.8ms/step | 31.3 samples/s
+Step 15720/50462 | Loss: 2.6624 | LR: 3.96e-04 | 1916.3ms/step | 31.3 samples/s
+Step 15730/50462 | Loss: 2.6360 | LR: 3.96e-04 | 1918.8ms/step | 31.3 samples/s
+Step 15740/50462 | Loss: 2.6691 | LR: 3.96e-04 | 1917.6ms/step | 31.3 samples/s
+Step 15750/50462 | Loss: 2.6634 | LR: 3.96e-04 | 1917.6ms/step | 31.3 samples/s
+Validation at step 15750: Loss = 2.6439, Perplexity = 14.07
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-15750
+Step 15760/50462 | Loss: 2.6525 | LR: 3.96e-04 | 3268.0ms/step | 18.4 samples/s
+Step 15770/50462 | Loss: 2.6396 | LR: 3.96e-04 | 1911.5ms/step | 31.4 samples/s
+Step 15780/50462 | Loss: 2.6508 | LR: 3.95e-04 | 1912.0ms/step | 31.4 samples/s
+Step 15790/50462 | Loss: 2.6753 | LR: 3.95e-04 | 1908.8ms/step | 31.4 samples/s
+Step 15800/50462 | Loss: 2.6200 | LR: 3.95e-04 | 1909.9ms/step | 31.4 samples/s
+Step 15810/50462 | Loss: 2.6735 | LR: 3.95e-04 | 1912.2ms/step | 31.4 samples/s
+Step 15820/50462 | Loss: 2.6682 | LR: 3.95e-04 | 1911.4ms/step | 31.4 samples/s
+Step 15830/50462 | Loss: 2.6240 | LR: 3.95e-04 | 1915.1ms/step | 31.3 samples/s
+Step 15840/50462 | Loss: 2.6605 | LR: 3.95e-04 | 1914.3ms/step | 31.3 samples/s
+Step 15850/50462 | Loss: 2.6711 | LR: 3.95e-04 | 1915.1ms/step | 31.3 samples/s
+Step 15860/50462 | Loss: 2.6649 | LR: 3.94e-04 | 1916.9ms/step | 31.3 samples/s
+Step 15870/50462 | Loss: 2.6337 | LR: 3.94e-04 | 1915.2ms/step | 31.3 samples/s
+Step 15880/50462 | Loss: 2.6909 | LR: 3.94e-04 | 1916.5ms/step | 31.3 samples/s
+Step 15890/50462 | Loss: 2.6799 | LR: 3.94e-04 | 1915.3ms/step | 31.3 samples/s
+Step 15900/50462 | Loss: 2.6458 | LR: 3.94e-04 | 1917.0ms/step | 31.3 samples/s
+Step 15910/50462 | Loss: 2.6373 | LR: 3.94e-04 | 1918.9ms/step | 31.3 samples/s
+Step 15920/50462 | Loss: 2.6397 | LR: 3.94e-04 | 1915.4ms/step | 31.3 samples/s
+Step 15930/50462 | Loss: 2.6108 | LR: 3.94e-04 | 1915.3ms/step | 31.3 samples/s
+Step 15940/50462 | Loss: 2.6359 | LR: 3.93e-04 | 1916.6ms/step | 31.3 samples/s
+Step 15950/50462 | Loss: 2.6349 | LR: 3.93e-04 | 1918.6ms/step | 31.3 samples/s
+Step 15960/50462 | Loss: 2.6152 | LR: 3.93e-04 | 1915.1ms/step | 31.3 samples/s
+Step 15970/50462 | Loss: 2.6550 | LR: 3.93e-04 | 1915.0ms/step | 31.3 samples/s
+Step 15980/50462 | Loss: 2.6357 | LR: 3.93e-04 | 1917.6ms/step | 31.3 samples/s
+Step 15990/50462 | Loss: 2.6518 | LR: 3.93e-04 | 1916.7ms/step | 31.3 samples/s
+Step 16000/50462 | Loss: 2.6814 | LR: 3.93e-04 | 1918.0ms/step | 31.3 samples/s
+Validation at step 16000: Loss = 2.6432, Perplexity = 14.06
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-16000
+Step 16010/50462 | Loss: 2.6822 | LR: 3.92e-04 | 3253.8ms/step | 18.4 samples/s
+Step 16020/50462 | Loss: 2.6403 | LR: 3.92e-04 | 1904.3ms/step | 31.5 samples/s
+Step 16030/50462 | Loss: 2.6517 | LR: 3.92e-04 | 1906.8ms/step | 31.5 samples/s
+Step 16040/50462 | Loss: 2.6916 | LR: 3.92e-04 | 1912.7ms/step | 31.4 samples/s
+Step 16050/50462 | Loss: 2.6594 | LR: 3.92e-04 | 1918.7ms/step | 31.3 samples/s
+Step 16060/50462 | Loss: 2.6437 | LR: 3.92e-04 | 1916.6ms/step | 31.3 samples/s
+Step 16070/50462 | Loss: 2.6697 | LR: 3.92e-04 | 1919.0ms/step | 31.3 samples/s
+Step 16080/50462 | Loss: 2.6211 | LR: 3.92e-04 | 1918.3ms/step | 31.3 samples/s
+Step 16090/50462 | Loss: 2.6477 | LR: 3.91e-04 | 1916.8ms/step | 31.3 samples/s
+Step 16100/50462 | Loss: 2.6464 | LR: 3.91e-04 | 1907.9ms/step | 31.4 samples/s
+Step 16110/50462 | Loss: 2.6579 | LR: 3.91e-04 | 1913.8ms/step | 31.4 samples/s
+Step 16120/50462 | Loss: 2.6551 | LR: 3.91e-04 | 1918.9ms/step | 31.3 samples/s
+Step 16130/50462 | Loss: 2.6413 | LR: 3.91e-04 | 1918.7ms/step | 31.3 samples/s
+Step 16140/50462 | Loss: 2.6454 | LR: 3.91e-04 | 1916.9ms/step | 31.3 samples/s
+Step 16150/50462 | Loss: 2.6152 | LR: 3.91e-04 | 1915.8ms/step | 31.3 samples/s
+Step 16160/50462 | Loss: 2.6615 | LR: 3.91e-04 | 1916.6ms/step | 31.3 samples/s
+Step 16170/50462 | Loss: 2.6738 | LR: 3.90e-04 | 1918.7ms/step | 31.3 samples/s
+Step 16180/50462 | Loss: 2.6433 | LR: 3.90e-04 | 1921.1ms/step | 31.2 samples/s
+Step 16190/50462 | Loss: 2.6369 | LR: 3.90e-04 | 1922.4ms/step | 31.2 samples/s
+Step 16200/50462 | Loss: 2.6384 | LR: 3.90e-04 | 1925.1ms/step | 31.2 samples/s
+Step 16210/50462 | Loss: 2.6568 | LR: 3.90e-04 | 1925.1ms/step | 31.2 samples/s
+Step 16220/50462 | Loss: 2.6406 | LR: 3.90e-04 | 1922.7ms/step | 31.2 samples/s
+Step 16230/50462 | Loss: 2.6403 | LR: 3.90e-04 | 1917.3ms/step | 31.3 samples/s
+Step 16240/50462 | Loss: 2.6409 | LR: 3.89e-04 | 1921.0ms/step | 31.2 samples/s
+Step 16250/50462 | Loss: 2.6384 | LR: 3.89e-04 | 1918.8ms/step | 31.3 samples/s
+Validation at step 16250: Loss = 2.6401, Perplexity = 14.01
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-16250
+Step 16260/50462 | Loss: 2.6421 | LR: 3.89e-04 | 3247.3ms/step | 18.5 samples/s
+Step 16270/50462 | Loss: 2.6100 | LR: 3.89e-04 | 1909.8ms/step | 31.4 samples/s
+Step 16280/50462 | Loss: 2.6535 | LR: 3.89e-04 | 1916.1ms/step | 31.3 samples/s
+Step 16290/50462 | Loss: 2.6846 | LR: 3.89e-04 | 1913.9ms/step | 31.3 samples/s
+Step 16300/50462 | Loss: 2.6315 | LR: 3.89e-04 | 1917.4ms/step | 31.3 samples/s
+Step 16310/50462 | Loss: 2.6760 | LR: 3.89e-04 | 1918.2ms/step | 31.3 samples/s
+Step 16320/50462 | Loss: 2.6345 | LR: 3.88e-04 | 1914.9ms/step | 31.3 samples/s
+Step 16330/50462 | Loss: 2.6242 | LR: 3.88e-04 | 1918.5ms/step | 31.3 samples/s
+Step 16340/50462 | Loss: 2.6284 | LR: 3.88e-04 | 1917.9ms/step | 31.3 samples/s
+Step 16350/50462 | Loss: 2.6835 | LR: 3.88e-04 | 1917.7ms/step | 31.3 samples/s
+Step 16360/50462 | Loss: 2.6564 | LR: 3.88e-04 | 1918.7ms/step | 31.3 samples/s
+Step 16370/50462 | Loss: 2.6558 | LR: 3.88e-04 | 1918.0ms/step | 31.3 samples/s
+Step 16380/50462 | Loss: 2.6110 | LR: 3.88e-04 | 1915.8ms/step | 31.3 samples/s
+Step 16390/50462 | Loss: 2.6339 | LR: 3.88e-04 | 1916.0ms/step | 31.3 samples/s
+Step 16400/50462 | Loss: 2.6325 | LR: 3.87e-04 | 1915.7ms/step | 31.3 samples/s
+Step 16410/50462 | Loss: 2.6084 | LR: 3.87e-04 | 1918.2ms/step | 31.3 samples/s
+Step 16420/50462 | Loss: 2.6122 | LR: 3.87e-04 | 1917.9ms/step | 31.3 samples/s
+Step 16430/50462 | Loss: 2.6191 | LR: 3.87e-04 | 1917.6ms/step | 31.3 samples/s
+Step 16440/50462 | Loss: 2.6022 | LR: 3.87e-04 | 1917.7ms/step | 31.3 samples/s
+Step 16450/50462 | Loss: 2.6228 | LR: 3.87e-04 | 1917.7ms/step | 31.3 samples/s
+Step 16460/50462 | Loss: 2.6397 | LR: 3.87e-04 | 1914.0ms/step | 31.3 samples/s
+Step 16470/50462 | Loss: 2.6476 | LR: 3.86e-04 | 1917.0ms/step | 31.3 samples/s
+Step 16480/50462 | Loss: 2.6956 | LR: 3.86e-04 | 1914.6ms/step | 31.3 samples/s
+Step 16490/50462 | Loss: 2.6319 | LR: 3.86e-04 | 1917.6ms/step | 31.3 samples/s
+Step 16500/50462 | Loss: 2.6304 | LR: 3.86e-04 | 1919.3ms/step | 31.3 samples/s
+Validation at step 16500: Loss = 2.6379, Perplexity = 13.98
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-16500
+Step 16510/50462 | Loss: 2.6276 | LR: 3.86e-04 | 3239.9ms/step | 18.5 samples/s
+Step 16520/50462 | Loss: 2.6579 | LR: 3.86e-04 | 1906.5ms/step | 31.5 samples/s
+Step 16530/50462 | Loss: 2.6449 | LR: 3.86e-04 | 1910.4ms/step | 31.4 samples/s
+Step 16540/50462 | Loss: 2.6365 | LR: 3.86e-04 | 1912.1ms/step | 31.4 samples/s
+Step 16550/50462 | Loss: 2.6502 | LR: 3.85e-04 | 1915.1ms/step | 31.3 samples/s
+Step 16560/50462 | Loss: 2.6633 | LR: 3.85e-04 | 1915.6ms/step | 31.3 samples/s
+Step 16570/50462 | Loss: 2.6797 | LR: 3.85e-04 | 1917.7ms/step | 31.3 samples/s
+Step 16580/50462 | Loss: 2.6704 | LR: 3.85e-04 | 1915.1ms/step | 31.3 samples/s
+Step 16590/50462 | Loss: 2.6982 | LR: 3.85e-04 | 1914.2ms/step | 31.3 samples/s
+Step 16600/50462 | Loss: 2.6258 | LR: 3.85e-04 | 1916.2ms/step | 31.3 samples/s
+Step 16610/50462 | Loss: 2.6541 | LR: 3.85e-04 | 1915.7ms/step | 31.3 samples/s
+Step 16620/50462 | Loss: 2.6195 | LR: 3.84e-04 | 1916.5ms/step | 31.3 samples/s
+Step 16630/50462 | Loss: 2.6910 | LR: 3.84e-04 | 1919.5ms/step | 31.3 samples/s
+Step 16640/50462 | Loss: 2.6104 | LR: 3.84e-04 | 1915.7ms/step | 31.3 samples/s
+Step 16650/50462 | Loss: 2.6213 | LR: 3.84e-04 | 1911.7ms/step | 31.4 samples/s
+Step 16660/50462 | Loss: 2.6325 | LR: 3.84e-04 | 1914.2ms/step | 31.3 samples/s
+Step 16670/50462 | Loss: 2.6493 | LR: 3.84e-04 | 1913.4ms/step | 31.4 samples/s
+Step 16680/50462 | Loss: 2.6472 | LR: 3.84e-04 | 1916.3ms/step | 31.3 samples/s
+Step 16690/50462 | Loss: 2.6272 | LR: 3.84e-04 | 1914.3ms/step | 31.3 samples/s
+Step 16700/50462 | Loss: 2.6219 | LR: 3.83e-04 | 1915.6ms/step | 31.3 samples/s
+Step 16710/50462 | Loss: 2.6206 | LR: 3.83e-04 | 1916.2ms/step | 31.3 samples/s
+Step 16720/50462 | Loss: 2.5935 | LR: 3.83e-04 | 1918.3ms/step | 31.3 samples/s
+Step 16730/50462 | Loss: 2.6375 | LR: 3.83e-04 | 1916.0ms/step | 31.3 samples/s
+Step 16740/50462 | Loss: 2.5971 | LR: 3.83e-04 | 1917.3ms/step | 31.3 samples/s
+Step 16750/50462 | Loss: 2.6364 | LR: 3.83e-04 | 1915.7ms/step | 31.3 samples/s
+Validation at step 16750: Loss = 2.6360, Perplexity = 13.96
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-16750
+Step 16760/50462 | Loss: 2.6188 | LR: 3.83e-04 | 3263.6ms/step | 18.4 samples/s
+Step 16770/50462 | Loss: 2.6086 | LR: 3.82e-04 | 1907.0ms/step | 31.5 samples/s
+Step 16780/50462 | Loss: 2.6294 | LR: 3.82e-04 | 1914.1ms/step | 31.3 samples/s
+Step 16790/50462 | Loss: 2.6206 | LR: 3.82e-04 | 1917.1ms/step | 31.3 samples/s
+Step 16800/50462 | Loss: 2.6984 | LR: 3.82e-04 | 1916.3ms/step | 31.3 samples/s
+Step 16810/50462 | Loss: 2.6380 | LR: 3.82e-04 | 1919.9ms/step | 31.3 samples/s
+Step 16820/50462 | Loss: 2.6467 | LR: 3.82e-04 | 1917.5ms/step | 31.3 samples/s
+Step 16830/50462 | Loss: 2.6145 | LR: 3.82e-04 | 1918.1ms/step | 31.3 samples/s
+Step 16840/50462 | Loss: 2.6142 | LR: 3.82e-04 | 1919.2ms/step | 31.3 samples/s
+Step 16850/50462 | Loss: 2.5885 | LR: 3.81e-04 | 1918.5ms/step | 31.3 samples/s
+Step 16860/50462 | Loss: 2.6117 | LR: 3.81e-04 | 1915.2ms/step | 31.3 samples/s
+Step 16870/50462 | Loss: 2.6309 | LR: 3.81e-04 | 1915.2ms/step | 31.3 samples/s
+Step 16880/50462 | Loss: 2.6048 | LR: 3.81e-04 | 1915.6ms/step | 31.3 samples/s
+Step 16890/50462 | Loss: 2.5921 | LR: 3.81e-04 | 1913.8ms/step | 31.4 samples/s
+Step 16900/50462 | Loss: 2.6500 | LR: 3.81e-04 | 1915.0ms/step | 31.3 samples/s
+Step 16910/50462 | Loss: 2.6264 | LR: 3.81e-04 | 1915.9ms/step | 31.3 samples/s
+Step 16920/50462 | Loss: 2.6267 | LR: 3.80e-04 | 1914.3ms/step | 31.3 samples/s
+Step 16930/50462 | Loss: 2.6368 | LR: 3.80e-04 | 1915.0ms/step | 31.3 samples/s
+Step 16940/50462 | Loss: 2.6366 | LR: 3.80e-04 | 1917.1ms/step | 31.3 samples/s
+Step 16950/50462 | Loss: 2.6387 | LR: 3.80e-04 | 1916.1ms/step | 31.3 samples/s
+Step 16960/50462 | Loss: 2.6476 | LR: 3.80e-04 | 1916.5ms/step | 31.3 samples/s
+Step 16970/50462 | Loss: 2.5733 | LR: 3.80e-04 | 1913.1ms/step | 31.4 samples/s
+Step 16980/50462 | Loss: 2.6228 | LR: 3.80e-04 | 1911.7ms/step | 31.4 samples/s
+Step 16990/50462 | Loss: 2.6434 | LR: 3.79e-04 | 1910.8ms/step | 31.4 samples/s
+Step 17000/50462 | Loss: 2.5985 | LR: 3.79e-04 | 1911.9ms/step | 31.4 samples/s
+Validation at step 17000: Loss = 2.6329, Perplexity = 13.91
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-17000
+Step 17010/50462 | Loss: 2.6390 | LR: 3.79e-04 | 3239.2ms/step | 18.5 samples/s
+Step 17020/50462 | Loss: 2.6574 | LR: 3.79e-04 | 1912.0ms/step | 31.4 samples/s
+Step 17030/50462 | Loss: 2.5907 | LR: 3.79e-04 | 1914.5ms/step | 31.3 samples/s
+Step 17040/50462 | Loss: 2.6269 | LR: 3.79e-04 | 1913.9ms/step | 31.3 samples/s
+Step 17050/50462 | Loss: 2.6757 | LR: 3.79e-04 | 1914.5ms/step | 31.3 samples/s
+Step 17060/50462 | Loss: 2.6264 | LR: 3.79e-04 | 1913.4ms/step | 31.4 samples/s
+Step 17070/50462 | Loss: 2.6868 | LR: 3.78e-04 | 1916.1ms/step | 31.3 samples/s
+Step 17080/50462 | Loss: 2.6287 | LR: 3.78e-04 | 1913.4ms/step | 31.4 samples/s
+Step 17090/50462 | Loss: 2.6482 | LR: 3.78e-04 | 1911.6ms/step | 31.4 samples/s
+Step 17100/50462 | Loss: 2.6506 | LR: 3.78e-04 | 1915.2ms/step | 31.3 samples/s
+Step 17110/50462 | Loss: 2.6470 | LR: 3.78e-04 | 1916.4ms/step | 31.3 samples/s
+Step 17120/50462 | Loss: 2.6563 | LR: 3.78e-04 | 1913.1ms/step | 31.4 samples/s
+Step 17130/50462 | Loss: 2.6177 | LR: 3.78e-04 | 1913.8ms/step | 31.4 samples/s
+Step 17140/50462 | Loss: 2.6473 | LR: 3.77e-04 | 1915.9ms/step | 31.3 samples/s
+Step 17150/50462 | Loss: 2.6455 | LR: 3.77e-04 | 1916.2ms/step | 31.3 samples/s
+Step 17160/50462 | Loss: 2.6581 | LR: 3.77e-04 | 1914.1ms/step | 31.3 samples/s
+Step 17170/50462 | Loss: 2.6180 | LR: 3.77e-04 | 1917.2ms/step | 31.3 samples/s
+Step 17180/50462 | Loss: 2.6062 | LR: 3.77e-04 | 1911.8ms/step | 31.4 samples/s
+Step 17190/50462 | Loss: 2.6281 | LR: 3.77e-04 | 1914.7ms/step | 31.3 samples/s
+Step 17200/50462 | Loss: 2.6376 | LR: 3.77e-04 | 1914.5ms/step | 31.3 samples/s
+Step 17210/50462 | Loss: 2.6388 | LR: 3.77e-04 | 1916.6ms/step | 31.3 samples/s
+Step 17220/50462 | Loss: 2.6275 | LR: 3.76e-04 | 1913.1ms/step | 31.4 samples/s
+Step 17230/50462 | Loss: 2.6498 | LR: 3.76e-04 | 1914.6ms/step | 31.3 samples/s
+Step 17240/50462 | Loss: 2.6304 | LR: 3.76e-04 | 1912.3ms/step | 31.4 samples/s
+Step 17250/50462 | Loss: 2.6012 | LR: 3.76e-04 | 1915.0ms/step | 31.3 samples/s
+Validation at step 17250: Loss = 2.6309, Perplexity = 13.89
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-17250
+Step 17260/50462 | Loss: 2.6719 | LR: 3.76e-04 | 3244.5ms/step | 18.5 samples/s
+Step 17270/50462 | Loss: 2.6063 | LR: 3.76e-04 | 1906.0ms/step | 31.5 samples/s
+Step 17280/50462 | Loss: 2.6510 | LR: 3.76e-04 | 1908.2ms/step | 31.4 samples/s
+Step 17290/50462 | Loss: 2.6535 | LR: 3.75e-04 | 1910.7ms/step | 31.4 samples/s
+Step 17300/50462 | Loss: 2.6924 | LR: 3.75e-04 | 1914.8ms/step | 31.3 samples/s
+Step 17310/50462 | Loss: 2.6290 | LR: 3.75e-04 | 1915.1ms/step | 31.3 samples/s
+Step 17320/50462 | Loss: 2.5933 | LR: 3.75e-04 | 1917.1ms/step | 31.3 samples/s
+Step 17330/50462 | Loss: 2.6568 | LR: 3.75e-04 | 1919.0ms/step | 31.3 samples/s
+Step 17340/50462 | Loss: 2.6048 | LR: 3.75e-04 | 1917.0ms/step | 31.3 samples/s
+Step 17350/50462 | Loss: 2.6092 | LR: 3.75e-04 | 1920.3ms/step | 31.2 samples/s
+Step 17360/50462 | Loss: 2.6042 | LR: 3.74e-04 | 1919.0ms/step | 31.3 samples/s
+Step 17370/50462 | Loss: 2.6554 | LR: 3.74e-04 | 1917.6ms/step | 31.3 samples/s
+Step 17380/50462 | Loss: 2.5887 | LR: 3.74e-04 | 1913.4ms/step | 31.4 samples/s
+Step 17390/50462 | Loss: 2.6312 | LR: 3.74e-04 | 1914.4ms/step | 31.3 samples/s
+Step 17400/50462 | Loss: 2.6386 | LR: 3.74e-04 | 1912.8ms/step | 31.4 samples/s
+Step 17410/50462 | Loss: 2.6558 | LR: 3.74e-04 | 1912.8ms/step | 31.4 samples/s
+Step 17420/50462 | Loss: 2.6020 | LR: 3.74e-04 | 1910.5ms/step | 31.4 samples/s
+Step 17430/50462 | Loss: 2.6529 | LR: 3.74e-04 | 1916.0ms/step | 31.3 samples/s
+Step 17440/50462 | Loss: 2.6524 | LR: 3.73e-04 | 1916.9ms/step | 31.3 samples/s
+Step 17450/50462 | Loss: 2.6424 | LR: 3.73e-04 | 1914.8ms/step | 31.3 samples/s
+Step 17460/50462 | Loss: 2.6435 | LR: 3.73e-04 | 1913.5ms/step | 31.4 samples/s
+Step 17470/50462 | Loss: 2.6159 | LR: 3.73e-04 | 1919.4ms/step | 31.3 samples/s
+Step 17480/50462 | Loss: 2.6163 | LR: 3.73e-04 | 1915.9ms/step | 31.3 samples/s
+Step 17490/50462 | Loss: 2.6219 | LR: 3.73e-04 | 1916.8ms/step | 31.3 samples/s
+Step 17500/50462 | Loss: 2.6471 | LR: 3.73e-04 | 1918.3ms/step | 31.3 samples/s
+Validation at step 17500: Loss = 2.6293, Perplexity = 13.86
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-17500
+Step 17510/50462 | Loss: 2.6384 | LR: 3.72e-04 | 3253.1ms/step | 18.4 samples/s
+Step 17520/50462 | Loss: 2.6415 | LR: 3.72e-04 | 1908.8ms/step | 31.4 samples/s
+Step 17530/50462 | Loss: 2.6114 | LR: 3.72e-04 | 1912.8ms/step | 31.4 samples/s
+Step 17540/50462 | Loss: 2.6477 | LR: 3.72e-04 | 1912.8ms/step | 31.4 samples/s
+Step 17550/50462 | Loss: 2.6128 | LR: 3.72e-04 | 1915.7ms/step | 31.3 samples/s
+Step 17560/50462 | Loss: 2.6625 | LR: 3.72e-04 | 1916.3ms/step | 31.3 samples/s
+Step 17570/50462 | Loss: 2.6362 | LR: 3.72e-04 | 1918.4ms/step | 31.3 samples/s
+Step 17580/50462 | Loss: 2.6136 | LR: 3.71e-04 | 1919.0ms/step | 31.3 samples/s
+Step 17590/50462 | Loss: 2.6361 | LR: 3.71e-04 | 1918.3ms/step | 31.3 samples/s
+Step 17600/50462 | Loss: 2.6243 | LR: 3.71e-04 | 1918.0ms/step | 31.3 samples/s
+Step 17610/50462 | Loss: 2.6841 | LR: 3.71e-04 | 1919.9ms/step | 31.3 samples/s
+Step 17620/50462 | Loss: 2.6235 | LR: 3.71e-04 | 1920.2ms/step | 31.2 samples/s
+Step 17630/50462 | Loss: 2.6358 | LR: 3.71e-04 | 1919.9ms/step | 31.3 samples/s
+Step 17640/50462 | Loss: 2.6148 | LR: 3.71e-04 | 1914.0ms/step | 31.3 samples/s
+Step 17650/50462 | Loss: 2.6269 | LR: 3.70e-04 | 1917.5ms/step | 31.3 samples/s
+Step 17660/50462 | Loss: 2.6449 | LR: 3.70e-04 | 1917.4ms/step | 31.3 samples/s
+Step 17670/50462 | Loss: 2.6198 | LR: 3.70e-04 | 1917.8ms/step | 31.3 samples/s
+Step 17680/50462 | Loss: 2.6309 | LR: 3.70e-04 | 1918.4ms/step | 31.3 samples/s
+Step 17690/50462 | Loss: 2.6295 | LR: 3.70e-04 | 1918.4ms/step | 31.3 samples/s
+Step 17700/50462 | Loss: 2.5897 | LR: 3.70e-04 | 1916.5ms/step | 31.3 samples/s
+Step 17710/50462 | Loss: 2.6103 | LR: 3.70e-04 | 1919.0ms/step | 31.3 samples/s
+Step 17720/50462 | Loss: 2.6486 | LR: 3.69e-04 | 1918.2ms/step | 31.3 samples/s
+Step 17730/50462 | Loss: 2.6242 | LR: 3.69e-04 | 1917.4ms/step | 31.3 samples/s
+Step 17740/50462 | Loss: 2.6105 | LR: 3.69e-04 | 1912.3ms/step | 31.4 samples/s
+Step 17750/50462 | Loss: 2.6217 | LR: 3.69e-04 | 1917.9ms/step | 31.3 samples/s
+Validation at step 17750: Loss = 2.6243, Perplexity = 13.79
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-17750
+Step 17760/50462 | Loss: 2.5974 | LR: 3.69e-04 | 3243.0ms/step | 18.5 samples/s
+Step 17770/50462 | Loss: 2.6279 | LR: 3.69e-04 | 1906.8ms/step | 31.5 samples/s
+Step 17780/50462 | Loss: 2.5975 | LR: 3.69e-04 | 1906.6ms/step | 31.5 samples/s
+Step 17790/50462 | Loss: 2.6233 | LR: 3.69e-04 | 1909.1ms/step | 31.4 samples/s
+Step 17800/50462 | Loss: 2.6253 | LR: 3.68e-04 | 1912.8ms/step | 31.4 samples/s
+Step 17810/50462 | Loss: 2.6224 | LR: 3.68e-04 | 1912.6ms/step | 31.4 samples/s
+Step 17820/50462 | Loss: 2.5688 | LR: 3.68e-04 | 1913.9ms/step | 31.4 samples/s
+Step 17830/50462 | Loss: 2.6145 | LR: 3.68e-04 | 1915.1ms/step | 31.3 samples/s
+Step 17840/50462 | Loss: 2.6434 | LR: 3.68e-04 | 1919.3ms/step | 31.3 samples/s
+Step 17850/50462 | Loss: 2.6578 | LR: 3.68e-04 | 1919.0ms/step | 31.3 samples/s
+Step 17860/50462 | Loss: 2.6400 | LR: 3.68e-04 | 1917.3ms/step | 31.3 samples/s
+Step 17870/50462 | Loss: 2.6000 | LR: 3.67e-04 | 1918.5ms/step | 31.3 samples/s
+Step 17880/50462 | Loss: 2.6246 | LR: 3.67e-04 | 1914.0ms/step | 31.3 samples/s
+Step 17890/50462 | Loss: 2.6466 | LR: 3.67e-04 | 1912.5ms/step | 31.4 samples/s
+Step 17900/50462 | Loss: 2.6197 | LR: 3.67e-04 | 1916.3ms/step | 31.3 samples/s
+Step 17910/50462 | Loss: 2.6371 | LR: 3.67e-04 | 1915.1ms/step | 31.3 samples/s
+Step 17920/50462 | Loss: 2.6709 | LR: 3.67e-04 | 1915.6ms/step | 31.3 samples/s
+Step 17930/50462 | Loss: 2.6384 | LR: 3.67e-04 | 1920.3ms/step | 31.2 samples/s
+Step 17940/50462 | Loss: 2.6136 | LR: 3.66e-04 | 1918.8ms/step | 31.3 samples/s
+Step 17950/50462 | Loss: 2.6688 | LR: 3.66e-04 | 1920.9ms/step | 31.2 samples/s
+Step 17960/50462 | Loss: 2.6236 | LR: 3.66e-04 | 1920.9ms/step | 31.2 samples/s
+Step 17970/50462 | Loss: 2.6084 | LR: 3.66e-04 | 1921.5ms/step | 31.2 samples/s
+Step 17980/50462 | Loss: 2.6319 | LR: 3.66e-04 | 1924.8ms/step | 31.2 samples/s
+Step 17990/50462 | Loss: 2.6455 | LR: 3.66e-04 | 1914.4ms/step | 31.3 samples/s
+Step 18000/50462 | Loss: 2.6447 | LR: 3.66e-04 | 1912.5ms/step | 31.4 samples/s
+Validation at step 18000: Loss = 2.6224, Perplexity = 13.77
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-18000
+Step 18010/50462 | Loss: 2.6562 | LR: 3.65e-04 | 3259.7ms/step | 18.4 samples/s
+Step 18020/50462 | Loss: 2.6550 | LR: 3.65e-04 | 1904.5ms/step | 31.5 samples/s
+Step 18030/50462 | Loss: 2.6377 | LR: 3.65e-04 | 1912.1ms/step | 31.4 samples/s
+Step 18040/50462 | Loss: 2.6499 | LR: 3.65e-04 | 1913.7ms/step | 31.4 samples/s
+Step 18050/50462 | Loss: 2.6143 | LR: 3.65e-04 | 1918.4ms/step | 31.3 samples/s
+Step 18060/50462 | Loss: 2.6522 | LR: 3.65e-04 | 1914.8ms/step | 31.3 samples/s
+Step 18070/50462 | Loss: 2.6265 | LR: 3.65e-04 | 1915.9ms/step | 31.3 samples/s
+Step 18080/50462 | Loss: 2.5938 | LR: 3.64e-04 | 1916.6ms/step | 31.3 samples/s
+Step 18090/50462 | Loss: 2.6609 | LR: 3.64e-04 | 1918.7ms/step | 31.3 samples/s
+Step 18100/50462 | Loss: 2.5869 | LR: 3.64e-04 | 1916.1ms/step | 31.3 samples/s
+Step 18110/50462 | Loss: 2.6242 | LR: 3.64e-04 | 1914.8ms/step | 31.3 samples/s
+Step 18120/50462 | Loss: 2.6361 | LR: 3.64e-04 | 1915.9ms/step | 31.3 samples/s
+Step 18130/50462 | Loss: 2.6167 | LR: 3.64e-04 | 1916.1ms/step | 31.3 samples/s
+Step 18140/50462 | Loss: 2.6339 | LR: 3.64e-04 | 1915.6ms/step | 31.3 samples/s
+Step 18150/50462 | Loss: 2.6569 | LR: 3.63e-04 | 1917.4ms/step | 31.3 samples/s
+Step 18160/50462 | Loss: 2.6271 | LR: 3.63e-04 | 1916.1ms/step | 31.3 samples/s
+Step 18170/50462 | Loss: 2.6581 | LR: 3.63e-04 | 1916.6ms/step | 31.3 samples/s
+Step 18180/50462 | Loss: 2.6287 | LR: 3.63e-04 | 1918.9ms/step | 31.3 samples/s
+Step 18190/50462 | Loss: 2.6271 | LR: 3.63e-04 | 1915.9ms/step | 31.3 samples/s
+Step 18200/50462 | Loss: 2.6006 | LR: 3.63e-04 | 1915.6ms/step | 31.3 samples/s
+Step 18210/50462 | Loss: 2.5988 | LR: 3.63e-04 | 1916.8ms/step | 31.3 samples/s
+Step 18220/50462 | Loss: 2.6217 | LR: 3.62e-04 | 1913.9ms/step | 31.4 samples/s
+Step 18230/50462 | Loss: 2.6195 | LR: 3.62e-04 | 1916.8ms/step | 31.3 samples/s
+Step 18240/50462 | Loss: 2.6370 | LR: 3.62e-04 | 1916.9ms/step | 31.3 samples/s
+Step 18250/50462 | Loss: 2.6510 | LR: 3.62e-04 | 1918.7ms/step | 31.3 samples/s
+Validation at step 18250: Loss = 2.6186, Perplexity = 13.72
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-18250
+Step 18260/50462 | Loss: 2.6329 | LR: 3.62e-04 | 3244.0ms/step | 18.5 samples/s
+Step 18270/50462 | Loss: 2.6169 | LR: 3.62e-04 | 1904.9ms/step | 31.5 samples/s
+Step 18280/50462 | Loss: 2.6502 | LR: 3.62e-04 | 1909.1ms/step | 31.4 samples/s
+Step 18290/50462 | Loss: 2.6080 | LR: 3.62e-04 | 1914.3ms/step | 31.3 samples/s
+Step 18300/50462 | Loss: 2.5894 | LR: 3.61e-04 | 1912.8ms/step | 31.4 samples/s
+Step 18310/50462 | Loss: 2.6340 | LR: 3.61e-04 | 1917.7ms/step | 31.3 samples/s
+Step 18320/50462 | Loss: 2.6566 | LR: 3.61e-04 | 1917.1ms/step | 31.3 samples/s
+Step 18330/50462 | Loss: 2.5730 | LR: 3.61e-04 | 1919.6ms/step | 31.3 samples/s
+Step 18340/50462 | Loss: 2.6597 | LR: 3.61e-04 | 1918.8ms/step | 31.3 samples/s
+Step 18350/50462 | Loss: 2.5772 | LR: 3.61e-04 | 1919.0ms/step | 31.3 samples/s
+Step 18360/50462 | Loss: 2.6509 | LR: 3.61e-04 | 1915.0ms/step | 31.3 samples/s
+Step 18370/50462 | Loss: 2.6261 | LR: 3.60e-04 | 1914.7ms/step | 31.3 samples/s
+Step 18380/50462 | Loss: 2.6476 | LR: 3.60e-04 | 1916.9ms/step | 31.3 samples/s
+Step 18390/50462 | Loss: 2.6222 | LR: 3.60e-04 | 1917.7ms/step | 31.3 samples/s
+Step 18400/50462 | Loss: 2.6049 | LR: 3.60e-04 | 1918.5ms/step | 31.3 samples/s
+Step 18410/50462 | Loss: 2.6640 | LR: 3.60e-04 | 1917.0ms/step | 31.3 samples/s
+Step 18420/50462 | Loss: 2.6203 | LR: 3.60e-04 | 1918.7ms/step | 31.3 samples/s
+Step 18430/50462 | Loss: 2.5915 | LR: 3.60e-04 | 1915.6ms/step | 31.3 samples/s
+Step 18440/50462 | Loss: 2.6605 | LR: 3.59e-04 | 1916.0ms/step | 31.3 samples/s
+Step 18450/50462 | Loss: 2.5928 | LR: 3.59e-04 | 1914.4ms/step | 31.3 samples/s
+Step 18460/50462 | Loss: 2.6568 | LR: 3.59e-04 | 1918.0ms/step | 31.3 samples/s
+Step 18470/50462 | Loss: 2.6297 | LR: 3.59e-04 | 1916.5ms/step | 31.3 samples/s
+Step 18480/50462 | Loss: 2.5836 | LR: 3.59e-04 | 1915.0ms/step | 31.3 samples/s
+Step 18490/50462 | Loss: 2.6317 | LR: 3.59e-04 | 1917.1ms/step | 31.3 samples/s
+Step 18500/50462 | Loss: 2.6130 | LR: 3.59e-04 | 1915.4ms/step | 31.3 samples/s
+Validation at step 18500: Loss = 2.6158, Perplexity = 13.68
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-18500
+Step 18510/50462 | Loss: 2.5904 | LR: 3.58e-04 | 3232.0ms/step | 18.6 samples/s
+Step 18520/50462 | Loss: 2.6251 | LR: 3.58e-04 | 1912.2ms/step | 31.4 samples/s
+Step 18530/50462 | Loss: 2.6123 | LR: 3.58e-04 | 1912.5ms/step | 31.4 samples/s
+Step 18540/50462 | Loss: 2.6374 | LR: 3.58e-04 | 1915.5ms/step | 31.3 samples/s
+Step 18550/50462 | Loss: 2.6447 | LR: 3.58e-04 | 1917.4ms/step | 31.3 samples/s
+Step 18560/50462 | Loss: 2.5987 | LR: 3.58e-04 | 1917.6ms/step | 31.3 samples/s
+Step 18570/50462 | Loss: 2.5918 | LR: 3.58e-04 | 1918.6ms/step | 31.3 samples/s
+Step 18580/50462 | Loss: 2.5970 | LR: 3.57e-04 | 1917.4ms/step | 31.3 samples/s
+Step 18590/50462 | Loss: 2.6271 | LR: 3.57e-04 | 1915.3ms/step | 31.3 samples/s
+Step 18600/50462 | Loss: 2.6140 | LR: 3.57e-04 | 1916.4ms/step | 31.3 samples/s
+Step 18610/50462 | Loss: 2.5871 | LR: 3.57e-04 | 1917.8ms/step | 31.3 samples/s
+Step 18620/50462 | Loss: 2.5739 | LR: 3.57e-04 | 1920.0ms/step | 31.3 samples/s
+Step 18630/50462 | Loss: 2.6100 | LR: 3.57e-04 | 1917.3ms/step | 31.3 samples/s
+Step 18640/50462 | Loss: 2.5981 | LR: 3.57e-04 | 1916.6ms/step | 31.3 samples/s
+Step 18650/50462 | Loss: 2.6293 | LR: 3.56e-04 | 1920.4ms/step | 31.2 samples/s
+Step 18660/50462 | Loss: 2.6301 | LR: 3.56e-04 | 1917.0ms/step | 31.3 samples/s
+Step 18670/50462 | Loss: 2.6169 | LR: 3.56e-04 | 1918.1ms/step | 31.3 samples/s
+Step 18680/50462 | Loss: 2.5457 | LR: 3.56e-04 | 1912.1ms/step | 31.4 samples/s
+Step 18690/50462 | Loss: 2.6156 | LR: 3.56e-04 | 1917.8ms/step | 31.3 samples/s
+Step 18700/50462 | Loss: 2.5919 | LR: 3.56e-04 | 1917.1ms/step | 31.3 samples/s
+Step 18710/50462 | Loss: 2.6080 | LR: 3.56e-04 | 1914.0ms/step | 31.3 samples/s
+Step 18720/50462 | Loss: 2.6181 | LR: 3.55e-04 | 1916.9ms/step | 31.3 samples/s
+Step 18730/50462 | Loss: 2.6135 | LR: 3.55e-04 | 1918.8ms/step | 31.3 samples/s
+Step 18740/50462 | Loss: 2.5822 | LR: 3.55e-04 | 1918.1ms/step | 31.3 samples/s
+Step 18750/50462 | Loss: 2.6128 | LR: 3.55e-04 | 1917.1ms/step | 31.3 samples/s
+Validation at step 18750: Loss = 2.6147, Perplexity = 13.66
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-18750
+Step 18760/50462 | Loss: 2.6479 | LR: 3.55e-04 | 3237.3ms/step | 18.5 samples/s
+Step 18770/50462 | Loss: 2.6262 | LR: 3.55e-04 | 1904.2ms/step | 31.5 samples/s
+Step 18780/50462 | Loss: 2.5751 | LR: 3.55e-04 | 1906.5ms/step | 31.5 samples/s
+Step 18790/50462 | Loss: 2.6336 | LR: 3.54e-04 | 1912.0ms/step | 31.4 samples/s
+Step 18800/50462 | Loss: 2.6278 | LR: 3.54e-04 | 1915.5ms/step | 31.3 samples/s
+Step 18810/50462 | Loss: 2.6192 | LR: 3.54e-04 | 1914.9ms/step | 31.3 samples/s
+Step 18820/50462 | Loss: 2.6663 | LR: 3.54e-04 | 1915.0ms/step | 31.3 samples/s
+Step 18830/50462 | Loss: 2.6217 | LR: 3.54e-04 | 1916.3ms/step | 31.3 samples/s
+Step 18840/50462 | Loss: 2.6372 | LR: 3.54e-04 | 1916.3ms/step | 31.3 samples/s
+Step 18850/50462 | Loss: 2.5910 | LR: 3.54e-04 | 1916.8ms/step | 31.3 samples/s
+Step 18860/50462 | Loss: 2.6230 | LR: 3.53e-04 | 1918.2ms/step | 31.3 samples/s
+Step 18870/50462 | Loss: 2.6104 | LR: 3.53e-04 | 1913.9ms/step | 31.3 samples/s
+Step 18880/50462 | Loss: 2.6036 | LR: 3.53e-04 | 1915.4ms/step | 31.3 samples/s
+Step 18890/50462 | Loss: 2.5977 | LR: 3.53e-04 | 1913.1ms/step | 31.4 samples/s
+Step 18900/50462 | Loss: 2.6291 | LR: 3.53e-04 | 1913.3ms/step | 31.4 samples/s
+Step 18910/50462 | Loss: 2.6312 | LR: 3.53e-04 | 1912.1ms/step | 31.4 samples/s
+Step 18920/50462 | Loss: 2.6083 | LR: 3.53e-04 | 1915.1ms/step | 31.3 samples/s
+Step 18930/50462 | Loss: 2.6176 | LR: 3.52e-04 | 1915.3ms/step | 31.3 samples/s
+Step 18940/50462 | Loss: 2.6055 | LR: 3.52e-04 | 1919.6ms/step | 31.3 samples/s
+Step 18950/50462 | Loss: 2.6115 | LR: 3.52e-04 | 1919.3ms/step | 31.3 samples/s
+Step 18960/50462 | Loss: 2.5904 | LR: 3.52e-04 | 1917.9ms/step | 31.3 samples/s
+Step 18970/50462 | Loss: 2.5855 | LR: 3.52e-04 | 1919.3ms/step | 31.3 samples/s
+Step 18980/50462 | Loss: 2.5986 | LR: 3.52e-04 | 1917.4ms/step | 31.3 samples/s
+Step 18990/50462 | Loss: 2.6096 | LR: 3.52e-04 | 1918.3ms/step | 31.3 samples/s
+Step 19000/50462 | Loss: 2.6406 | LR: 3.51e-04 | 1918.2ms/step | 31.3 samples/s
+Validation at step 19000: Loss = 2.6116, Perplexity = 13.62
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-19000
+Step 19010/50462 | Loss: 2.5952 | LR: 3.51e-04 | 3256.9ms/step | 18.4 samples/s
+Step 19020/50462 | Loss: 2.5589 | LR: 3.51e-04 | 1903.9ms/step | 31.5 samples/s
+Step 19030/50462 | Loss: 2.5888 | LR: 3.51e-04 | 1907.1ms/step | 31.5 samples/s
+Step 19040/50462 | Loss: 2.5957 | LR: 3.51e-04 | 1912.4ms/step | 31.4 samples/s
+Step 19050/50462 | Loss: 2.6163 | LR: 3.51e-04 | 1913.3ms/step | 31.4 samples/s
+Step 19060/50462 | Loss: 2.6143 | LR: 3.50e-04 | 1918.0ms/step | 31.3 samples/s
+Step 19070/50462 | Loss: 2.6165 | LR: 3.50e-04 | 1916.9ms/step | 31.3 samples/s
+Step 19080/50462 | Loss: 2.6054 | LR: 3.50e-04 | 1917.7ms/step | 31.3 samples/s
+Step 19090/50462 | Loss: 2.6052 | LR: 3.50e-04 | 1916.7ms/step | 31.3 samples/s
+Step 19100/50462 | Loss: 2.6123 | LR: 3.50e-04 | 1916.7ms/step | 31.3 samples/s
+Step 19110/50462 | Loss: 2.6129 | LR: 3.50e-04 | 1917.8ms/step | 31.3 samples/s
+Step 19120/50462 | Loss: 2.6256 | LR: 3.50e-04 | 1914.3ms/step | 31.3 samples/s
+Step 19130/50462 | Loss: 2.6342 | LR: 3.49e-04 | 1916.2ms/step | 31.3 samples/s
+Step 19140/50462 | Loss: 2.6116 | LR: 3.49e-04 | 1915.7ms/step | 31.3 samples/s
+Step 19150/50462 | Loss: 2.6117 | LR: 3.49e-04 | 1912.6ms/step | 31.4 samples/s
+Step 19160/50462 | Loss: 2.6287 | LR: 3.49e-04 | 1914.3ms/step | 31.3 samples/s
+Step 19170/50462 | Loss: 2.5911 | LR: 3.49e-04 | 1918.8ms/step | 31.3 samples/s
+Step 19180/50462 | Loss: 2.5929 | LR: 3.49e-04 | 1920.3ms/step | 31.2 samples/s
+Step 19190/50462 | Loss: 2.6409 | LR: 3.49e-04 | 1918.2ms/step | 31.3 samples/s
+Step 19200/50462 | Loss: 2.5756 | LR: 3.48e-04 | 1917.8ms/step | 31.3 samples/s
+Step 19210/50462 | Loss: 2.6151 | LR: 3.48e-04 | 1918.7ms/step | 31.3 samples/s
+Step 19220/50462 | Loss: 2.6145 | LR: 3.48e-04 | 1919.3ms/step | 31.3 samples/s
+Step 19230/50462 | Loss: 2.6152 | LR: 3.48e-04 | 1919.8ms/step | 31.3 samples/s
+Step 19240/50462 | Loss: 2.6330 | LR: 3.48e-04 | 1917.4ms/step | 31.3 samples/s
+Step 19250/50462 | Loss: 2.6083 | LR: 3.48e-04 | 1917.6ms/step | 31.3 samples/s
+Validation at step 19250: Loss = 2.6086, Perplexity = 13.58
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-19250
+Step 19260/50462 | Loss: 2.5948 | LR: 3.48e-04 | 3233.0ms/step | 18.6 samples/s
+Step 19270/50462 | Loss: 2.5592 | LR: 3.47e-04 | 1906.3ms/step | 31.5 samples/s
+Step 19280/50462 | Loss: 2.6354 | LR: 3.47e-04 | 1914.9ms/step | 31.3 samples/s
+Step 19290/50462 | Loss: 2.5762 | LR: 3.47e-04 | 1915.4ms/step | 31.3 samples/s
+Step 19300/50462 | Loss: 2.6493 | LR: 3.47e-04 | 1916.1ms/step | 31.3 samples/s
+Step 19310/50462 | Loss: 2.5969 | LR: 3.47e-04 | 1916.4ms/step | 31.3 samples/s
+Step 19320/50462 | Loss: 2.5743 | LR: 3.47e-04 | 1917.4ms/step | 31.3 samples/s
+Step 19330/50462 | Loss: 2.6034 | LR: 3.47e-04 | 1920.6ms/step | 31.2 samples/s
+Step 19340/50462 | Loss: 2.6383 | LR: 3.46e-04 | 1917.1ms/step | 31.3 samples/s
+Step 19350/50462 | Loss: 2.5620 | LR: 3.46e-04 | 1918.1ms/step | 31.3 samples/s
+Step 19360/50462 | Loss: 2.6370 | LR: 3.46e-04 | 1919.1ms/step | 31.3 samples/s
+Step 19370/50462 | Loss: 2.6851 | LR: 3.46e-04 | 1916.1ms/step | 31.3 samples/s
+Step 19380/50462 | Loss: 2.6302 | LR: 3.46e-04 | 1915.4ms/step | 31.3 samples/s
+Step 19390/50462 | Loss: 2.6196 | LR: 3.46e-04 | 1917.5ms/step | 31.3 samples/s
+Step 19400/50462 | Loss: 2.5830 | LR: 3.46e-04 | 1917.0ms/step | 31.3 samples/s
+Step 19410/50462 | Loss: 2.6499 | LR: 3.45e-04 | 1917.4ms/step | 31.3 samples/s
+Step 19420/50462 | Loss: 2.6066 | LR: 3.45e-04 | 1917.6ms/step | 31.3 samples/s
+Step 19430/50462 | Loss: 2.6317 | LR: 3.45e-04 | 1917.3ms/step | 31.3 samples/s
+Step 19440/50462 | Loss: 2.5815 | LR: 3.45e-04 | 1917.9ms/step | 31.3 samples/s
+Step 19450/50462 | Loss: 2.5560 | LR: 3.45e-04 | 1917.9ms/step | 31.3 samples/s
+Step 19460/50462 | Loss: 2.5974 | LR: 3.45e-04 | 1916.9ms/step | 31.3 samples/s
+Step 19470/50462 | Loss: 2.6055 | LR: 3.45e-04 | 1918.7ms/step | 31.3 samples/s
+Step 19480/50462 | Loss: 2.5765 | LR: 3.44e-04 | 1917.9ms/step | 31.3 samples/s
+Step 19490/50462 | Loss: 2.6238 | LR: 3.44e-04 | 1920.1ms/step | 31.2 samples/s
+Step 19500/50462 | Loss: 2.5939 | LR: 3.44e-04 | 1918.9ms/step | 31.3 samples/s
+Validation at step 19500: Loss = 2.6057, Perplexity = 13.54
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-19500
+Step 19510/50462 | Loss: 2.6134 | LR: 3.44e-04 | 3246.0ms/step | 18.5 samples/s
+Step 19520/50462 | Loss: 2.6593 | LR: 3.44e-04 | 1904.6ms/step | 31.5 samples/s
+Step 19530/50462 | Loss: 2.5780 | LR: 3.44e-04 | 1913.2ms/step | 31.4 samples/s
+Step 19540/50462 | Loss: 2.6526 | LR: 3.44e-04 | 1918.4ms/step | 31.3 samples/s
+Step 19550/50462 | Loss: 2.5998 | LR: 3.43e-04 | 1916.4ms/step | 31.3 samples/s
+Step 19560/50462 | Loss: 2.5966 | LR: 3.43e-04 | 1916.7ms/step | 31.3 samples/s
+Step 19570/50462 | Loss: 2.6369 | LR: 3.43e-04 | 1919.1ms/step | 31.3 samples/s
+Step 19580/50462 | Loss: 2.5827 | LR: 3.43e-04 | 1915.2ms/step | 31.3 samples/s
+Step 19590/50462 | Loss: 2.6433 | LR: 3.43e-04 | 1918.0ms/step | 31.3 samples/s
+Step 19600/50462 | Loss: 2.6150 | LR: 3.43e-04 | 1918.1ms/step | 31.3 samples/s
+Step 19610/50462 | Loss: 2.6211 | LR: 3.42e-04 | 1922.0ms/step | 31.2 samples/s
+Step 19620/50462 | Loss: 2.6200 | LR: 3.42e-04 | 1917.0ms/step | 31.3 samples/s
+Step 19630/50462 | Loss: 2.5975 | LR: 3.42e-04 | 1918.3ms/step | 31.3 samples/s
+Step 19640/50462 | Loss: 2.6105 | LR: 3.42e-04 | 1919.8ms/step | 31.3 samples/s
+Step 19650/50462 | Loss: 2.6241 | LR: 3.42e-04 | 1921.8ms/step | 31.2 samples/s
+Step 19660/50462 | Loss: 2.5887 | LR: 3.42e-04 | 1921.1ms/step | 31.2 samples/s
+Step 19670/50462 | Loss: 2.5841 | LR: 3.42e-04 | 1919.6ms/step | 31.3 samples/s
+Step 19680/50462 | Loss: 2.6250 | LR: 3.41e-04 | 1920.7ms/step | 31.2 samples/s
+Step 19690/50462 | Loss: 2.6334 | LR: 3.41e-04 | 1919.9ms/step | 31.3 samples/s
+Step 19700/50462 | Loss: 2.6052 | LR: 3.41e-04 | 1919.5ms/step | 31.3 samples/s
+Step 19710/50462 | Loss: 2.6126 | LR: 3.41e-04 | 1915.9ms/step | 31.3 samples/s
+Step 19720/50462 | Loss: 2.6382 | LR: 3.41e-04 | 1917.3ms/step | 31.3 samples/s
+Step 19730/50462 | Loss: 2.5740 | LR: 3.41e-04 | 1911.5ms/step | 31.4 samples/s
+Step 19740/50462 | Loss: 2.6045 | LR: 3.41e-04 | 1911.7ms/step | 31.4 samples/s
+Step 19750/50462 | Loss: 2.5747 | LR: 3.40e-04 | 1915.8ms/step | 31.3 samples/s
+Validation at step 19750: Loss = 2.6020, Perplexity = 13.49
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-19750
+Step 19760/50462 | Loss: 2.6044 | LR: 3.40e-04 | 3230.4ms/step | 18.6 samples/s
+Step 19770/50462 | Loss: 2.5676 | LR: 3.40e-04 | 1906.8ms/step | 31.5 samples/s
+Step 19780/50462 | Loss: 2.5909 | LR: 3.40e-04 | 1915.3ms/step | 31.3 samples/s
+Step 19790/50462 | Loss: 2.5690 | LR: 3.40e-04 | 1916.4ms/step | 31.3 samples/s
+Step 19800/50462 | Loss: 2.6170 | LR: 3.40e-04 | 1918.4ms/step | 31.3 samples/s
+Step 19810/50462 | Loss: 2.6295 | LR: 3.40e-04 | 1916.3ms/step | 31.3 samples/s
+Step 19820/50462 | Loss: 2.5862 | LR: 3.39e-04 | 1917.3ms/step | 31.3 samples/s
+Step 19830/50462 | Loss: 2.5753 | LR: 3.39e-04 | 1918.4ms/step | 31.3 samples/s
+Step 19840/50462 | Loss: 2.5983 | LR: 3.39e-04 | 1915.9ms/step | 31.3 samples/s
+Step 19850/50462 | Loss: 2.6454 | LR: 3.39e-04 | 1915.7ms/step | 31.3 samples/s
+Step 19860/50462 | Loss: 2.6311 | LR: 3.39e-04 | 1912.9ms/step | 31.4 samples/s
+Step 19870/50462 | Loss: 2.6038 | LR: 3.39e-04 | 1915.4ms/step | 31.3 samples/s
+Step 19880/50462 | Loss: 2.6015 | LR: 3.39e-04 | 1915.1ms/step | 31.3 samples/s
+Step 19890/50462 | Loss: 2.5917 | LR: 3.38e-04 | 1915.6ms/step | 31.3 samples/s
+Step 19900/50462 | Loss: 2.6056 | LR: 3.38e-04 | 1917.1ms/step | 31.3 samples/s
+Step 19910/50462 | Loss: 2.6117 | LR: 3.38e-04 | 1915.3ms/step | 31.3 samples/s
+Step 19920/50462 | Loss: 2.6057 | LR: 3.38e-04 | 1918.9ms/step | 31.3 samples/s
+Step 19930/50462 | Loss: 2.6356 | LR: 3.38e-04 | 1918.0ms/step | 31.3 samples/s
+Step 19940/50462 | Loss: 2.5696 | LR: 3.38e-04 | 1920.3ms/step | 31.2 samples/s
+Step 19950/50462 | Loss: 2.5841 | LR: 3.37e-04 | 1916.5ms/step | 31.3 samples/s
+Step 19960/50462 | Loss: 2.5947 | LR: 3.37e-04 | 1914.5ms/step | 31.3 samples/s
+Step 19970/50462 | Loss: 2.6199 | LR: 3.37e-04 | 1914.4ms/step | 31.3 samples/s
+Step 19980/50462 | Loss: 2.6014 | LR: 3.37e-04 | 1914.6ms/step | 31.3 samples/s
+Step 19990/50462 | Loss: 2.5878 | LR: 3.37e-04 | 1917.9ms/step | 31.3 samples/s
+Step 20000/50462 | Loss: 2.6310 | LR: 3.37e-04 | 1914.9ms/step | 31.3 samples/s
+Validation at step 20000: Loss = 2.6000, Perplexity = 13.46
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-20000
+Step 20010/50462 | Loss: 2.5956 | LR: 3.37e-04 | 3233.3ms/step | 18.6 samples/s
+Step 20020/50462 | Loss: 2.6062 | LR: 3.36e-04 | 1911.7ms/step | 31.4 samples/s
+Step 20030/50462 | Loss: 2.5971 | LR: 3.36e-04 | 1912.0ms/step | 31.4 samples/s
+Step 20040/50462 | Loss: 2.5861 | LR: 3.36e-04 | 1910.0ms/step | 31.4 samples/s
+Step 20050/50462 | Loss: 2.6218 | LR: 3.36e-04 | 1914.1ms/step | 31.3 samples/s
+Step 20060/50462 | Loss: 2.6095 | LR: 3.36e-04 | 1914.9ms/step | 31.3 samples/s
+Step 20070/50462 | Loss: 2.6120 | LR: 3.36e-04 | 1917.3ms/step | 31.3 samples/s
+Step 20080/50462 | Loss: 2.5999 | LR: 3.36e-04 | 1918.2ms/step | 31.3 samples/s
+Step 20090/50462 | Loss: 2.5954 | LR: 3.35e-04 | 1919.0ms/step | 31.3 samples/s
+Step 20100/50462 | Loss: 2.6021 | LR: 3.35e-04 | 1918.7ms/step | 31.3 samples/s
+Step 20110/50462 | Loss: 2.6567 | LR: 3.35e-04 | 1919.0ms/step | 31.3 samples/s
+Step 20120/50462 | Loss: 2.6183 | LR: 3.35e-04 | 1918.7ms/step | 31.3 samples/s
+Step 20130/50462 | Loss: 2.6355 | LR: 3.35e-04 | 1919.1ms/step | 31.3 samples/s
+Step 20140/50462 | Loss: 2.6003 | LR: 3.35e-04 | 1920.0ms/step | 31.3 samples/s
+Step 20150/50462 | Loss: 2.6219 | LR: 3.35e-04 | 1919.2ms/step | 31.3 samples/s
+Step 20160/50462 | Loss: 2.6213 | LR: 3.34e-04 | 1917.5ms/step | 31.3 samples/s
+Step 20170/50462 | Loss: 2.5891 | LR: 3.34e-04 | 1918.4ms/step | 31.3 samples/s
+Step 20180/50462 | Loss: 2.6302 | LR: 3.34e-04 | 1917.1ms/step | 31.3 samples/s
+Step 20190/50462 | Loss: 2.6040 | LR: 3.34e-04 | 1918.3ms/step | 31.3 samples/s
+Step 20200/50462 | Loss: 2.5891 | LR: 3.34e-04 | 1917.8ms/step | 31.3 samples/s
+Step 20210/50462 | Loss: 2.6246 | LR: 3.34e-04 | 1919.7ms/step | 31.3 samples/s
+Step 20220/50462 | Loss: 2.5784 | LR: 3.33e-04 | 1920.0ms/step | 31.3 samples/s
+Step 20230/50462 | Loss: 2.5985 | LR: 3.33e-04 | 1916.9ms/step | 31.3 samples/s
+Step 20240/50462 | Loss: 2.5808 | LR: 3.33e-04 | 1916.0ms/step | 31.3 samples/s
+Step 20250/50462 | Loss: 2.6143 | LR: 3.33e-04 | 1918.5ms/step | 31.3 samples/s
+Validation at step 20250: Loss = 2.5986, Perplexity = 13.44
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-20250
+Step 20260/50462 | Loss: 2.6051 | LR: 3.33e-04 | 3221.6ms/step | 18.6 samples/s
+Step 20270/50462 | Loss: 2.6059 | LR: 3.33e-04 | 1907.0ms/step | 31.5 samples/s
+Step 20280/50462 | Loss: 2.6235 | LR: 3.33e-04 | 1911.4ms/step | 31.4 samples/s
+Step 20290/50462 | Loss: 2.5714 | LR: 3.32e-04 | 1909.4ms/step | 31.4 samples/s
+Step 20300/50462 | Loss: 2.6185 | LR: 3.32e-04 | 1911.3ms/step | 31.4 samples/s
+Step 20310/50462 | Loss: 2.6213 | LR: 3.32e-04 | 1912.0ms/step | 31.4 samples/s
+Step 20320/50462 | Loss: 2.6209 | LR: 3.32e-04 | 1915.2ms/step | 31.3 samples/s
+Step 20330/50462 | Loss: 2.5792 | LR: 3.32e-04 | 1916.5ms/step | 31.3 samples/s
+Step 20340/50462 | Loss: 2.6103 | LR: 3.32e-04 | 1918.3ms/step | 31.3 samples/s
+Step 20350/50462 | Loss: 2.6402 | LR: 3.32e-04 | 1917.7ms/step | 31.3 samples/s
+Step 20360/50462 | Loss: 2.6053 | LR: 3.31e-04 | 1917.6ms/step | 31.3 samples/s
+Step 20370/50462 | Loss: 2.5942 | LR: 3.31e-04 | 1915.7ms/step | 31.3 samples/s
+Step 20380/50462 | Loss: 2.5938 | LR: 3.31e-04 | 1916.0ms/step | 31.3 samples/s
+Step 20390/50462 | Loss: 2.5993 | LR: 3.31e-04 | 1915.4ms/step | 31.3 samples/s
+Step 20400/50462 | Loss: 2.5436 | LR: 3.31e-04 | 1917.1ms/step | 31.3 samples/s
+Step 20410/50462 | Loss: 2.5995 | LR: 3.31e-04 | 1917.1ms/step | 31.3 samples/s
+Step 20420/50462 | Loss: 2.6127 | LR: 3.30e-04 | 1917.7ms/step | 31.3 samples/s
+Step 20430/50462 | Loss: 2.6301 | LR: 3.30e-04 | 1919.2ms/step | 31.3 samples/s
+Step 20440/50462 | Loss: 2.6017 | LR: 3.30e-04 | 1920.5ms/step | 31.2 samples/s
+Step 20450/50462 | Loss: 2.5983 | LR: 3.30e-04 | 1916.4ms/step | 31.3 samples/s
+Step 20460/50462 | Loss: 2.5875 | LR: 3.30e-04 | 1916.3ms/step | 31.3 samples/s
+Step 20470/50462 | Loss: 2.5660 | LR: 3.30e-04 | 1914.6ms/step | 31.3 samples/s
+Step 20480/50462 | Loss: 2.6515 | LR: 3.30e-04 | 1915.4ms/step | 31.3 samples/s
+Step 20490/50462 | Loss: 2.6460 | LR: 3.29e-04 | 1915.6ms/step | 31.3 samples/s
+Step 20500/50462 | Loss: 2.6003 | LR: 3.29e-04 | 1915.4ms/step | 31.3 samples/s
+Validation at step 20500: Loss = 2.5953, Perplexity = 13.40
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-20500
+Step 20510/50462 | Loss: 2.6007 | LR: 3.29e-04 | 3256.7ms/step | 18.4 samples/s
+Step 20520/50462 | Loss: 2.5957 | LR: 3.29e-04 | 1904.1ms/step | 31.5 samples/s
+Step 20530/50462 | Loss: 2.5893 | LR: 3.29e-04 | 1908.3ms/step | 31.4 samples/s
+Step 20540/50462 | Loss: 2.5921 | LR: 3.29e-04 | 1911.6ms/step | 31.4 samples/s
+Step 20550/50462 | Loss: 2.5890 | LR: 3.29e-04 | 1914.4ms/step | 31.3 samples/s
+Step 20560/50462 | Loss: 2.5766 | LR: 3.28e-04 | 1915.8ms/step | 31.3 samples/s
+Step 20570/50462 | Loss: 2.5838 | LR: 3.28e-04 | 1916.5ms/step | 31.3 samples/s
+Step 20580/50462 | Loss: 2.6165 | LR: 3.28e-04 | 1915.9ms/step | 31.3 samples/s
+Step 20590/50462 | Loss: 2.6133 | LR: 3.28e-04 | 1914.4ms/step | 31.3 samples/s
+Step 20600/50462 | Loss: 2.5722 | LR: 3.28e-04 | 1914.7ms/step | 31.3 samples/s
+Step 20610/50462 | Loss: 2.5946 | LR: 3.28e-04 | 1917.3ms/step | 31.3 samples/s
+Step 20620/50462 | Loss: 2.5664 | LR: 3.27e-04 | 1916.4ms/step | 31.3 samples/s
+Step 20630/50462 | Loss: 2.6166 | LR: 3.27e-04 | 1918.9ms/step | 31.3 samples/s
+Step 20640/50462 | Loss: 2.6001 | LR: 3.27e-04 | 1917.7ms/step | 31.3 samples/s
+Step 20650/50462 | Loss: 2.6267 | LR: 3.27e-04 | 1915.7ms/step | 31.3 samples/s
+Step 20660/50462 | Loss: 2.6151 | LR: 3.27e-04 | 1912.9ms/step | 31.4 samples/s
+Step 20670/50462 | Loss: 2.6130 | LR: 3.27e-04 | 1915.3ms/step | 31.3 samples/s
+Step 20680/50462 | Loss: 2.6058 | LR: 3.27e-04 | 1916.1ms/step | 31.3 samples/s
+Step 20690/50462 | Loss: 2.6146 | LR: 3.26e-04 | 1914.7ms/step | 31.3 samples/s
+Step 20700/50462 | Loss: 2.6241 | LR: 3.26e-04 | 1913.6ms/step | 31.4 samples/s
+Step 20710/50462 | Loss: 2.6164 | LR: 3.26e-04 | 1911.5ms/step | 31.4 samples/s
+Step 20720/50462 | Loss: 2.5683 | LR: 3.26e-04 | 1913.9ms/step | 31.3 samples/s
+Step 20730/50462 | Loss: 2.5905 | LR: 3.26e-04 | 1913.3ms/step | 31.4 samples/s
+Step 20740/50462 | Loss: 2.6014 | LR: 3.26e-04 | 1917.1ms/step | 31.3 samples/s
+Step 20750/50462 | Loss: 2.6128 | LR: 3.26e-04 | 1915.4ms/step | 31.3 samples/s
+Validation at step 20750: Loss = 2.5928, Perplexity = 13.37
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-20750
+Step 20760/50462 | Loss: 2.6025 | LR: 3.25e-04 | 3335.9ms/step | 18.0 samples/s
+Step 20770/50462 | Loss: 2.6457 | LR: 3.25e-04 | 1903.4ms/step | 31.5 samples/s
+Step 20780/50462 | Loss: 2.6097 | LR: 3.25e-04 | 1908.7ms/step | 31.4 samples/s
+Step 20790/50462 | Loss: 2.5976 | LR: 3.25e-04 | 1910.5ms/step | 31.4 samples/s
+Step 20800/50462 | Loss: 2.6030 | LR: 3.25e-04 | 1916.0ms/step | 31.3 samples/s
+Step 20810/50462 | Loss: 2.5790 | LR: 3.25e-04 | 1917.8ms/step | 31.3 samples/s
+Step 20820/50462 | Loss: 2.5969 | LR: 3.24e-04 | 1914.9ms/step | 31.3 samples/s
+Step 20830/50462 | Loss: 2.5945 | LR: 3.24e-04 | 1916.7ms/step | 31.3 samples/s
+Step 20840/50462 | Loss: 2.6079 | LR: 3.24e-04 | 1916.9ms/step | 31.3 samples/s
+Step 20850/50462 | Loss: 2.5861 | LR: 3.24e-04 | 1916.9ms/step | 31.3 samples/s
+Step 20860/50462 | Loss: 2.5944 | LR: 3.24e-04 | 1914.5ms/step | 31.3 samples/s
+Step 20870/50462 | Loss: 2.6236 | LR: 3.24e-04 | 1915.2ms/step | 31.3 samples/s
+Step 20880/50462 | Loss: 2.5812 | LR: 3.24e-04 | 1917.1ms/step | 31.3 samples/s
+Step 20890/50462 | Loss: 2.5841 | LR: 3.23e-04 | 1915.9ms/step | 31.3 samples/s
+Step 20900/50462 | Loss: 2.6168 | LR: 3.23e-04 | 1917.8ms/step | 31.3 samples/s
+Step 20910/50462 | Loss: 2.5745 | LR: 3.23e-04 | 1919.0ms/step | 31.3 samples/s
+Step 20920/50462 | Loss: 2.6390 | LR: 3.23e-04 | 1918.3ms/step | 31.3 samples/s
+Step 20930/50462 | Loss: 2.6422 | LR: 3.23e-04 | 1916.9ms/step | 31.3 samples/s
+Step 20940/50462 | Loss: 2.5974 | LR: 3.23e-04 | 1919.4ms/step | 31.3 samples/s
+Step 20950/50462 | Loss: 2.5913 | LR: 3.23e-04 | 1919.2ms/step | 31.3 samples/s
+Step 20960/50462 | Loss: 2.5492 | LR: 3.22e-04 | 1919.5ms/step | 31.3 samples/s
+Step 20970/50462 | Loss: 2.6626 | LR: 3.22e-04 | 1920.7ms/step | 31.2 samples/s
+Step 20980/50462 | Loss: 2.5765 | LR: 3.22e-04 | 1917.2ms/step | 31.3 samples/s
+Step 20990/50462 | Loss: 2.5857 | LR: 3.22e-04 | 1915.8ms/step | 31.3 samples/s
+Step 21000/50462 | Loss: 2.6284 | LR: 3.22e-04 | 1912.2ms/step | 31.4 samples/s
+Validation at step 21000: Loss = 2.5917, Perplexity = 13.35
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-21000
+Step 21010/50462 | Loss: 2.6314 | LR: 3.22e-04 | 3320.9ms/step | 18.1 samples/s
+Step 21020/50462 | Loss: 2.6047 | LR: 3.21e-04 | 1910.1ms/step | 31.4 samples/s
+Step 21030/50462 | Loss: 2.5981 | LR: 3.21e-04 | 1912.3ms/step | 31.4 samples/s
+Step 21040/50462 | Loss: 2.6039 | LR: 3.21e-04 | 1913.6ms/step | 31.4 samples/s
+Step 21050/50462 | Loss: 2.6042 | LR: 3.21e-04 | 1915.6ms/step | 31.3 samples/s
+Step 21060/50462 | Loss: 2.6149 | LR: 3.21e-04 | 1916.1ms/step | 31.3 samples/s
+Step 21070/50462 | Loss: 2.6120 | LR: 3.21e-04 | 1917.8ms/step | 31.3 samples/s
+Step 21080/50462 | Loss: 2.5977 | LR: 3.21e-04 | 1917.7ms/step | 31.3 samples/s
+Step 21090/50462 | Loss: 2.5207 | LR: 3.20e-04 | 1920.3ms/step | 31.2 samples/s
+Step 21100/50462 | Loss: 2.6000 | LR: 3.20e-04 | 1918.2ms/step | 31.3 samples/s
+Step 21110/50462 | Loss: 2.6100 | LR: 3.20e-04 | 1919.0ms/step | 31.3 samples/s
+Step 21120/50462 | Loss: 2.6060 | LR: 3.20e-04 | 1918.7ms/step | 31.3 samples/s
+Step 21130/50462 | Loss: 2.5537 | LR: 3.20e-04 | 1918.2ms/step | 31.3 samples/s
+Step 21140/50462 | Loss: 2.5940 | LR: 3.20e-04 | 1916.1ms/step | 31.3 samples/s
+Step 21150/50462 | Loss: 2.5880 | LR: 3.19e-04 | 1920.0ms/step | 31.2 samples/s
+Step 21160/50462 | Loss: 2.5786 | LR: 3.19e-04 | 1917.6ms/step | 31.3 samples/s
+Step 21170/50462 | Loss: 2.5954 | LR: 3.19e-04 | 1915.7ms/step | 31.3 samples/s
+Step 21180/50462 | Loss: 2.5781 | LR: 3.19e-04 | 1914.1ms/step | 31.3 samples/s
+Step 21190/50462 | Loss: 2.6303 | LR: 3.19e-04 | 1918.5ms/step | 31.3 samples/s
+Step 21200/50462 | Loss: 2.5669 | LR: 3.19e-04 | 1917.0ms/step | 31.3 samples/s
+Step 21210/50462 | Loss: 2.5669 | LR: 3.19e-04 | 1917.9ms/step | 31.3 samples/s
+Step 21220/50462 | Loss: 2.6181 | LR: 3.18e-04 | 1917.9ms/step | 31.3 samples/s
+Step 21230/50462 | Loss: 2.5913 | LR: 3.18e-04 | 1917.8ms/step | 31.3 samples/s
+Step 21240/50462 | Loss: 2.5814 | LR: 3.18e-04 | 1914.1ms/step | 31.3 samples/s
+Step 21250/50462 | Loss: 2.5763 | LR: 3.18e-04 | 1915.5ms/step | 31.3 samples/s
+Validation at step 21250: Loss = 2.5894, Perplexity = 13.32
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-21250
+Step 21260/50462 | Loss: 2.5933 | LR: 3.18e-04 | 3370.7ms/step | 17.8 samples/s
+Step 21270/50462 | Loss: 2.5635 | LR: 3.18e-04 | 1904.8ms/step | 31.5 samples/s
+Step 21280/50462 | Loss: 2.6126 | LR: 3.17e-04 | 1911.0ms/step | 31.4 samples/s
+Step 21290/50462 | Loss: 2.5892 | LR: 3.17e-04 | 1912.8ms/step | 31.4 samples/s
+Step 21300/50462 | Loss: 2.6225 | LR: 3.17e-04 | 1912.7ms/step | 31.4 samples/s
+Step 21310/50462 | Loss: 2.5749 | LR: 3.17e-04 | 1913.8ms/step | 31.4 samples/s
+Step 21320/50462 | Loss: 2.5430 | LR: 3.17e-04 | 1917.1ms/step | 31.3 samples/s
+Step 21330/50462 | Loss: 2.5896 | LR: 3.17e-04 | 1918.7ms/step | 31.3 samples/s
+Step 21340/50462 | Loss: 2.5609 | LR: 3.17e-04 | 1914.2ms/step | 31.3 samples/s
+Step 21350/50462 | Loss: 2.5959 | LR: 3.16e-04 | 1915.3ms/step | 31.3 samples/s
+Step 21360/50462 | Loss: 2.6263 | LR: 3.16e-04 | 1915.6ms/step | 31.3 samples/s
+Step 21370/50462 | Loss: 2.5996 | LR: 3.16e-04 | 1914.4ms/step | 31.3 samples/s
+Step 21380/50462 | Loss: 2.5915 | LR: 3.16e-04 | 1915.6ms/step | 31.3 samples/s
+Step 21390/50462 | Loss: 2.5842 | LR: 3.16e-04 | 1919.4ms/step | 31.3 samples/s
+Step 21400/50462 | Loss: 2.5634 | LR: 3.16e-04 | 1919.9ms/step | 31.3 samples/s
+Step 21410/50462 | Loss: 2.6029 | LR: 3.16e-04 | 1915.9ms/step | 31.3 samples/s
+Step 21420/50462 | Loss: 2.5755 | LR: 3.15e-04 | 1918.0ms/step | 31.3 samples/s
+Step 21430/50462 | Loss: 2.5924 | LR: 3.15e-04 | 1917.0ms/step | 31.3 samples/s
+Step 21440/50462 | Loss: 2.5712 | LR: 3.15e-04 | 1917.1ms/step | 31.3 samples/s
+Step 21450/50462 | Loss: 2.5840 | LR: 3.15e-04 | 1914.8ms/step | 31.3 samples/s
+Step 21460/50462 | Loss: 2.5829 | LR: 3.15e-04 | 1917.0ms/step | 31.3 samples/s
+Step 21470/50462 | Loss: 2.6149 | LR: 3.15e-04 | 1917.3ms/step | 31.3 samples/s
+Step 21480/50462 | Loss: 2.5687 | LR: 3.14e-04 | 1914.5ms/step | 31.3 samples/s
+Step 21490/50462 | Loss: 2.5416 | LR: 3.14e-04 | 1916.5ms/step | 31.3 samples/s
+Step 21500/50462 | Loss: 2.5932 | LR: 3.14e-04 | 1917.5ms/step | 31.3 samples/s
+Validation at step 21500: Loss = 2.5872, Perplexity = 13.29
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-21500
+Step 21510/50462 | Loss: 2.6086 | LR: 3.14e-04 | 3357.9ms/step | 17.9 samples/s
+Step 21520/50462 | Loss: 2.5941 | LR: 3.14e-04 | 1905.8ms/step | 31.5 samples/s
+Step 21530/50462 | Loss: 2.5504 | LR: 3.14e-04 | 1910.4ms/step | 31.4 samples/s
+Step 21540/50462 | Loss: 2.6186 | LR: 3.14e-04 | 1914.3ms/step | 31.3 samples/s
+Step 21550/50462 | Loss: 2.6047 | LR: 3.13e-04 | 1916.2ms/step | 31.3 samples/s
+Step 21560/50462 | Loss: 2.5302 | LR: 3.13e-04 | 1921.0ms/step | 31.2 samples/s
+Step 21570/50462 | Loss: 2.5608 | LR: 3.13e-04 | 1921.7ms/step | 31.2 samples/s
+Step 21580/50462 | Loss: 2.5897 | LR: 3.13e-04 | 1917.2ms/step | 31.3 samples/s
+Step 21590/50462 | Loss: 2.6142 | LR: 3.13e-04 | 1914.3ms/step | 31.3 samples/s
+Step 21600/50462 | Loss: 2.5565 | LR: 3.13e-04 | 1917.8ms/step | 31.3 samples/s
+Step 21610/50462 | Loss: 2.5690 | LR: 3.12e-04 | 1921.3ms/step | 31.2 samples/s
+Step 21620/50462 | Loss: 2.6208 | LR: 3.12e-04 | 1919.2ms/step | 31.3 samples/s
+Step 21630/50462 | Loss: 2.5884 | LR: 3.12e-04 | 1918.1ms/step | 31.3 samples/s
+Step 21640/50462 | Loss: 2.5643 | LR: 3.12e-04 | 1920.9ms/step | 31.2 samples/s
+Step 21650/50462 | Loss: 2.5774 | LR: 3.12e-04 | 1919.2ms/step | 31.3 samples/s
+Step 21660/50462 | Loss: 2.6188 | LR: 3.12e-04 | 1918.7ms/step | 31.3 samples/s
+Step 21670/50462 | Loss: 2.5805 | LR: 3.12e-04 | 1919.7ms/step | 31.3 samples/s
+Step 21680/50462 | Loss: 2.5833 | LR: 3.11e-04 | 1920.0ms/step | 31.3 samples/s
+Step 21690/50462 | Loss: 2.5770 | LR: 3.11e-04 | 1919.7ms/step | 31.3 samples/s
+Step 21700/50462 | Loss: 2.5469 | LR: 3.11e-04 | 1921.9ms/step | 31.2 samples/s
+Step 21710/50462 | Loss: 2.5897 | LR: 3.11e-04 | 1917.5ms/step | 31.3 samples/s
+Step 21720/50462 | Loss: 2.5919 | LR: 3.11e-04 | 1920.1ms/step | 31.2 samples/s
+Step 21730/50462 | Loss: 2.5772 | LR: 3.11e-04 | 1920.6ms/step | 31.2 samples/s
+Step 21740/50462 | Loss: 2.6003 | LR: 3.10e-04 | 1920.1ms/step | 31.2 samples/s
+Step 21750/50462 | Loss: 2.5966 | LR: 3.10e-04 | 1921.7ms/step | 31.2 samples/s
+Validation at step 21750: Loss = 2.5852, Perplexity = 13.27
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-21750
+Step 21760/50462 | Loss: 2.5681 | LR: 3.10e-04 | 3350.5ms/step | 17.9 samples/s
+Step 21770/50462 | Loss: 2.5905 | LR: 3.10e-04 | 1907.9ms/step | 31.4 samples/s
+Step 21780/50462 | Loss: 2.5996 | LR: 3.10e-04 | 1912.2ms/step | 31.4 samples/s
+Step 21790/50462 | Loss: 2.6015 | LR: 3.10e-04 | 1917.0ms/step | 31.3 samples/s
+Step 21800/50462 | Loss: 2.5795 | LR: 3.10e-04 | 1914.8ms/step | 31.3 samples/s
+Step 21810/50462 | Loss: 2.6383 | LR: 3.09e-04 | 1916.5ms/step | 31.3 samples/s
+Step 21820/50462 | Loss: 2.6126 | LR: 3.09e-04 | 1918.5ms/step | 31.3 samples/s
+Step 21830/50462 | Loss: 2.5834 | LR: 3.09e-04 | 1920.1ms/step | 31.2 samples/s
+Step 21840/50462 | Loss: 2.5834 | LR: 3.09e-04 | 1919.4ms/step | 31.3 samples/s
+Step 21850/50462 | Loss: 2.5635 | LR: 3.09e-04 | 1919.9ms/step | 31.3 samples/s
+Step 21860/50462 | Loss: 2.6451 | LR: 3.09e-04 | 1919.4ms/step | 31.3 samples/s
+Step 21870/50462 | Loss: 2.6019 | LR: 3.08e-04 | 1918.9ms/step | 31.3 samples/s
+Step 21880/50462 | Loss: 2.6135 | LR: 3.08e-04 | 1917.7ms/step | 31.3 samples/s
+Step 21890/50462 | Loss: 2.6130 | LR: 3.08e-04 | 1918.1ms/step | 31.3 samples/s
+Step 21900/50462 | Loss: 2.5644 | LR: 3.08e-04 | 1922.9ms/step | 31.2 samples/s
+Step 21910/50462 | Loss: 2.6059 | LR: 3.08e-04 | 1919.3ms/step | 31.3 samples/s
+Step 21920/50462 | Loss: 2.5759 | LR: 3.08e-04 | 1919.7ms/step | 31.3 samples/s
+Step 21930/50462 | Loss: 2.5528 | LR: 3.08e-04 | 1919.0ms/step | 31.3 samples/s
+Step 21940/50462 | Loss: 2.5609 | LR: 3.07e-04 | 1919.6ms/step | 31.3 samples/s
+Step 21950/50462 | Loss: 2.6017 | LR: 3.07e-04 | 1917.0ms/step | 31.3 samples/s
+Step 21960/50462 | Loss: 2.5807 | LR: 3.07e-04 | 1917.0ms/step | 31.3 samples/s
+Step 21970/50462 | Loss: 2.6129 | LR: 3.07e-04 | 1921.1ms/step | 31.2 samples/s
+Step 21980/50462 | Loss: 2.5924 | LR: 3.07e-04 | 1917.5ms/step | 31.3 samples/s
+Step 21990/50462 | Loss: 2.6054 | LR: 3.07e-04 | 1916.5ms/step | 31.3 samples/s
+Step 22000/50462 | Loss: 2.5640 | LR: 3.06e-04 | 1918.1ms/step | 31.3 samples/s
+Validation at step 22000: Loss = 2.5815, Perplexity = 13.22
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-22000
+Step 22010/50462 | Loss: 2.6007 | LR: 3.06e-04 | 3349.1ms/step | 17.9 samples/s
+Step 22020/50462 | Loss: 2.6024 | LR: 3.06e-04 | 1909.9ms/step | 31.4 samples/s
+Step 22030/50462 | Loss: 2.5613 | LR: 3.06e-04 | 1915.3ms/step | 31.3 samples/s
+Step 22040/50462 | Loss: 2.6091 | LR: 3.06e-04 | 1915.9ms/step | 31.3 samples/s
+Step 22050/50462 | Loss: 2.5677 | LR: 3.06e-04 | 1917.5ms/step | 31.3 samples/s
+Step 22060/50462 | Loss: 2.5830 | LR: 3.06e-04 | 1915.9ms/step | 31.3 samples/s
+Step 22070/50462 | Loss: 2.6077 | LR: 3.05e-04 | 1917.8ms/step | 31.3 samples/s
+Step 22080/50462 | Loss: 2.6050 | LR: 3.05e-04 | 1916.7ms/step | 31.3 samples/s
+Step 22090/50462 | Loss: 2.6037 | LR: 3.05e-04 | 1917.0ms/step | 31.3 samples/s
+Step 22100/50462 | Loss: 2.5659 | LR: 3.05e-04 | 1917.2ms/step | 31.3 samples/s
+Step 22110/50462 | Loss: 2.6041 | LR: 3.05e-04 | 1915.5ms/step | 31.3 samples/s
+Step 22120/50462 | Loss: 2.5726 | LR: 3.05e-04 | 1916.2ms/step | 31.3 samples/s
+Step 22130/50462 | Loss: 2.5702 | LR: 3.04e-04 | 1918.0ms/step | 31.3 samples/s
+Step 22140/50462 | Loss: 2.6150 | LR: 3.04e-04 | 1920.6ms/step | 31.2 samples/s
+Step 22150/50462 | Loss: 2.5848 | LR: 3.04e-04 | 1918.2ms/step | 31.3 samples/s
+Step 22160/50462 | Loss: 2.5562 | LR: 3.04e-04 | 1917.0ms/step | 31.3 samples/s
+Step 22170/50462 | Loss: 2.6134 | LR: 3.04e-04 | 1920.3ms/step | 31.2 samples/s
+Step 22180/50462 | Loss: 2.6207 | LR: 3.04e-04 | 1919.9ms/step | 31.3 samples/s
+Step 22190/50462 | Loss: 2.5614 | LR: 3.04e-04 | 1918.9ms/step | 31.3 samples/s
+Step 22200/50462 | Loss: 2.6132 | LR: 3.03e-04 | 1919.4ms/step | 31.3 samples/s
+Step 22210/50462 | Loss: 2.6136 | LR: 3.03e-04 | 1918.3ms/step | 31.3 samples/s
+Step 22220/50462 | Loss: 2.5530 | LR: 3.03e-04 | 1919.6ms/step | 31.3 samples/s
+Step 22230/50462 | Loss: 2.5504 | LR: 3.03e-04 | 1918.1ms/step | 31.3 samples/s
+Step 22240/50462 | Loss: 2.5768 | LR: 3.03e-04 | 1919.5ms/step | 31.3 samples/s
+Step 22250/50462 | Loss: 2.6080 | LR: 3.03e-04 | 1918.9ms/step | 31.3 samples/s
+Validation at step 22250: Loss = 2.5790, Perplexity = 13.18
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-22250
+Step 22260/50462 | Loss: 2.5879 | LR: 3.02e-04 | 3376.6ms/step | 17.8 samples/s
+Step 22270/50462 | Loss: 2.5934 | LR: 3.02e-04 | 1906.5ms/step | 31.5 samples/s
+Step 22280/50462 | Loss: 2.5412 | LR: 3.02e-04 | 1912.5ms/step | 31.4 samples/s
+Step 22290/50462 | Loss: 2.5919 | LR: 3.02e-04 | 1915.9ms/step | 31.3 samples/s
+Step 22300/50462 | Loss: 2.5677 | LR: 3.02e-04 | 1918.3ms/step | 31.3 samples/s
+Step 22310/50462 | Loss: 2.5748 | LR: 3.02e-04 | 1917.5ms/step | 31.3 samples/s
+Step 22320/50462 | Loss: 2.5837 | LR: 3.02e-04 | 1915.1ms/step | 31.3 samples/s
+Step 22330/50462 | Loss: 2.5698 | LR: 3.01e-04 | 1917.0ms/step | 31.3 samples/s
+Step 22340/50462 | Loss: 2.5879 | LR: 3.01e-04 | 1917.7ms/step | 31.3 samples/s
+Step 22350/50462 | Loss: 2.6071 | LR: 3.01e-04 | 1919.0ms/step | 31.3 samples/s
+Step 22360/50462 | Loss: 2.5794 | LR: 3.01e-04 | 1918.2ms/step | 31.3 samples/s
+Step 22370/50462 | Loss: 2.5499 | LR: 3.01e-04 | 1917.6ms/step | 31.3 samples/s
+Step 22380/50462 | Loss: 2.5872 | LR: 3.01e-04 | 1916.4ms/step | 31.3 samples/s
+Step 22390/50462 | Loss: 2.5803 | LR: 3.00e-04 | 1914.7ms/step | 31.3 samples/s
+Step 22400/50462 | Loss: 2.5672 | LR: 3.00e-04 | 1918.5ms/step | 31.3 samples/s
+Step 22410/50462 | Loss: 2.5997 | LR: 3.00e-04 | 1917.9ms/step | 31.3 samples/s
+Step 22420/50462 | Loss: 2.5933 | LR: 3.00e-04 | 1917.7ms/step | 31.3 samples/s
+Step 22430/50462 | Loss: 2.6126 | LR: 3.00e-04 | 1916.7ms/step | 31.3 samples/s
+Step 22440/50462 | Loss: 2.6004 | LR: 3.00e-04 | 1920.0ms/step | 31.2 samples/s
+Step 22450/50462 | Loss: 2.5857 | LR: 3.00e-04 | 1921.8ms/step | 31.2 samples/s
+Step 22460/50462 | Loss: 2.6071 | LR: 2.99e-04 | 1917.2ms/step | 31.3 samples/s
+Step 22470/50462 | Loss: 2.5650 | LR: 2.99e-04 | 1918.9ms/step | 31.3 samples/s
+Step 22480/50462 | Loss: 2.6088 | LR: 2.99e-04 | 1920.5ms/step | 31.2 samples/s
+Step 22490/50462 | Loss: 2.6118 | LR: 2.99e-04 | 1918.8ms/step | 31.3 samples/s
+Step 22500/50462 | Loss: 2.6024 | LR: 2.99e-04 | 1919.2ms/step | 31.3 samples/s
+Validation at step 22500: Loss = 2.5768, Perplexity = 13.16
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-22500
+Step 22510/50462 | Loss: 2.6167 | LR: 2.99e-04 | 3344.2ms/step | 17.9 samples/s
+Step 22520/50462 | Loss: 2.6040 | LR: 2.98e-04 | 1903.7ms/step | 31.5 samples/s
+Step 22530/50462 | Loss: 2.5493 | LR: 2.98e-04 | 1908.7ms/step | 31.4 samples/s
+Step 22540/50462 | Loss: 2.5435 | LR: 2.98e-04 | 1913.2ms/step | 31.4 samples/s
+Step 22550/50462 | Loss: 2.5588 | LR: 2.98e-04 | 1916.3ms/step | 31.3 samples/s
+Step 22560/50462 | Loss: 2.5862 | LR: 2.98e-04 | 1914.3ms/step | 31.3 samples/s
+Step 22570/50462 | Loss: 2.5691 | LR: 2.98e-04 | 1916.7ms/step | 31.3 samples/s
+Step 22580/50462 | Loss: 2.6052 | LR: 2.98e-04 | 1916.2ms/step | 31.3 samples/s
+Step 22590/50462 | Loss: 2.5855 | LR: 2.97e-04 | 1917.2ms/step | 31.3 samples/s
+Step 22600/50462 | Loss: 2.5342 | LR: 2.97e-04 | 1918.6ms/step | 31.3 samples/s
+Step 22610/50462 | Loss: 2.5931 | LR: 2.97e-04 | 1920.7ms/step | 31.2 samples/s
+Step 22620/50462 | Loss: 2.5453 | LR: 2.97e-04 | 1916.9ms/step | 31.3 samples/s
+Step 22630/50462 | Loss: 2.5799 | LR: 2.97e-04 | 1916.8ms/step | 31.3 samples/s
+Step 22640/50462 | Loss: 2.6073 | LR: 2.97e-04 | 1912.7ms/step | 31.4 samples/s
+Step 22650/50462 | Loss: 2.5622 | LR: 2.96e-04 | 1914.9ms/step | 31.3 samples/s
+Step 22660/50462 | Loss: 2.5778 | LR: 2.96e-04 | 1918.3ms/step | 31.3 samples/s
+Step 22670/50462 | Loss: 2.6354 | LR: 2.96e-04 | 1919.1ms/step | 31.3 samples/s
+Step 22680/50462 | Loss: 2.5593 | LR: 2.96e-04 | 1921.7ms/step | 31.2 samples/s
+Step 22690/50462 | Loss: 2.5717 | LR: 2.96e-04 | 1921.3ms/step | 31.2 samples/s
+Step 22700/50462 | Loss: 2.5493 | LR: 2.96e-04 | 1920.8ms/step | 31.2 samples/s
+Step 22710/50462 | Loss: 2.5399 | LR: 2.95e-04 | 1919.5ms/step | 31.3 samples/s
+Step 22720/50462 | Loss: 2.5720 | LR: 2.95e-04 | 1918.2ms/step | 31.3 samples/s
+Step 22730/50462 | Loss: 2.5983 | LR: 2.95e-04 | 1919.1ms/step | 31.3 samples/s
+Step 22740/50462 | Loss: 2.5377 | LR: 2.95e-04 | 1921.5ms/step | 31.2 samples/s
+Step 22750/50462 | Loss: 2.5546 | LR: 2.95e-04 | 1918.6ms/step | 31.3 samples/s
+Validation at step 22750: Loss = 2.5723, Perplexity = 13.10
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-22750
+Step 22760/50462 | Loss: 2.5544 | LR: 2.95e-04 | 3366.5ms/step | 17.8 samples/s
+Step 22770/50462 | Loss: 2.5735 | LR: 2.95e-04 | 1910.1ms/step | 31.4 samples/s
+Step 22780/50462 | Loss: 2.5555 | LR: 2.94e-04 | 1912.8ms/step | 31.4 samples/s
+Step 22790/50462 | Loss: 2.5606 | LR: 2.94e-04 | 1917.3ms/step | 31.3 samples/s
+Step 22800/50462 | Loss: 2.5917 | LR: 2.94e-04 | 1919.5ms/step | 31.3 samples/s
+Step 22810/50462 | Loss: 2.5830 | LR: 2.94e-04 | 1919.3ms/step | 31.3 samples/s
+Step 22820/50462 | Loss: 2.5886 | LR: 2.94e-04 | 1919.5ms/step | 31.3 samples/s
+Step 22830/50462 | Loss: 2.6068 | LR: 2.94e-04 | 1920.2ms/step | 31.2 samples/s
+Step 22840/50462 | Loss: 2.5948 | LR: 2.93e-04 | 1918.5ms/step | 31.3 samples/s
+Step 22850/50462 | Loss: 2.5750 | LR: 2.93e-04 | 1921.2ms/step | 31.2 samples/s
+Step 22860/50462 | Loss: 2.5918 | LR: 2.93e-04 | 1918.2ms/step | 31.3 samples/s
+Step 22870/50462 | Loss: 2.5685 | LR: 2.93e-04 | 1919.1ms/step | 31.3 samples/s
+Step 22880/50462 | Loss: 2.5396 | LR: 2.93e-04 | 1918.9ms/step | 31.3 samples/s
+Step 22890/50462 | Loss: 2.6160 | LR: 2.93e-04 | 1921.3ms/step | 31.2 samples/s
+Step 22900/50462 | Loss: 2.6068 | LR: 2.93e-04 | 1917.7ms/step | 31.3 samples/s
+Step 22910/50462 | Loss: 2.5920 | LR: 2.92e-04 | 1920.5ms/step | 31.2 samples/s
+Step 22920/50462 | Loss: 2.5867 | LR: 2.92e-04 | 1921.8ms/step | 31.2 samples/s
+Step 22930/50462 | Loss: 2.5681 | LR: 2.92e-04 | 1920.5ms/step | 31.2 samples/s
+Step 22940/50462 | Loss: 2.5214 | LR: 2.92e-04 | 1920.0ms/step | 31.2 samples/s
+Step 22950/50462 | Loss: 2.5891 | LR: 2.92e-04 | 1918.1ms/step | 31.3 samples/s
+Step 22960/50462 | Loss: 2.5691 | LR: 2.92e-04 | 1920.0ms/step | 31.2 samples/s
+Step 22970/50462 | Loss: 2.5693 | LR: 2.91e-04 | 1920.1ms/step | 31.2 samples/s
+Step 22980/50462 | Loss: 2.6177 | LR: 2.91e-04 | 1918.7ms/step | 31.3 samples/s
+Step 22990/50462 | Loss: 2.5806 | LR: 2.91e-04 | 1922.7ms/step | 31.2 samples/s
+Step 23000/50462 | Loss: 2.5695 | LR: 2.91e-04 | 1921.2ms/step | 31.2 samples/s
+Validation at step 23000: Loss = 2.5694, Perplexity = 13.06
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-23000
+Step 23010/50462 | Loss: 2.5855 | LR: 2.91e-04 | 3367.0ms/step | 17.8 samples/s
+Step 23020/50462 | Loss: 2.5702 | LR: 2.91e-04 | 1907.8ms/step | 31.4 samples/s
+Step 23030/50462 | Loss: 2.5725 | LR: 2.91e-04 | 1913.1ms/step | 31.4 samples/s
+Step 23040/50462 | Loss: 2.5453 | LR: 2.90e-04 | 1918.0ms/step | 31.3 samples/s
+Step 23050/50462 | Loss: 2.5525 | LR: 2.90e-04 | 1919.8ms/step | 31.3 samples/s
+Step 23060/50462 | Loss: 2.6125 | LR: 2.90e-04 | 1921.6ms/step | 31.2 samples/s
+Step 23070/50462 | Loss: 2.5437 | LR: 2.90e-04 | 1919.6ms/step | 31.3 samples/s
+Step 23080/50462 | Loss: 2.5716 | LR: 2.90e-04 | 1917.9ms/step | 31.3 samples/s
+Step 23090/50462 | Loss: 2.5875 | LR: 2.90e-04 | 1920.6ms/step | 31.2 samples/s
+Step 23100/50462 | Loss: 2.5991 | LR: 2.89e-04 | 1918.7ms/step | 31.3 samples/s
+Step 23110/50462 | Loss: 2.5878 | LR: 2.89e-04 | 1921.6ms/step | 31.2 samples/s
+Step 23120/50462 | Loss: 2.5805 | LR: 2.89e-04 | 1919.3ms/step | 31.3 samples/s
+Step 23130/50462 | Loss: 2.6039 | LR: 2.89e-04 | 1918.5ms/step | 31.3 samples/s
+Step 23140/50462 | Loss: 2.5521 | LR: 2.89e-04 | 1918.0ms/step | 31.3 samples/s
+Step 23150/50462 | Loss: 2.6039 | LR: 2.89e-04 | 1920.8ms/step | 31.2 samples/s
+Step 23160/50462 | Loss: 2.6223 | LR: 2.88e-04 | 1920.1ms/step | 31.2 samples/s
+Step 23170/50462 | Loss: 2.6142 | LR: 2.88e-04 | 1916.2ms/step | 31.3 samples/s
+Step 23180/50462 | Loss: 2.5733 | LR: 2.88e-04 | 1917.0ms/step | 31.3 samples/s
+Step 23190/50462 | Loss: 2.5538 | LR: 2.88e-04 | 1917.9ms/step | 31.3 samples/s
+Step 23200/50462 | Loss: 2.6117 | LR: 2.88e-04 | 1916.6ms/step | 31.3 samples/s
+Step 23210/50462 | Loss: 2.5210 | LR: 2.88e-04 | 1920.6ms/step | 31.2 samples/s
+Step 23220/50462 | Loss: 2.5434 | LR: 2.88e-04 | 1921.9ms/step | 31.2 samples/s
+Step 23230/50462 | Loss: 2.5522 | LR: 2.87e-04 | 1919.3ms/step | 31.3 samples/s
+Step 23240/50462 | Loss: 2.6126 | LR: 2.87e-04 | 1920.3ms/step | 31.2 samples/s
+Step 23250/50462 | Loss: 2.5439 | LR: 2.87e-04 | 1921.6ms/step | 31.2 samples/s
+Validation at step 23250: Loss = 2.5680, Perplexity = 13.04
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-23250
+Step 23260/50462 | Loss: 2.6104 | LR: 2.87e-04 | 3300.3ms/step | 18.2 samples/s
+Step 23270/50462 | Loss: 2.5615 | LR: 2.87e-04 | 1908.8ms/step | 31.4 samples/s
+Step 23280/50462 | Loss: 2.5575 | LR: 2.87e-04 | 1913.3ms/step | 31.4 samples/s
+Step 23290/50462 | Loss: 2.5519 | LR: 2.86e-04 | 1912.9ms/step | 31.4 samples/s
+Step 23300/50462 | Loss: 2.5712 | LR: 2.86e-04 | 1917.0ms/step | 31.3 samples/s
+Step 23310/50462 | Loss: 2.5339 | LR: 2.86e-04 | 1917.0ms/step | 31.3 samples/s
+Step 23320/50462 | Loss: 2.6054 | LR: 2.86e-04 | 1919.3ms/step | 31.3 samples/s
+Step 23330/50462 | Loss: 2.5900 | LR: 2.86e-04 | 1918.0ms/step | 31.3 samples/s
+Step 23340/50462 | Loss: 2.6022 | LR: 2.86e-04 | 1917.9ms/step | 31.3 samples/s
+Step 23350/50462 | Loss: 2.6056 | LR: 2.86e-04 | 1917.5ms/step | 31.3 samples/s
+Step 23360/50462 | Loss: 2.6127 | LR: 2.85e-04 | 1917.8ms/step | 31.3 samples/s
+Step 23370/50462 | Loss: 2.5723 | LR: 2.85e-04 | 1921.1ms/step | 31.2 samples/s
+Step 23380/50462 | Loss: 2.5632 | LR: 2.85e-04 | 1919.9ms/step | 31.3 samples/s
+Step 23390/50462 | Loss: 2.5646 | LR: 2.85e-04 | 1918.7ms/step | 31.3 samples/s
+Step 23400/50462 | Loss: 2.5662 | LR: 2.85e-04 | 1921.0ms/step | 31.2 samples/s
+Step 23410/50462 | Loss: 2.6002 | LR: 2.85e-04 | 1917.7ms/step | 31.3 samples/s
+Step 23420/50462 | Loss: 2.5583 | LR: 2.84e-04 | 1917.8ms/step | 31.3 samples/s
+Step 23430/50462 | Loss: 2.5597 | LR: 2.84e-04 | 1915.6ms/step | 31.3 samples/s
+Step 23440/50462 | Loss: 2.5456 | LR: 2.84e-04 | 1911.5ms/step | 31.4 samples/s
+Step 23450/50462 | Loss: 2.5879 | LR: 2.84e-04 | 1916.8ms/step | 31.3 samples/s
+Step 23460/50462 | Loss: 2.6075 | LR: 2.84e-04 | 1917.9ms/step | 31.3 samples/s
+Step 23470/50462 | Loss: 2.5878 | LR: 2.84e-04 | 1918.8ms/step | 31.3 samples/s
+Step 23480/50462 | Loss: 2.6080 | LR: 2.83e-04 | 1918.9ms/step | 31.3 samples/s
+Step 23490/50462 | Loss: 2.5771 | LR: 2.83e-04 | 1918.0ms/step | 31.3 samples/s
+Step 23500/50462 | Loss: 2.6030 | LR: 2.83e-04 | 1918.9ms/step | 31.3 samples/s
+Validation at step 23500: Loss = 2.5647, Perplexity = 13.00
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-23500
+Step 23510/50462 | Loss: 2.5620 | LR: 2.83e-04 | 3323.9ms/step | 18.1 samples/s
+Step 23520/50462 | Loss: 2.5566 | LR: 2.83e-04 | 1909.8ms/step | 31.4 samples/s
+Step 23530/50462 | Loss: 2.5854 | LR: 2.83e-04 | 1910.4ms/step | 31.4 samples/s
+Step 23540/50462 | Loss: 2.5454 | LR: 2.83e-04 | 1915.5ms/step | 31.3 samples/s
+Step 23550/50462 | Loss: 2.5317 | LR: 2.82e-04 | 1914.8ms/step | 31.3 samples/s
+Step 23560/50462 | Loss: 2.5810 | LR: 2.82e-04 | 1920.0ms/step | 31.2 samples/s
+Step 23570/50462 | Loss: 2.5613 | LR: 2.82e-04 | 1919.7ms/step | 31.3 samples/s
+Step 23580/50462 | Loss: 2.4938 | LR: 2.82e-04 | 1917.5ms/step | 31.3 samples/s
+Step 23590/50462 | Loss: 2.5752 | LR: 2.82e-04 | 1914.9ms/step | 31.3 samples/s
+Step 23600/50462 | Loss: 2.5744 | LR: 2.82e-04 | 1917.4ms/step | 31.3 samples/s
+Step 23610/50462 | Loss: 2.5991 | LR: 2.81e-04 | 1915.1ms/step | 31.3 samples/s
+Step 23620/50462 | Loss: 2.5470 | LR: 2.81e-04 | 1918.9ms/step | 31.3 samples/s
+Step 23630/50462 | Loss: 2.6072 | LR: 2.81e-04 | 1919.4ms/step | 31.3 samples/s
+Step 23640/50462 | Loss: 2.5496 | LR: 2.81e-04 | 1918.3ms/step | 31.3 samples/s
+Step 23650/50462 | Loss: 2.5554 | LR: 2.81e-04 | 1920.9ms/step | 31.2 samples/s
+Step 23660/50462 | Loss: 2.5927 | LR: 2.81e-04 | 1919.8ms/step | 31.3 samples/s
+Step 23670/50462 | Loss: 2.5765 | LR: 2.81e-04 | 1916.9ms/step | 31.3 samples/s
+Step 23680/50462 | Loss: 2.5918 | LR: 2.80e-04 | 1919.3ms/step | 31.3 samples/s
+Step 23690/50462 | Loss: 2.5802 | LR: 2.80e-04 | 1920.0ms/step | 31.2 samples/s
+Step 23700/50462 | Loss: 2.5540 | LR: 2.80e-04 | 1919.6ms/step | 31.3 samples/s
+Step 23710/50462 | Loss: 2.5416 | LR: 2.80e-04 | 1920.8ms/step | 31.2 samples/s
+Step 23720/50462 | Loss: 2.5291 | LR: 2.80e-04 | 1918.9ms/step | 31.3 samples/s
+Step 23730/50462 | Loss: 2.6220 | LR: 2.80e-04 | 1916.9ms/step | 31.3 samples/s
+Step 23740/50462 | Loss: 2.5110 | LR: 2.79e-04 | 1918.4ms/step | 31.3 samples/s
+Step 23750/50462 | Loss: 2.5536 | LR: 2.79e-04 | 1917.3ms/step | 31.3 samples/s
+Validation at step 23750: Loss = 2.5631, Perplexity = 12.98
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-23750
+Step 23760/50462 | Loss: 2.5656 | LR: 2.79e-04 | 3317.2ms/step | 18.1 samples/s
+Step 23770/50462 | Loss: 2.5946 | LR: 2.79e-04 | 1907.5ms/step | 31.5 samples/s
+Step 23780/50462 | Loss: 2.5999 | LR: 2.79e-04 | 1909.8ms/step | 31.4 samples/s
+Step 23790/50462 | Loss: 2.5386 | LR: 2.79e-04 | 1912.8ms/step | 31.4 samples/s
+Step 23800/50462 | Loss: 2.5739 | LR: 2.78e-04 | 1916.6ms/step | 31.3 samples/s
+Step 23810/50462 | Loss: 2.5641 | LR: 2.78e-04 | 1918.5ms/step | 31.3 samples/s
+Step 23820/50462 | Loss: 2.5327 | LR: 2.78e-04 | 1921.7ms/step | 31.2 samples/s
+Step 23830/50462 | Loss: 2.5759 | LR: 2.78e-04 | 1916.2ms/step | 31.3 samples/s
+Step 23840/50462 | Loss: 2.5660 | LR: 2.78e-04 | 1916.5ms/step | 31.3 samples/s
+Step 23850/50462 | Loss: 2.5816 | LR: 2.78e-04 | 1914.0ms/step | 31.3 samples/s
+Step 23860/50462 | Loss: 2.5858 | LR: 2.78e-04 | 1915.6ms/step | 31.3 samples/s
+Step 23870/50462 | Loss: 2.5554 | LR: 2.77e-04 | 1915.9ms/step | 31.3 samples/s
+Step 23880/50462 | Loss: 2.5437 | LR: 2.77e-04 | 1915.8ms/step | 31.3 samples/s
+Step 23890/50462 | Loss: 2.5793 | LR: 2.77e-04 | 1913.4ms/step | 31.4 samples/s
+Step 23900/50462 | Loss: 2.5673 | LR: 2.77e-04 | 1915.3ms/step | 31.3 samples/s
+Step 23910/50462 | Loss: 2.5711 | LR: 2.77e-04 | 1915.8ms/step | 31.3 samples/s
+Step 23920/50462 | Loss: 2.5255 | LR: 2.77e-04 | 1917.1ms/step | 31.3 samples/s
+Step 23930/50462 | Loss: 2.5589 | LR: 2.76e-04 | 1920.2ms/step | 31.2 samples/s
+Step 23940/50462 | Loss: 2.5703 | LR: 2.76e-04 | 1916.4ms/step | 31.3 samples/s
+Step 23950/50462 | Loss: 2.5777 | LR: 2.76e-04 | 1917.6ms/step | 31.3 samples/s
+Step 23960/50462 | Loss: 2.6121 | LR: 2.76e-04 | 1917.0ms/step | 31.3 samples/s
+Step 23970/50462 | Loss: 2.5487 | LR: 2.76e-04 | 1918.7ms/step | 31.3 samples/s
+Step 23980/50462 | Loss: 2.5724 | LR: 2.76e-04 | 1918.2ms/step | 31.3 samples/s
+Step 23990/50462 | Loss: 2.5543 | LR: 2.75e-04 | 1921.6ms/step | 31.2 samples/s
+Step 24000/50462 | Loss: 2.5509 | LR: 2.75e-04 | 1922.6ms/step | 31.2 samples/s
+Validation at step 24000: Loss = 2.5615, Perplexity = 12.95
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-24000
+Step 24010/50462 | Loss: 2.5704 | LR: 2.75e-04 | 3306.2ms/step | 18.1 samples/s
+Step 24020/50462 | Loss: 2.5469 | LR: 2.75e-04 | 1908.5ms/step | 31.4 samples/s
+Step 24030/50462 | Loss: 2.6080 | LR: 2.75e-04 | 1914.2ms/step | 31.3 samples/s
+Step 24040/50462 | Loss: 2.5106 | LR: 2.75e-04 | 1910.2ms/step | 31.4 samples/s
+Step 24050/50462 | Loss: 2.5759 | LR: 2.75e-04 | 1914.0ms/step | 31.3 samples/s
+Step 24060/50462 | Loss: 2.5586 | LR: 2.74e-04 | 1911.8ms/step | 31.4 samples/s
+Step 24070/50462 | Loss: 2.5932 | LR: 2.74e-04 | 1913.8ms/step | 31.4 samples/s
+Step 24080/50462 | Loss: 2.5644 | LR: 2.74e-04 | 1911.8ms/step | 31.4 samples/s
+Step 24090/50462 | Loss: 2.5453 | LR: 2.74e-04 | 1913.9ms/step | 31.3 samples/s
+Step 24100/50462 | Loss: 2.5883 | LR: 2.74e-04 | 1915.4ms/step | 31.3 samples/s
+Step 24110/50462 | Loss: 2.5725 | LR: 2.74e-04 | 1919.7ms/step | 31.3 samples/s
+Step 24120/50462 | Loss: 2.6224 | LR: 2.73e-04 | 1915.5ms/step | 31.3 samples/s
+Step 24130/50462 | Loss: 2.5619 | LR: 2.73e-04 | 1916.4ms/step | 31.3 samples/s
+Step 24140/50462 | Loss: 2.5855 | LR: 2.73e-04 | 1913.6ms/step | 31.4 samples/s
+Step 24150/50462 | Loss: 2.5569 | LR: 2.73e-04 | 1913.3ms/step | 31.4 samples/s
+Step 24160/50462 | Loss: 2.5845 | LR: 2.73e-04 | 1918.4ms/step | 31.3 samples/s
+Step 24170/50462 | Loss: 2.6187 | LR: 2.73e-04 | 1914.1ms/step | 31.3 samples/s
+Step 24180/50462 | Loss: 2.5653 | LR: 2.72e-04 | 1916.1ms/step | 31.3 samples/s
+Step 24190/50462 | Loss: 2.5935 | LR: 2.72e-04 | 1920.3ms/step | 31.2 samples/s
+Step 24200/50462 | Loss: 2.5767 | LR: 2.72e-04 | 1918.5ms/step | 31.3 samples/s
+Step 24210/50462 | Loss: 2.5606 | LR: 2.72e-04 | 1916.8ms/step | 31.3 samples/s
+Step 24220/50462 | Loss: 2.5891 | LR: 2.72e-04 | 1916.2ms/step | 31.3 samples/s
+Step 24230/50462 | Loss: 2.5711 | LR: 2.72e-04 | 1919.5ms/step | 31.3 samples/s
+Step 24240/50462 | Loss: 2.5804 | LR: 2.72e-04 | 1920.2ms/step | 31.2 samples/s
+Step 24250/50462 | Loss: 2.5341 | LR: 2.71e-04 | 1920.2ms/step | 31.2 samples/s
+Validation at step 24250: Loss = 2.5599, Perplexity = 12.93
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-24250
+Step 24260/50462 | Loss: 2.5763 | LR: 2.71e-04 | 3313.3ms/step | 18.1 samples/s
+Step 24270/50462 | Loss: 2.5842 | LR: 2.71e-04 | 1909.1ms/step | 31.4 samples/s
+Step 24280/50462 | Loss: 2.5979 | LR: 2.71e-04 | 1916.2ms/step | 31.3 samples/s
+Step 24290/50462 | Loss: 2.5651 | LR: 2.71e-04 | 1916.5ms/step | 31.3 samples/s
+Step 24300/50462 | Loss: 2.5761 | LR: 2.71e-04 | 1916.5ms/step | 31.3 samples/s
+Step 24310/50462 | Loss: 2.6213 | LR: 2.70e-04 | 1919.1ms/step | 31.3 samples/s
+Step 24320/50462 | Loss: 2.5773 | LR: 2.70e-04 | 1917.9ms/step | 31.3 samples/s
+Step 24330/50462 | Loss: 2.5504 | LR: 2.70e-04 | 1918.1ms/step | 31.3 samples/s
+Step 24340/50462 | Loss: 2.5622 | LR: 2.70e-04 | 1917.8ms/step | 31.3 samples/s
+Step 24350/50462 | Loss: 2.5579 | LR: 2.70e-04 | 1915.7ms/step | 31.3 samples/s
+Step 24360/50462 | Loss: 2.5533 | LR: 2.70e-04 | 1919.1ms/step | 31.3 samples/s
+Step 24370/50462 | Loss: 2.5233 | LR: 2.70e-04 | 1917.2ms/step | 31.3 samples/s
+Step 24380/50462 | Loss: 2.5419 | LR: 2.69e-04 | 1917.1ms/step | 31.3 samples/s
+Step 24390/50462 | Loss: 2.5278 | LR: 2.69e-04 | 1916.0ms/step | 31.3 samples/s
+Step 24400/50462 | Loss: 2.5644 | LR: 2.69e-04 | 1918.0ms/step | 31.3 samples/s
+Step 24410/50462 | Loss: 2.5930 | LR: 2.69e-04 | 1917.1ms/step | 31.3 samples/s
+Step 24420/50462 | Loss: 2.5546 | LR: 2.69e-04 | 1915.0ms/step | 31.3 samples/s
+Step 24430/50462 | Loss: 2.5757 | LR: 2.69e-04 | 1918.9ms/step | 31.3 samples/s
+Step 24440/50462 | Loss: 2.5336 | LR: 2.68e-04 | 1915.1ms/step | 31.3 samples/s
+Step 24450/50462 | Loss: 2.5851 | LR: 2.68e-04 | 1917.5ms/step | 31.3 samples/s
+Step 24460/50462 | Loss: 2.5941 | LR: 2.68e-04 | 1915.1ms/step | 31.3 samples/s
+Step 24470/50462 | Loss: 2.6035 | LR: 2.68e-04 | 1916.3ms/step | 31.3 samples/s
+Step 24480/50462 | Loss: 2.5568 | LR: 2.68e-04 | 1915.4ms/step | 31.3 samples/s
+Step 24490/50462 | Loss: 2.5891 | LR: 2.68e-04 | 1916.3ms/step | 31.3 samples/s
+Step 24500/50462 | Loss: 2.5715 | LR: 2.67e-04 | 1917.9ms/step | 31.3 samples/s
+Validation at step 24500: Loss = 2.5575, Perplexity = 12.90
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-24500
+Step 24510/50462 | Loss: 2.5525 | LR: 2.67e-04 | 3289.2ms/step | 18.2 samples/s
+Step 24520/50462 | Loss: 2.5302 | LR: 2.67e-04 | 1906.8ms/step | 31.5 samples/s
+Step 24530/50462 | Loss: 2.5616 | LR: 2.67e-04 | 1914.0ms/step | 31.3 samples/s
+Step 24540/50462 | Loss: 2.5409 | LR: 2.67e-04 | 1913.0ms/step | 31.4 samples/s
+Step 24550/50462 | Loss: 2.5575 | LR: 2.67e-04 | 1917.7ms/step | 31.3 samples/s
+Step 24560/50462 | Loss: 2.5335 | LR: 2.67e-04 | 1915.9ms/step | 31.3 samples/s
+Step 24570/50462 | Loss: 2.5300 | LR: 2.66e-04 | 1915.2ms/step | 31.3 samples/s
+Step 24580/50462 | Loss: 2.5632 | LR: 2.66e-04 | 1915.7ms/step | 31.3 samples/s
+Step 24590/50462 | Loss: 2.5515 | LR: 2.66e-04 | 1915.6ms/step | 31.3 samples/s
+Step 24600/50462 | Loss: 2.5722 | LR: 2.66e-04 | 1917.7ms/step | 31.3 samples/s
+Step 24610/50462 | Loss: 2.5539 | LR: 2.66e-04 | 1915.3ms/step | 31.3 samples/s
+Step 24620/50462 | Loss: 2.5544 | LR: 2.66e-04 | 1914.5ms/step | 31.3 samples/s
+Step 24630/50462 | Loss: 2.5556 | LR: 2.65e-04 | 1917.6ms/step | 31.3 samples/s
+Step 24640/50462 | Loss: 2.5525 | LR: 2.65e-04 | 1916.2ms/step | 31.3 samples/s
+Step 24650/50462 | Loss: 2.5975 | LR: 2.65e-04 | 1917.1ms/step | 31.3 samples/s
+Step 24660/50462 | Loss: 2.5325 | LR: 2.65e-04 | 1915.8ms/step | 31.3 samples/s
+Step 24670/50462 | Loss: 2.5614 | LR: 2.65e-04 | 1918.3ms/step | 31.3 samples/s
+Step 24680/50462 | Loss: 2.5687 | LR: 2.65e-04 | 1921.1ms/step | 31.2 samples/s
+Step 24690/50462 | Loss: 2.5623 | LR: 2.64e-04 | 1914.7ms/step | 31.3 samples/s
+Step 24700/50462 | Loss: 2.5812 | LR: 2.64e-04 | 1914.9ms/step | 31.3 samples/s
+Step 24710/50462 | Loss: 2.5817 | LR: 2.64e-04 | 1916.2ms/step | 31.3 samples/s
+Step 24720/50462 | Loss: 2.6140 | LR: 2.64e-04 | 1917.4ms/step | 31.3 samples/s
+Step 24730/50462 | Loss: 2.5172 | LR: 2.64e-04 | 1915.4ms/step | 31.3 samples/s
+Step 24740/50462 | Loss: 2.5727 | LR: 2.64e-04 | 1917.0ms/step | 31.3 samples/s
+Step 24750/50462 | Loss: 2.5804 | LR: 2.64e-04 | 1916.5ms/step | 31.3 samples/s
+Validation at step 24750: Loss = 2.5550, Perplexity = 12.87
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-24750
+Step 24760/50462 | Loss: 2.5866 | LR: 2.63e-04 | 3314.7ms/step | 18.1 samples/s
+Step 24770/50462 | Loss: 2.5768 | LR: 2.63e-04 | 1909.5ms/step | 31.4 samples/s
+Step 24780/50462 | Loss: 2.5522 | LR: 2.63e-04 | 1912.7ms/step | 31.4 samples/s
+Step 24790/50462 | Loss: 2.5706 | LR: 2.63e-04 | 1916.8ms/step | 31.3 samples/s
+Step 24800/50462 | Loss: 2.5663 | LR: 2.63e-04 | 1915.0ms/step | 31.3 samples/s
+Step 24810/50462 | Loss: 2.5716 | LR: 2.63e-04 | 1919.4ms/step | 31.3 samples/s
+Step 24820/50462 | Loss: 2.5308 | LR: 2.62e-04 | 1921.7ms/step | 31.2 samples/s
+Step 24830/50462 | Loss: 2.5180 | LR: 2.62e-04 | 1915.8ms/step | 31.3 samples/s
+Step 24840/50462 | Loss: 2.6053 | LR: 2.62e-04 | 1915.5ms/step | 31.3 samples/s
+Step 24850/50462 | Loss: 2.5135 | LR: 2.62e-04 | 1916.4ms/step | 31.3 samples/s
+Step 24860/50462 | Loss: 2.5796 | LR: 2.62e-04 | 1915.8ms/step | 31.3 samples/s
+Step 24870/50462 | Loss: 2.5684 | LR: 2.62e-04 | 1916.6ms/step | 31.3 samples/s
+Step 24880/50462 | Loss: 2.5529 | LR: 2.61e-04 | 1918.3ms/step | 31.3 samples/s
+Step 24890/50462 | Loss: 2.5741 | LR: 2.61e-04 | 1920.2ms/step | 31.2 samples/s
+Step 24900/50462 | Loss: 2.5163 | LR: 2.61e-04 | 1918.1ms/step | 31.3 samples/s
+Step 24910/50462 | Loss: 2.5546 | LR: 2.61e-04 | 1922.2ms/step | 31.2 samples/s
+Step 24920/50462 | Loss: 2.5793 | LR: 2.61e-04 | 1919.7ms/step | 31.3 samples/s
+Step 24930/50462 | Loss: 2.6156 | LR: 2.61e-04 | 1915.9ms/step | 31.3 samples/s
+Step 24940/50462 | Loss: 2.5532 | LR: 2.61e-04 | 1918.2ms/step | 31.3 samples/s
+Step 24950/50462 | Loss: 2.5496 | LR: 2.60e-04 | 1918.6ms/step | 31.3 samples/s
+Step 24960/50462 | Loss: 2.5499 | LR: 2.60e-04 | 1920.8ms/step | 31.2 samples/s
+Step 24970/50462 | Loss: 2.5637 | LR: 2.60e-04 | 1920.9ms/step | 31.2 samples/s
+Step 24980/50462 | Loss: 2.5610 | LR: 2.60e-04 | 1919.1ms/step | 31.3 samples/s
+Step 24990/50462 | Loss: 2.5498 | LR: 2.60e-04 | 1914.8ms/step | 31.3 samples/s
+Step 25000/50462 | Loss: 2.5279 | LR: 2.60e-04 | 1917.2ms/step | 31.3 samples/s
+Validation at step 25000: Loss = 2.5534, Perplexity = 12.85
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-25000
+Step 25010/50462 | Loss: 2.5552 | LR: 2.59e-04 | 3325.2ms/step | 18.0 samples/s
+Step 25020/50462 | Loss: 2.5639 | LR: 2.59e-04 | 1914.6ms/step | 31.3 samples/s
+Step 25030/50462 | Loss: 2.5129 | LR: 2.59e-04 | 1918.0ms/step | 31.3 samples/s
+Step 25040/50462 | Loss: 2.5663 | LR: 2.59e-04 | 1918.9ms/step | 31.3 samples/s
+Step 25050/50462 | Loss: 2.5824 | LR: 2.59e-04 | 1919.7ms/step | 31.3 samples/s
+Step 25060/50462 | Loss: 2.5516 | LR: 2.59e-04 | 1918.0ms/step | 31.3 samples/s
+Step 25070/50462 | Loss: 2.5131 | LR: 2.58e-04 | 1919.5ms/step | 31.3 samples/s
+Step 25080/50462 | Loss: 2.5531 | LR: 2.58e-04 | 1915.7ms/step | 31.3 samples/s
+Step 25090/50462 | Loss: 2.5462 | LR: 2.58e-04 | 1917.9ms/step | 31.3 samples/s
+Step 25100/50462 | Loss: 2.5578 | LR: 2.58e-04 | 1916.9ms/step | 31.3 samples/s
+Step 25110/50462 | Loss: 2.5729 | LR: 2.58e-04 | 1917.2ms/step | 31.3 samples/s
+Step 25120/50462 | Loss: 2.5111 | LR: 2.58e-04 | 1920.0ms/step | 31.2 samples/s
+Step 25130/50462 | Loss: 2.5517 | LR: 2.58e-04 | 1919.1ms/step | 31.3 samples/s
+Step 25140/50462 | Loss: 2.5666 | LR: 2.57e-04 | 1916.7ms/step | 31.3 samples/s
+Step 25150/50462 | Loss: 2.5725 | LR: 2.57e-04 | 1913.2ms/step | 31.4 samples/s
+Step 25160/50462 | Loss: 2.5593 | LR: 2.57e-04 | 1913.5ms/step | 31.4 samples/s
+Step 25170/50462 | Loss: 2.5515 | LR: 2.57e-04 | 1916.1ms/step | 31.3 samples/s
+Step 25180/50462 | Loss: 2.5691 | LR: 2.57e-04 | 1916.7ms/step | 31.3 samples/s
+Step 25190/50462 | Loss: 2.5850 | LR: 2.57e-04 | 1910.0ms/step | 31.4 samples/s
+Step 25200/50462 | Loss: 2.6062 | LR: 2.56e-04 | 1911.6ms/step | 31.4 samples/s
+Step 25210/50462 | Loss: 2.5470 | LR: 2.56e-04 | 1912.9ms/step | 31.4 samples/s
+Step 25220/50462 | Loss: 2.5726 | LR: 2.56e-04 | 1915.4ms/step | 31.3 samples/s
+Step 25230/50462 | Loss: 2.5274 | LR: 2.56e-04 | 1917.1ms/step | 31.3 samples/s
+Step 25240/50462 | Loss: 2.5635 | LR: 2.56e-04 | 1917.8ms/step | 31.3 samples/s
+Step 25250/50462 | Loss: 2.5729 | LR: 2.56e-04 | 1916.2ms/step | 31.3 samples/s
+Validation at step 25250: Loss = 2.5510, Perplexity = 12.82
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-25250
+Step 25260/50462 | Loss: 2.5577 | LR: 2.55e-04 | 3282.5ms/step | 18.3 samples/s
+Step 25270/50462 | Loss: 2.5683 | LR: 2.55e-04 | 1907.0ms/step | 31.5 samples/s
+Step 25280/50462 | Loss: 2.5626 | LR: 2.55e-04 | 1911.1ms/step | 31.4 samples/s
+Step 25290/50462 | Loss: 2.5496 | LR: 2.55e-04 | 1914.8ms/step | 31.3 samples/s
+Step 25300/50462 | Loss: 2.5372 | LR: 2.55e-04 | 1917.1ms/step | 31.3 samples/s
+Step 25310/50462 | Loss: 2.5889 | LR: 2.55e-04 | 1919.0ms/step | 31.3 samples/s
+Step 25320/50462 | Loss: 2.5803 | LR: 2.55e-04 | 1916.6ms/step | 31.3 samples/s
+Step 25330/50462 | Loss: 2.5998 | LR: 2.54e-04 | 1918.5ms/step | 31.3 samples/s
+Step 25340/50462 | Loss: 2.5688 | LR: 2.54e-04 | 1918.9ms/step | 31.3 samples/s
+Step 25350/50462 | Loss: 2.5634 | LR: 2.54e-04 | 1916.2ms/step | 31.3 samples/s
+Step 25360/50462 | Loss: 2.5904 | LR: 2.54e-04 | 1917.5ms/step | 31.3 samples/s
+Step 25370/50462 | Loss: 2.5336 | LR: 2.54e-04 | 1918.0ms/step | 31.3 samples/s
+Step 25380/50462 | Loss: 2.5489 | LR: 2.54e-04 | 1919.9ms/step | 31.3 samples/s
+Step 25390/50462 | Loss: 2.5222 | LR: 2.53e-04 | 1919.7ms/step | 31.3 samples/s
+Step 25400/50462 | Loss: 2.5528 | LR: 2.53e-04 | 1918.8ms/step | 31.3 samples/s
+Step 25410/50462 | Loss: 2.5505 | LR: 2.53e-04 | 1919.0ms/step | 31.3 samples/s
+Step 25420/50462 | Loss: 2.5880 | LR: 2.53e-04 | 1918.3ms/step | 31.3 samples/s
+Step 25430/50462 | Loss: 2.5397 | LR: 2.53e-04 | 1916.4ms/step | 31.3 samples/s
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_134623-qctui00g/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260825_134623-qctui00g/files/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0c3e38c4cce87cb53d52f45f6ac8cbf8688a7d92
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_134623-qctui00g/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-20260825_134623-qctui00g/files/wandb-metadata.json b/epfl_final/SparseAtt/wandb/run-20260825_134623-qctui00g/files/wandb-metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..62de8acd8193c72e4121ea98d5d045a7582ccd96
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_134623-qctui00g/files/wandb-metadata.json
@@ -0,0 +1,79 @@
+{
+  "os":  "Linux-6.8.0-124-generic-x86_64-with-glibc2.35",
+  "python":  "CPython 3.13.13",
+  "startedAt":  "2026-08-25T13:46:23.233653Z",
+  "args":  [
+    "--config",
+    "configs/p2_1p2b_dense_seed71_6gpu.json"
+  ],
+  "program":  "/mloscratch/homes/navasard/sparse/SparseAtt/train.py",
+  "codePath":  "train.py",
+  "codePathLocal":  "train.py",
+  "git":  {
+    "remote":  "https://github.com/rubentium/TokenPrune.git",
+    "commit":  "5637886f0cc760009989b14e68c6ae06d4827418"
+  },
+  "email":  "ruben.navasardyan@mail.utoronto.ca",
+  "root":  "/mloscratch/homes/navasard/sparse/SparseAtt",
+  "host":  "h100-train-6-gpu-0-36",
+  "executable":  "/mloscratch/homes/navasard/conda/bin/python3.13",
+  "cpu_count":  96,
+  "cpu_count_logical":  192,
+  "gpu":  "NVIDIA H100 80GB HBM3",
+  "gpu_count":  6,
+  "disk":  {
+    "/":  {
+      "total":  "9371709865984",
+      "used":  "6628745785344"
+    }
+  },
+  "memory":  {
+    "total":  "1623005732864"
+  },
+  "gpu_nvidia":  [
+    {
+      "name":  "NVIDIA H100 80GB HBM3",
+      "memoryTotal":  "85520809984",
+      "cudaCores":  16896,
+      "architecture":  "Hopper",
+      "uuid":  "GPU-98029aa4-c589-b65b-3ab7-6495256f31ed"
+    },
+    {
+      "name":  "NVIDIA H100 80GB HBM3",
+      "memoryTotal":  "85520809984",
+      "cudaCores":  16896,
+      "architecture":  "Hopper",
+      "uuid":  "GPU-37a1c6c2-d3df-3064-44df-33fa82304bd0"
+    },
+    {
+      "name":  "NVIDIA H100 80GB HBM3",
+      "memoryTotal":  "85520809984",
+      "cudaCores":  16896,
+      "architecture":  "Hopper",
+      "uuid":  "GPU-9a903f43-9348-6fa6-bcf7-e12bd01803a7"
+    },
+    {
+      "name":  "NVIDIA H100 80GB HBM3",
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+      "architecture":  "Hopper",
+      "uuid":  "GPU-b87e8111-63b6-b364-28b9-c4ce747aec08"
+    },
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+      "architecture":  "Hopper",
+      "uuid":  "GPU-bbbaaf81-9234-a1c6-0093-6d87b4e6af4c"
+    }
+  ],
+  "cudaVersion":  "13.0",
+  "writerId":  "gddirbrgmxpp0auwnnxbbrtphub8t2o7"
+}
\ No newline at end of file
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_134623-qctui00g/logs/debug-internal.log b/epfl_final/SparseAtt/wandb/run-20260825_134623-qctui00g/logs/debug-internal.log
new file mode 100644
index 0000000000000000000000000000000000000000..079f51cd5e92ee32bb2c8db9e89d2fdd12a4a92b
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_134623-qctui00g/logs/debug-internal.log
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+{"time":"2026-08-25T20:30:40.236227094Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":2539,"history_lines":1,"events_offset":3230,"events_lines":2,"console_offset":1325,"console_lines":1}
+{"time":"2026-08-25T20:30:40.522366596Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-08-25T20:30:55.236057841Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":2540,"history_lines":1,"events_offset":3232,"events_lines":2,"console_offset":1326,"console_lines":1}
+{"time":"2026-08-25T20:30:55.477152628Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-08-25T20:31:10.235517894Z","level":"INFO","msg":"filestream: sending request","total_files":1,"events_offset":3234,"events_lines":2}
+{"time":"2026-08-25T20:31:10.491221903Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-08-25T20:31:25.236446663Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":2541,"history_lines":1,"events_offset":3236,"events_lines":2,"console_offset":1327,"console_lines":1}
+{"time":"2026-08-25T20:31:25.475928587Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_134623-qctui00g/logs/debug.log b/epfl_final/SparseAtt/wandb/run-20260825_134623-qctui00g/logs/debug.log
new file mode 100644
index 0000000000000000000000000000000000000000..548e75dc1bac74004f0ce8e165844506d27a2883
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_134623-qctui00g/logs/debug.log
@@ -0,0 +1,20 @@
+2026-08-25 13:46:23,256 INFO    MainThread:231 [wandb_setup.py:_flush():81] Current SDK version is 0.26.1
+2026-08-25 13:46:23,256 INFO    MainThread:231 [wandb_setup.py:_flush():81] Configure stats pid to 231
+2026-08-25 13:46:23,256 INFO    MainThread:231 [wandb_setup.py:_flush():81] Loading settings from environment variables
+2026-08-25 13:46:23,256 INFO    MainThread:231 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260825_134623-qctui00g/logs/debug.log
+2026-08-25 13:46:23,256 INFO    MainThread:231 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260825_134623-qctui00g/logs/debug-internal.log
+2026-08-25 13:46:23,256 INFO    MainThread:231 [wandb_init.py:init():850] calling init triggers
+2026-08-25 13:46:23,257 INFO    MainThread:231 [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': '/mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253', 'resume_from_checkpoint': '/mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-13250', 'force_new_run': False, 'num_epochs': 1, 'max_steps': 50462, 'per_device_batch_size': 1, 'gradient_accumulation_steps': 10, 'learning_rate': 0.0005, 'weight_decay': 0.01, 'warmup_steps': 750, 'lr_scheduler': 'cosine', 'max_grad_norm': 1.0, 'save_steps': 250, 'eval_steps': 250, 'eval_batches': 50, 'logging_steps': 10, 'seed': 71, 'verbose': True, 'checkpoint_activations': False, 'strategy': 'ddp', 'mixed_precision': 'bf16', 'wandb_enabled': True, 'wandb_project': 'stochastic_sparsity', 'wandb_name': '1.2b dense 8k seed71 6gpu', 'wandb_tags': ['qwen3', '1.2b', '8k', 'p2', 'dense', 'seed71'], 'hidden_size': 1536, 'intermediate_size': 6144, 'num_attention_heads': 12, 'num_key_value_heads': 4, 'num_hidden_layers': 28, 'head_dim': None, 'attention_dropout': None, 'rope_train_position_scale_set': None, 'attention_type': 'sparse_stochastic', 'sparse_block_size': 128, 'sparse_num_random_blocks': 31, 'sparse_mask_pool_size': 1, 'sparse_val_dense_compare': False, 'sparse_layer_indices': None, 'sparse_mask_cache_dir': None, 'sparse_mask_seed': 0, 'sparse_mixed_nrb_set': None, 'dense_mode': True, 'dense_step_intervals': None, '_wandb': {}}
+2026-08-25 13:46:23,257 INFO    MainThread:231 [wandb_init.py:init():898] starting backend
+2026-08-25 13:46:24,026 INFO    MainThread:231 [wandb_init.py:init():913] sending inform_init request
+2026-08-25 13:46:24,569 INFO    MainThread:231 [wandb_init.py:init():918] backend started and connected
+2026-08-25 13:46:24,575 INFO    MainThread:231 [wandb_init.py:init():988] updated telemetry
+2026-08-25 13:46:24,607 INFO    MainThread:231 [wandb_init.py:init():1011] communicating run to backend with 90.0 second timeout
+2026-08-25 13:46:25,231 INFO    MainThread:231 [wandb_init.py:init():1051] run resumed
+2026-08-25 13:46:25,233 INFO    MainThread:231 [wandb_init.py:init():1056] starting run threads in backend
+2026-08-25 13:46:25,677 INFO    MainThread:231 [wandb_run.py:_console_start():2554] atexit reg
+2026-08-25 13:46:25,677 INFO    MainThread:231 [wandb_run.py:_redirect():2403] redirect: wrap_raw
+2026-08-25 13:46:25,677 INFO    MainThread:231 [wandb_run.py:_redirect():2472] Wrapping output streams.
+2026-08-25 13:46:25,677 INFO    MainThread:231 [wandb_run.py:_redirect():2495] Redirects installed.
+2026-08-25 13:46:25,686 INFO    MainThread:231 [wandb_init.py:init():1094] run started, returning control to user process
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_134623-qctui00g/run-qctui00g.wandb b/epfl_final/SparseAtt/wandb/run-20260825_134623-qctui00g/run-qctui00g.wandb
new file mode 100644
index 0000000000000000000000000000000000000000..c6e9fb8b599395b8926b80ba8f66dc8271ab2cb1
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_134623-qctui00g/run-qctui00g.wandb
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d8ce713b4fd0ca06350e870fecb068905dcd0896af1f6d929081250d12089cd3
+size 11665408
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_135931-rgmkfpnl/files/output.log b/epfl_final/SparseAtt/wandb/run-20260825_135931-rgmkfpnl/files/output.log
new file mode 100644
index 0000000000000000000000000000000000000000..24d236a3c348f91bfb4af2a696fc8d7b23b27bf4
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_135931-rgmkfpnl/files/output.log
@@ -0,0 +1,501 @@
+Starting training...
+Validation at step 20500: Loss = 2.6218, Perplexity = 13.76
+wandb: WARNING Tried to log to step 20500 that is less than the current step 20651. 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 20501: dense (dense step interval)
+Step 20510/50462 | Loss: 2.6112 | LR: 3.29e-04 | 73487.6ms/step | 0.8 samples/s
+wandb: WARNING Tried to log to step 20510 that is less than the current step 20651. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 20520/50462 | Loss: 2.6233 | LR: 3.29e-04 | 5205.4ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 20520 that is less than the current step 20651. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 20530/50462 | Loss: 2.6291 | LR: 3.29e-04 | 5229.9ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 20530 that is less than the current step 20651. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 20540/50462 | Loss: 2.6162 | LR: 3.29e-04 | 5238.7ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 20540 that is less than the current step 20651. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 20550/50462 | Loss: 2.6236 | LR: 3.29e-04 | 5243.9ms/step | 11.4 samples/s
+wandb: WARNING Tried to log to step 20550 that is less than the current step 20651. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 20560/50462 | Loss: 2.5945 | LR: 3.28e-04 | 5245.3ms/step | 11.4 samples/s
+wandb: WARNING Tried to log to step 20560 that is less than the current step 20651. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 20570/50462 | Loss: 2.5894 | LR: 3.28e-04 | 5247.0ms/step | 11.4 samples/s
+wandb: WARNING Tried to log to step 20570 that is less than the current step 20651. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 20580/50462 | Loss: 2.6280 | LR: 3.28e-04 | 5253.8ms/step | 11.4 samples/s
+wandb: WARNING Tried to log to step 20580 that is less than the current step 20651. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 20590/50462 | Loss: 2.6127 | LR: 3.28e-04 | 5246.6ms/step | 11.4 samples/s
+wandb: WARNING Tried to log to step 20590 that is less than the current step 20651. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 20600/50462 | Loss: 2.6063 | LR: 3.28e-04 | 5249.4ms/step | 11.4 samples/s
+wandb: WARNING Tried to log to step 20600 that is less than the current step 20651. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 20610/50462 | Loss: 2.6273 | LR: 3.28e-04 | 5231.0ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 20610 that is less than the current step 20651. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 20620/50462 | Loss: 2.5983 | LR: 3.27e-04 | 5223.2ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 20620 that is less than the current step 20651. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 20630/50462 | Loss: 2.6366 | LR: 3.27e-04 | 5231.8ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 20630 that is less than the current step 20651. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 20640/50462 | Loss: 2.6148 | LR: 3.27e-04 | 5241.1ms/step | 11.4 samples/s
+wandb: WARNING Tried to log to step 20640 that is less than the current step 20651. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 20650/50462 | Loss: 2.6097 | LR: 3.27e-04 | 5239.8ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 20650 that is less than the current step 20651. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 20660/50462 | Loss: 2.6029 | LR: 3.27e-04 | 5236.5ms/step | 11.5 samples/s
+Step 20670/50462 | Loss: 2.6037 | LR: 3.27e-04 | 5234.5ms/step | 11.5 samples/s
+Step 20680/50462 | Loss: 2.5932 | LR: 3.27e-04 | 5247.3ms/step | 11.4 samples/s
+Step 20690/50462 | Loss: 2.5839 | LR: 3.26e-04 | 5250.9ms/step | 11.4 samples/s
+Step 20700/50462 | Loss: 2.6363 | LR: 3.26e-04 | 5250.7ms/step | 11.4 samples/s
+Step 20710/50462 | Loss: 2.6164 | LR: 3.26e-04 | 5253.2ms/step | 11.4 samples/s
+Step 20720/50462 | Loss: 2.6060 | LR: 3.26e-04 | 5254.0ms/step | 11.4 samples/s
+Step 20730/50462 | Loss: 2.6053 | LR: 3.26e-04 | 5247.7ms/step | 11.4 samples/s
+Step 20740/50462 | Loss: 2.6442 | LR: 3.26e-04 | 5249.8ms/step | 11.4 samples/s
+Step 20750/50462 | Loss: 2.6224 | LR: 3.26e-04 | 5249.3ms/step | 11.4 samples/s
+Validation at step 20750: Loss = 2.6191, Perplexity = 13.72
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-20750
+Step 20760/50462 | Loss: 2.6160 | LR: 3.25e-04 | 10161.8ms/step | 5.9 samples/s
+Step 20770/50462 | Loss: 2.6229 | LR: 3.25e-04 | 5253.7ms/step | 11.4 samples/s
+Step 20780/50462 | Loss: 2.6009 | LR: 3.25e-04 | 5252.2ms/step | 11.4 samples/s
+Step 20790/50462 | Loss: 2.6164 | LR: 3.25e-04 | 5254.2ms/step | 11.4 samples/s
+Step 20800/50462 | Loss: 2.5992 | LR: 3.25e-04 | 5258.3ms/step | 11.4 samples/s
+Step 20810/50462 | Loss: 2.5972 | LR: 3.25e-04 | 5258.7ms/step | 11.4 samples/s
+Step 20820/50462 | Loss: 2.6085 | LR: 3.24e-04 | 5261.7ms/step | 11.4 samples/s
+Step 20830/50462 | Loss: 2.5909 | LR: 3.24e-04 | 5256.6ms/step | 11.4 samples/s
+Step 20840/50462 | Loss: 2.6176 | LR: 3.24e-04 | 5260.6ms/step | 11.4 samples/s
+Step 20850/50462 | Loss: 2.6036 | LR: 3.24e-04 | 5261.2ms/step | 11.4 samples/s
+Step 20860/50462 | Loss: 2.6108 | LR: 3.24e-04 | 5253.8ms/step | 11.4 samples/s
+Step 20870/50462 | Loss: 2.5858 | LR: 3.24e-04 | 5254.0ms/step | 11.4 samples/s
+Step 20880/50462 | Loss: 2.6262 | LR: 3.24e-04 | 5263.0ms/step | 11.4 samples/s
+Step 20890/50462 | Loss: 2.5930 | LR: 3.23e-04 | 5259.3ms/step | 11.4 samples/s
+Step 20900/50462 | Loss: 2.6070 | LR: 3.23e-04 | 5258.7ms/step | 11.4 samples/s
+Step 20910/50462 | Loss: 2.6087 | LR: 3.23e-04 | 5256.9ms/step | 11.4 samples/s
+Step 20920/50462 | Loss: 2.6149 | LR: 3.23e-04 | 5237.1ms/step | 11.5 samples/s
+Step 20930/50462 | Loss: 2.6183 | LR: 3.23e-04 | 5257.2ms/step | 11.4 samples/s
+Step 20940/50462 | Loss: 2.6188 | LR: 3.23e-04 | 5266.6ms/step | 11.4 samples/s
+Step 20950/50462 | Loss: 2.5984 | LR: 3.23e-04 | 5267.3ms/step | 11.4 samples/s
+Step 20960/50462 | Loss: 2.6118 | LR: 3.22e-04 | 5268.8ms/step | 11.4 samples/s
+Step 20970/50462 | Loss: 2.5773 | LR: 3.22e-04 | 5263.5ms/step | 11.4 samples/s
+Step 20980/50462 | Loss: 2.5792 | LR: 3.22e-04 | 5265.1ms/step | 11.4 samples/s
+Step 20990/50462 | Loss: 2.6189 | LR: 3.22e-04 | 5269.0ms/step | 11.4 samples/s
+Step 21000/50462 | Loss: 2.6017 | LR: 3.22e-04 | 5265.6ms/step | 11.4 samples/s
+Validation at step 21000: Loss = 2.6156, Perplexity = 13.68
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-21000
+Step 21010/50462 | Loss: 2.6160 | LR: 3.22e-04 | 10149.1ms/step | 5.9 samples/s
+Step 21020/50462 | Loss: 2.6125 | LR: 3.21e-04 | 5251.7ms/step | 11.4 samples/s
+Step 21030/50462 | Loss: 2.6044 | LR: 3.21e-04 | 5260.8ms/step | 11.4 samples/s
+Step 21040/50462 | Loss: 2.5867 | LR: 3.21e-04 | 5267.4ms/step | 11.4 samples/s
+Step 21050/50462 | Loss: 2.5965 | LR: 3.21e-04 | 5265.4ms/step | 11.4 samples/s
+Step 21060/50462 | Loss: 2.6080 | LR: 3.21e-04 | 5270.1ms/step | 11.4 samples/s
+Step 21070/50462 | Loss: 2.6120 | LR: 3.21e-04 | 5270.5ms/step | 11.4 samples/s
+Step 21080/50462 | Loss: 2.6176 | LR: 3.21e-04 | 5242.5ms/step | 11.4 samples/s
+Step 21090/50462 | Loss: 2.6208 | LR: 3.20e-04 | 5256.4ms/step | 11.4 samples/s
+Step 21100/50462 | Loss: 2.6153 | LR: 3.20e-04 | 5231.1ms/step | 11.5 samples/s
+Step 21110/50462 | Loss: 2.6228 | LR: 3.20e-04 | 5257.0ms/step | 11.4 samples/s
+Step 21120/50462 | Loss: 2.6257 | LR: 3.20e-04 | 5265.2ms/step | 11.4 samples/s
+Step 21130/50462 | Loss: 2.5953 | LR: 3.20e-04 | 5256.5ms/step | 11.4 samples/s
+Step 21140/50462 | Loss: 2.6149 | LR: 3.20e-04 | 5261.0ms/step | 11.4 samples/s
+Step 21150/50462 | Loss: 2.5738 | LR: 3.19e-04 | 5260.1ms/step | 11.4 samples/s
+Step 21160/50462 | Loss: 2.6027 | LR: 3.19e-04 | 5265.8ms/step | 11.4 samples/s
+Step 21170/50462 | Loss: 2.6093 | LR: 3.19e-04 | 5265.0ms/step | 11.4 samples/s
+Step 21180/50462 | Loss: 2.5972 | LR: 3.19e-04 | 5264.6ms/step | 11.4 samples/s
+Step 21190/50462 | Loss: 2.5984 | LR: 3.19e-04 | 5261.6ms/step | 11.4 samples/s
+Step 21200/50462 | Loss: 2.6017 | LR: 3.19e-04 | 5259.2ms/step | 11.4 samples/s
+Step 21210/50462 | Loss: 2.6179 | LR: 3.19e-04 | 5268.5ms/step | 11.4 samples/s
+Step 21220/50462 | Loss: 2.5977 | LR: 3.18e-04 | 5262.3ms/step | 11.4 samples/s
+Step 21230/50462 | Loss: 2.5941 | LR: 3.18e-04 | 5252.0ms/step | 11.4 samples/s
+Step 21240/50462 | Loss: 2.6092 | LR: 3.18e-04 | 5244.4ms/step | 11.4 samples/s
+Step 21250/50462 | Loss: 2.6074 | LR: 3.18e-04 | 5259.3ms/step | 11.4 samples/s
+Validation at step 21250: Loss = 2.6139, Perplexity = 13.65
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-21250
+Step 21260/50462 | Loss: 2.6159 | LR: 3.18e-04 | 10146.0ms/step | 5.9 samples/s
+Step 21270/50462 | Loss: 2.6063 | LR: 3.18e-04 | 5234.7ms/step | 11.5 samples/s
+Step 21280/50462 | Loss: 2.6003 | LR: 3.17e-04 | 5245.1ms/step | 11.4 samples/s
+Step 21290/50462 | Loss: 2.5630 | LR: 3.17e-04 | 5259.0ms/step | 11.4 samples/s
+Step 21300/50462 | Loss: 2.6113 | LR: 3.17e-04 | 5255.7ms/step | 11.4 samples/s
+Step 21310/50462 | Loss: 2.6041 | LR: 3.17e-04 | 5258.0ms/step | 11.4 samples/s
+Step 21320/50462 | Loss: 2.6098 | LR: 3.17e-04 | 5254.2ms/step | 11.4 samples/s
+Step 21330/50462 | Loss: 2.5988 | LR: 3.17e-04 | 5255.0ms/step | 11.4 samples/s
+Step 21340/50462 | Loss: 2.5928 | LR: 3.17e-04 | 5259.6ms/step | 11.4 samples/s
+Step 21350/50462 | Loss: 2.6224 | LR: 3.16e-04 | 5268.1ms/step | 11.4 samples/s
+Step 21360/50462 | Loss: 2.6198 | LR: 3.16e-04 | 5260.9ms/step | 11.4 samples/s
+Step 21370/50462 | Loss: 2.6144 | LR: 3.16e-04 | 5254.4ms/step | 11.4 samples/s
+Step 21380/50462 | Loss: 2.6049 | LR: 3.16e-04 | 5247.8ms/step | 11.4 samples/s
+Step 21390/50462 | Loss: 2.6159 | LR: 3.16e-04 | 5218.8ms/step | 11.5 samples/s
+Step 21400/50462 | Loss: 2.6273 | LR: 3.16e-04 | 5217.5ms/step | 11.5 samples/s
+Step 21410/50462 | Loss: 2.5950 | LR: 3.16e-04 | 5215.5ms/step | 11.5 samples/s
+Step 21420/50462 | Loss: 2.6088 | LR: 3.15e-04 | 5210.9ms/step | 11.5 samples/s
+Step 21430/50462 | Loss: 2.5994 | LR: 3.15e-04 | 5213.2ms/step | 11.5 samples/s
+Step 21440/50462 | Loss: 2.5965 | LR: 3.15e-04 | 5213.2ms/step | 11.5 samples/s
+Step 21450/50462 | Loss: 2.5874 | LR: 3.15e-04 | 5242.4ms/step | 11.4 samples/s
+Step 21460/50462 | Loss: 2.6141 | LR: 3.15e-04 | 5248.5ms/step | 11.4 samples/s
+Step 21470/50462 | Loss: 2.6077 | LR: 3.15e-04 | 5252.6ms/step | 11.4 samples/s
+Step 21480/50462 | Loss: 2.5992 | LR: 3.14e-04 | 5259.2ms/step | 11.4 samples/s
+Step 21490/50462 | Loss: 2.6112 | LR: 3.14e-04 | 5260.9ms/step | 11.4 samples/s
+Step 21500/50462 | Loss: 2.6164 | LR: 3.14e-04 | 5266.0ms/step | 11.4 samples/s
+Validation at step 21500: Loss = 2.6104, Perplexity = 13.61
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-21500
+Step 21510/50462 | Loss: 2.5989 | LR: 3.14e-04 | 10179.1ms/step | 5.9 samples/s
+Step 21520/50462 | Loss: 2.5899 | LR: 3.14e-04 | 5253.1ms/step | 11.4 samples/s
+Step 21530/50462 | Loss: 2.6009 | LR: 3.14e-04 | 5264.4ms/step | 11.4 samples/s
+Step 21540/50462 | Loss: 2.5802 | LR: 3.14e-04 | 5268.1ms/step | 11.4 samples/s
+Step 21550/50462 | Loss: 2.6108 | LR: 3.13e-04 | 5267.1ms/step | 11.4 samples/s
+Step 21560/50462 | Loss: 2.5729 | LR: 3.13e-04 | 5266.3ms/step | 11.4 samples/s
+Step 21570/50462 | Loss: 2.5971 | LR: 3.13e-04 | 5268.0ms/step | 11.4 samples/s
+Step 21580/50462 | Loss: 2.5911 | LR: 3.13e-04 | 5268.1ms/step | 11.4 samples/s
+Step 21590/50462 | Loss: 2.6012 | LR: 3.13e-04 | 5268.5ms/step | 11.4 samples/s
+Step 21600/50462 | Loss: 2.6141 | LR: 3.13e-04 | 5262.9ms/step | 11.4 samples/s
+Step 21610/50462 | Loss: 2.5978 | LR: 3.12e-04 | 5265.1ms/step | 11.4 samples/s
+Step 21620/50462 | Loss: 2.6168 | LR: 3.12e-04 | 5262.3ms/step | 11.4 samples/s
+Step 21630/50462 | Loss: 2.6069 | LR: 3.12e-04 | 5254.3ms/step | 11.4 samples/s
+Step 21640/50462 | Loss: 2.5944 | LR: 3.12e-04 | 5261.4ms/step | 11.4 samples/s
+Step 21650/50462 | Loss: 2.5747 | LR: 3.12e-04 | 5263.6ms/step | 11.4 samples/s
+Step 21660/50462 | Loss: 2.5932 | LR: 3.12e-04 | 5261.5ms/step | 11.4 samples/s
+Step 21670/50462 | Loss: 2.6050 | LR: 3.12e-04 | 5267.1ms/step | 11.4 samples/s
+Step 21680/50462 | Loss: 2.6057 | LR: 3.11e-04 | 5253.2ms/step | 11.4 samples/s
+Step 21690/50462 | Loss: 2.5947 | LR: 3.11e-04 | 5259.4ms/step | 11.4 samples/s
+Step 21700/50462 | Loss: 2.5844 | LR: 3.11e-04 | 5264.8ms/step | 11.4 samples/s
+Step 21710/50462 | Loss: 2.5913 | LR: 3.11e-04 | 5264.9ms/step | 11.4 samples/s
+Step 21720/50462 | Loss: 2.5991 | LR: 3.11e-04 | 5268.6ms/step | 11.4 samples/s
+Step 21730/50462 | Loss: 2.6112 | LR: 3.11e-04 | 5269.3ms/step | 11.4 samples/s
+Step 21740/50462 | Loss: 2.6083 | LR: 3.10e-04 | 5268.4ms/step | 11.4 samples/s
+Step 21750/50462 | Loss: 2.6004 | LR: 3.10e-04 | 5273.4ms/step | 11.4 samples/s
+Validation at step 21750: Loss = 2.6080, Perplexity = 13.57
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-21750
+Step 21760/50462 | Loss: 2.6074 | LR: 3.10e-04 | 10161.4ms/step | 5.9 samples/s
+Step 21770/50462 | Loss: 2.6016 | LR: 3.10e-04 | 5244.2ms/step | 11.4 samples/s
+Step 21780/50462 | Loss: 2.5773 | LR: 3.10e-04 | 5259.1ms/step | 11.4 samples/s
+Step 21790/50462 | Loss: 2.6089 | LR: 3.10e-04 | 5268.0ms/step | 11.4 samples/s
+Step 21800/50462 | Loss: 2.5855 | LR: 3.10e-04 | 5270.6ms/step | 11.4 samples/s
+Step 21810/50462 | Loss: 2.5769 | LR: 3.09e-04 | 5272.1ms/step | 11.4 samples/s
+Step 21820/50462 | Loss: 2.6056 | LR: 3.09e-04 | 5265.1ms/step | 11.4 samples/s
+Step 21830/50462 | Loss: 2.6061 | LR: 3.09e-04 | 5265.0ms/step | 11.4 samples/s
+Step 21840/50462 | Loss: 2.5733 | LR: 3.09e-04 | 5260.3ms/step | 11.4 samples/s
+Step 21850/50462 | Loss: 2.5809 | LR: 3.09e-04 | 5264.9ms/step | 11.4 samples/s
+Step 21860/50462 | Loss: 2.5939 | LR: 3.09e-04 | 5269.7ms/step | 11.4 samples/s
+Step 21870/50462 | Loss: 2.5784 | LR: 3.08e-04 | 5267.7ms/step | 11.4 samples/s
+Step 21880/50462 | Loss: 2.5816 | LR: 3.08e-04 | 5269.5ms/step | 11.4 samples/s
+Step 21890/50462 | Loss: 2.6046 | LR: 3.08e-04 | 5271.2ms/step | 11.4 samples/s
+Step 21900/50462 | Loss: 2.5729 | LR: 3.08e-04 | 5274.1ms/step | 11.4 samples/s
+Step 21910/50462 | Loss: 2.5749 | LR: 3.08e-04 | 5267.8ms/step | 11.4 samples/s
+Step 21920/50462 | Loss: 2.5677 | LR: 3.08e-04 | 5257.8ms/step | 11.4 samples/s
+Step 21930/50462 | Loss: 2.5807 | LR: 3.08e-04 | 5259.3ms/step | 11.4 samples/s
+Step 21940/50462 | Loss: 2.5948 | LR: 3.07e-04 | 5263.4ms/step | 11.4 samples/s
+Step 21950/50462 | Loss: 2.5698 | LR: 3.07e-04 | 5259.1ms/step | 11.4 samples/s
+Step 21960/50462 | Loss: 2.5905 | LR: 3.07e-04 | 5264.5ms/step | 11.4 samples/s
+Step 21970/50462 | Loss: 2.5827 | LR: 3.07e-04 | 5274.1ms/step | 11.4 samples/s
+Step 21980/50462 | Loss: 2.5938 | LR: 3.07e-04 | 5261.7ms/step | 11.4 samples/s
+Step 21990/50462 | Loss: 2.5951 | LR: 3.07e-04 | 5252.5ms/step | 11.4 samples/s
+Step 22000/50462 | Loss: 2.5888 | LR: 3.06e-04 | 5257.4ms/step | 11.4 samples/s
+Validation at step 22000: Loss = 2.6049, Perplexity = 13.53
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-22000
+Step 22010/50462 | Loss: 2.5863 | LR: 3.06e-04 | 10145.8ms/step | 5.9 samples/s
+Step 22020/50462 | Loss: 2.5894 | LR: 3.06e-04 | 5251.8ms/step | 11.4 samples/s
+Step 22030/50462 | Loss: 2.5922 | LR: 3.06e-04 | 5261.6ms/step | 11.4 samples/s
+Step 22040/50462 | Loss: 2.6266 | LR: 3.06e-04 | 5264.4ms/step | 11.4 samples/s
+Step 22050/50462 | Loss: 2.5755 | LR: 3.06e-04 | 5235.4ms/step | 11.5 samples/s
+Step 22060/50462 | Loss: 2.5925 | LR: 3.06e-04 | 5252.3ms/step | 11.4 samples/s
+Step 22070/50462 | Loss: 2.6067 | LR: 3.05e-04 | 5258.2ms/step | 11.4 samples/s
+Step 22080/50462 | Loss: 2.6158 | LR: 3.05e-04 | 5250.7ms/step | 11.4 samples/s
+Step 22090/50462 | Loss: 2.6080 | LR: 3.05e-04 | 5264.0ms/step | 11.4 samples/s
+Step 22100/50462 | Loss: 2.6147 | LR: 3.05e-04 | 5258.5ms/step | 11.4 samples/s
+Step 22110/50462 | Loss: 2.5835 | LR: 3.05e-04 | 5258.6ms/step | 11.4 samples/s
+Step 22120/50462 | Loss: 2.6326 | LR: 3.05e-04 | 5260.8ms/step | 11.4 samples/s
+Step 22130/50462 | Loss: 2.5781 | LR: 3.04e-04 | 5260.7ms/step | 11.4 samples/s
+Step 22140/50462 | Loss: 2.6273 | LR: 3.04e-04 | 5265.4ms/step | 11.4 samples/s
+Step 22150/50462 | Loss: 2.5844 | LR: 3.04e-04 | 5261.1ms/step | 11.4 samples/s
+Step 22160/50462 | Loss: 2.5692 | LR: 3.04e-04 | 5253.6ms/step | 11.4 samples/s
+Step 22170/50462 | Loss: 2.5957 | LR: 3.04e-04 | 5267.5ms/step | 11.4 samples/s
+Step 22180/50462 | Loss: 2.5708 | LR: 3.04e-04 | 5258.5ms/step | 11.4 samples/s
+Step 22190/50462 | Loss: 2.6149 | LR: 3.04e-04 | 5268.5ms/step | 11.4 samples/s
+Step 22200/50462 | Loss: 2.5919 | LR: 3.03e-04 | 5265.0ms/step | 11.4 samples/s
+Step 22210/50462 | Loss: 2.5919 | LR: 3.03e-04 | 5258.6ms/step | 11.4 samples/s
+Step 22220/50462 | Loss: 2.5884 | LR: 3.03e-04 | 5262.2ms/step | 11.4 samples/s
+Step 22230/50462 | Loss: 2.5622 | LR: 3.03e-04 | 5257.7ms/step | 11.4 samples/s
+Step 22240/50462 | Loss: 2.6225 | LR: 3.03e-04 | 5244.9ms/step | 11.4 samples/s
+Step 22250/50462 | Loss: 2.5995 | LR: 3.03e-04 | 5256.9ms/step | 11.4 samples/s
+Validation at step 22250: Loss = 2.6026, Perplexity = 13.50
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-22250
+Step 22260/50462 | Loss: 2.5734 | LR: 3.02e-04 | 10160.4ms/step | 5.9 samples/s
+Step 22270/50462 | Loss: 2.5848 | LR: 3.02e-04 | 5263.0ms/step | 11.4 samples/s
+Step 22280/50462 | Loss: 2.5922 | LR: 3.02e-04 | 5266.6ms/step | 11.4 samples/s
+Step 22290/50462 | Loss: 2.5892 | LR: 3.02e-04 | 5259.5ms/step | 11.4 samples/s
+Step 22300/50462 | Loss: 2.5944 | LR: 3.02e-04 | 5256.5ms/step | 11.4 samples/s
+Step 22310/50462 | Loss: 2.5769 | LR: 3.02e-04 | 5264.8ms/step | 11.4 samples/s
+Step 22320/50462 | Loss: 2.6190 | LR: 3.02e-04 | 5261.1ms/step | 11.4 samples/s
+Step 22330/50462 | Loss: 2.5938 | LR: 3.01e-04 | 5263.9ms/step | 11.4 samples/s
+Step 22340/50462 | Loss: 2.6030 | LR: 3.01e-04 | 5268.6ms/step | 11.4 samples/s
+Step 22350/50462 | Loss: 2.5909 | LR: 3.01e-04 | 5255.3ms/step | 11.4 samples/s
+Step 22360/50462 | Loss: 2.5801 | LR: 3.01e-04 | 5248.6ms/step | 11.4 samples/s
+Step 22370/50462 | Loss: 2.5950 | LR: 3.01e-04 | 5269.2ms/step | 11.4 samples/s
+Step 22380/50462 | Loss: 2.5749 | LR: 3.01e-04 | 5263.6ms/step | 11.4 samples/s
+Step 22390/50462 | Loss: 2.5847 | LR: 3.00e-04 | 5258.8ms/step | 11.4 samples/s
+Step 22400/50462 | Loss: 2.5919 | LR: 3.00e-04 | 5264.2ms/step | 11.4 samples/s
+Step 22410/50462 | Loss: 2.6246 | LR: 3.00e-04 | 5259.5ms/step | 11.4 samples/s
+Step 22420/50462 | Loss: 2.5804 | LR: 3.00e-04 | 5271.5ms/step | 11.4 samples/s
+Step 22430/50462 | Loss: 2.5943 | LR: 3.00e-04 | 5272.9ms/step | 11.4 samples/s
+Step 22440/50462 | Loss: 2.5676 | LR: 3.00e-04 | 5266.9ms/step | 11.4 samples/s
+Step 22450/50462 | Loss: 2.6003 | LR: 3.00e-04 | 5265.2ms/step | 11.4 samples/s
+Step 22460/50462 | Loss: 2.5658 | LR: 2.99e-04 | 5267.0ms/step | 11.4 samples/s
+Step 22470/50462 | Loss: 2.5626 | LR: 2.99e-04 | 5259.8ms/step | 11.4 samples/s
+Step 22480/50462 | Loss: 2.5766 | LR: 2.99e-04 | 5251.7ms/step | 11.4 samples/s
+Step 22490/50462 | Loss: 2.5852 | LR: 2.99e-04 | 5259.2ms/step | 11.4 samples/s
+Step 22500/50462 | Loss: 2.5788 | LR: 2.99e-04 | 5263.5ms/step | 11.4 samples/s
+Validation at step 22500: Loss = 2.5996, Perplexity = 13.46
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-22500
+Step 22510/50462 | Loss: 2.5989 | LR: 2.99e-04 | 10144.9ms/step | 5.9 samples/s
+Step 22520/50462 | Loss: 2.5642 | LR: 2.98e-04 | 5244.6ms/step | 11.4 samples/s
+Step 22530/50462 | Loss: 2.5969 | LR: 2.98e-04 | 5258.5ms/step | 11.4 samples/s
+Step 22540/50462 | Loss: 2.5846 | LR: 2.98e-04 | 5259.1ms/step | 11.4 samples/s
+Step 22550/50462 | Loss: 2.5898 | LR: 2.98e-04 | 5264.6ms/step | 11.4 samples/s
+Step 22560/50462 | Loss: 2.6055 | LR: 2.98e-04 | 5264.6ms/step | 11.4 samples/s
+Step 22570/50462 | Loss: 2.6023 | LR: 2.98e-04 | 5262.5ms/step | 11.4 samples/s
+Step 22580/50462 | Loss: 2.6035 | LR: 2.98e-04 | 5255.6ms/step | 11.4 samples/s
+Step 22590/50462 | Loss: 2.6083 | LR: 2.97e-04 | 5255.7ms/step | 11.4 samples/s
+Step 22600/50462 | Loss: 2.5752 | LR: 2.97e-04 | 5252.8ms/step | 11.4 samples/s
+Step 22610/50462 | Loss: 2.5696 | LR: 2.97e-04 | 5262.5ms/step | 11.4 samples/s
+Step 22620/50462 | Loss: 2.6038 | LR: 2.97e-04 | 5266.1ms/step | 11.4 samples/s
+Step 22630/50462 | Loss: 2.5854 | LR: 2.97e-04 | 5264.2ms/step | 11.4 samples/s
+Step 22640/50462 | Loss: 2.5761 | LR: 2.97e-04 | 5251.2ms/step | 11.4 samples/s
+Step 22650/50462 | Loss: 2.5773 | LR: 2.96e-04 | 5267.6ms/step | 11.4 samples/s
+Step 22660/50462 | Loss: 2.5884 | LR: 2.96e-04 | 5269.1ms/step | 11.4 samples/s
+Step 22670/50462 | Loss: 2.5719 | LR: 2.96e-04 | 5260.9ms/step | 11.4 samples/s
+Step 22680/50462 | Loss: 2.5738 | LR: 2.96e-04 | 5262.2ms/step | 11.4 samples/s
+Step 22690/50462 | Loss: 2.5776 | LR: 2.96e-04 | 5269.4ms/step | 11.4 samples/s
+Step 22700/50462 | Loss: 2.5859 | LR: 2.96e-04 | 5262.4ms/step | 11.4 samples/s
+Step 22710/50462 | Loss: 2.5766 | LR: 2.95e-04 | 5262.4ms/step | 11.4 samples/s
+Step 22720/50462 | Loss: 2.5836 | LR: 2.95e-04 | 5259.3ms/step | 11.4 samples/s
+Step 22730/50462 | Loss: 2.6038 | LR: 2.95e-04 | 5249.5ms/step | 11.4 samples/s
+Step 22740/50462 | Loss: 2.6143 | LR: 2.95e-04 | 5254.4ms/step | 11.4 samples/s
+Step 22750/50462 | Loss: 2.5793 | LR: 2.95e-04 | 5261.4ms/step | 11.4 samples/s
+Validation at step 22750: Loss = 2.5974, Perplexity = 13.43
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-22750
+Step 22760/50462 | Loss: 2.6008 | LR: 2.95e-04 | 10178.3ms/step | 5.9 samples/s
+Step 22770/50462 | Loss: 2.5736 | LR: 2.95e-04 | 5246.7ms/step | 11.4 samples/s
+Step 22780/50462 | Loss: 2.5999 | LR: 2.94e-04 | 5250.2ms/step | 11.4 samples/s
+Step 22790/50462 | Loss: 2.5771 | LR: 2.94e-04 | 5244.4ms/step | 11.4 samples/s
+Step 22800/50462 | Loss: 2.5982 | LR: 2.94e-04 | 5248.5ms/step | 11.4 samples/s
+Step 22810/50462 | Loss: 2.5987 | LR: 2.94e-04 | 5251.3ms/step | 11.4 samples/s
+Step 22820/50462 | Loss: 2.5649 | LR: 2.94e-04 | 5249.1ms/step | 11.4 samples/s
+Step 22830/50462 | Loss: 2.6157 | LR: 2.94e-04 | 5249.5ms/step | 11.4 samples/s
+Step 22840/50462 | Loss: 2.5676 | LR: 2.93e-04 | 5256.7ms/step | 11.4 samples/s
+Step 22850/50462 | Loss: 2.5994 | LR: 2.93e-04 | 5248.7ms/step | 11.4 samples/s
+Step 22860/50462 | Loss: 2.5954 | LR: 2.93e-04 | 5253.9ms/step | 11.4 samples/s
+Step 22870/50462 | Loss: 2.5975 | LR: 2.93e-04 | 5250.7ms/step | 11.4 samples/s
+Step 22880/50462 | Loss: 2.5859 | LR: 2.93e-04 | 5250.8ms/step | 11.4 samples/s
+Step 22890/50462 | Loss: 2.5689 | LR: 2.93e-04 | 5254.3ms/step | 11.4 samples/s
+Step 22900/50462 | Loss: 2.6003 | LR: 2.93e-04 | 5254.2ms/step | 11.4 samples/s
+Step 22910/50462 | Loss: 2.5851 | LR: 2.92e-04 | 5258.0ms/step | 11.4 samples/s
+Step 22920/50462 | Loss: 2.5803 | LR: 2.92e-04 | 5251.7ms/step | 11.4 samples/s
+Step 22930/50462 | Loss: 2.5798 | LR: 2.92e-04 | 5246.7ms/step | 11.4 samples/s
+Step 22940/50462 | Loss: 2.5810 | LR: 2.92e-04 | 5243.6ms/step | 11.4 samples/s
+Step 22950/50462 | Loss: 2.5955 | LR: 2.92e-04 | 5246.8ms/step | 11.4 samples/s
+Step 22960/50462 | Loss: 2.5917 | LR: 2.92e-04 | 5259.0ms/step | 11.4 samples/s
+Step 22970/50462 | Loss: 2.6244 | LR: 2.91e-04 | 5253.0ms/step | 11.4 samples/s
+Step 22980/50462 | Loss: 2.5927 | LR: 2.91e-04 | 5255.1ms/step | 11.4 samples/s
+Step 22990/50462 | Loss: 2.5821 | LR: 2.91e-04 | 5254.7ms/step | 11.4 samples/s
+Step 23000/50462 | Loss: 2.6071 | LR: 2.91e-04 | 5252.9ms/step | 11.4 samples/s
+Validation at step 23000: Loss = 2.5949, Perplexity = 13.40
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-23000
+Step 23010/50462 | Loss: 2.5853 | LR: 2.91e-04 | 10141.2ms/step | 5.9 samples/s
+Step 23020/50462 | Loss: 2.6143 | LR: 2.91e-04 | 5228.8ms/step | 11.5 samples/s
+Step 23030/50462 | Loss: 2.5960 | LR: 2.91e-04 | 5209.4ms/step | 11.5 samples/s
+Step 23040/50462 | Loss: 2.5961 | LR: 2.90e-04 | 5236.3ms/step | 11.5 samples/s
+Step 23050/50462 | Loss: 2.5690 | LR: 2.90e-04 | 5235.8ms/step | 11.5 samples/s
+Step 23060/50462 | Loss: 2.5766 | LR: 2.90e-04 | 5232.8ms/step | 11.5 samples/s
+Step 23070/50462 | Loss: 2.5979 | LR: 2.90e-04 | 5253.4ms/step | 11.4 samples/s
+Step 23080/50462 | Loss: 2.5925 | LR: 2.90e-04 | 5234.8ms/step | 11.5 samples/s
+Step 23090/50462 | Loss: 2.5660 | LR: 2.90e-04 | 5240.0ms/step | 11.5 samples/s
+Step 23100/50462 | Loss: 2.5961 | LR: 2.89e-04 | 5257.7ms/step | 11.4 samples/s
+Step 23110/50462 | Loss: 2.5747 | LR: 2.89e-04 | 5246.4ms/step | 11.4 samples/s
+Step 23120/50462 | Loss: 2.5819 | LR: 2.89e-04 | 5243.8ms/step | 11.4 samples/s
+Step 23130/50462 | Loss: 2.5663 | LR: 2.89e-04 | 5246.9ms/step | 11.4 samples/s
+Step 23140/50462 | Loss: 2.5955 | LR: 2.89e-04 | 5247.0ms/step | 11.4 samples/s
+Step 23150/50462 | Loss: 2.5604 | LR: 2.89e-04 | 5251.1ms/step | 11.4 samples/s
+Step 23160/50462 | Loss: 2.5950 | LR: 2.88e-04 | 5259.8ms/step | 11.4 samples/s
+Step 23170/50462 | Loss: 2.6173 | LR: 2.88e-04 | 5256.4ms/step | 11.4 samples/s
+Step 23180/50462 | Loss: 2.5632 | LR: 2.88e-04 | 5246.2ms/step | 11.4 samples/s
+Step 23190/50462 | Loss: 2.5776 | LR: 2.88e-04 | 5250.4ms/step | 11.4 samples/s
+Step 23200/50462 | Loss: 2.5839 | LR: 2.88e-04 | 5241.4ms/step | 11.4 samples/s
+Step 23210/50462 | Loss: 2.5610 | LR: 2.88e-04 | 5256.8ms/step | 11.4 samples/s
+Step 23220/50462 | Loss: 2.5682 | LR: 2.88e-04 | 5219.3ms/step | 11.5 samples/s
+Step 23230/50462 | Loss: 2.5712 | LR: 2.87e-04 | 5245.6ms/step | 11.4 samples/s
+Step 23240/50462 | Loss: 2.5851 | LR: 2.87e-04 | 5250.9ms/step | 11.4 samples/s
+Step 23250/50462 | Loss: 2.5637 | LR: 2.87e-04 | 5253.8ms/step | 11.4 samples/s
+Validation at step 23250: Loss = 2.5926, Perplexity = 13.37
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-23250
+Step 23260/50462 | Loss: 2.5726 | LR: 2.87e-04 | 10160.1ms/step | 5.9 samples/s
+Step 23270/50462 | Loss: 2.5895 | LR: 2.87e-04 | 5244.6ms/step | 11.4 samples/s
+Step 23280/50462 | Loss: 2.5851 | LR: 2.87e-04 | 5255.9ms/step | 11.4 samples/s
+Step 23290/50462 | Loss: 2.5927 | LR: 2.86e-04 | 5264.9ms/step | 11.4 samples/s
+Step 23300/50462 | Loss: 2.5873 | LR: 2.86e-04 | 5260.0ms/step | 11.4 samples/s
+Step 23310/50462 | Loss: 2.5930 | LR: 2.86e-04 | 5267.4ms/step | 11.4 samples/s
+Step 23320/50462 | Loss: 2.5865 | LR: 2.86e-04 | 5250.2ms/step | 11.4 samples/s
+Step 23330/50462 | Loss: 2.5710 | LR: 2.86e-04 | 5259.0ms/step | 11.4 samples/s
+Step 23340/50462 | Loss: 2.5898 | LR: 2.86e-04 | 5255.3ms/step | 11.4 samples/s
+Step 23350/50462 | Loss: 2.5587 | LR: 2.86e-04 | 5257.3ms/step | 11.4 samples/s
+Step 23360/50462 | Loss: 2.5872 | LR: 2.85e-04 | 5260.8ms/step | 11.4 samples/s
+Step 23370/50462 | Loss: 2.5741 | LR: 2.85e-04 | 5256.2ms/step | 11.4 samples/s
+Step 23380/50462 | Loss: 2.5798 | LR: 2.85e-04 | 5261.4ms/step | 11.4 samples/s
+Step 23390/50462 | Loss: 2.5625 | LR: 2.85e-04 | 5261.8ms/step | 11.4 samples/s
+Step 23400/50462 | Loss: 2.5762 | LR: 2.85e-04 | 5262.8ms/step | 11.4 samples/s
+Step 23410/50462 | Loss: 2.5800 | LR: 2.85e-04 | 5261.9ms/step | 11.4 samples/s
+Step 23420/50462 | Loss: 2.5713 | LR: 2.84e-04 | 5257.3ms/step | 11.4 samples/s
+Step 23430/50462 | Loss: 2.5580 | LR: 2.84e-04 | 5262.1ms/step | 11.4 samples/s
+Step 23440/50462 | Loss: 2.5798 | LR: 2.84e-04 | 5265.6ms/step | 11.4 samples/s
+Step 23450/50462 | Loss: 2.5629 | LR: 2.84e-04 | 5261.8ms/step | 11.4 samples/s
+Step 23460/50462 | Loss: 2.5688 | LR: 2.84e-04 | 5258.5ms/step | 11.4 samples/s
+Step 23470/50462 | Loss: 2.5779 | LR: 2.84e-04 | 5257.0ms/step | 11.4 samples/s
+Step 23480/50462 | Loss: 2.6059 | LR: 2.83e-04 | 5259.7ms/step | 11.4 samples/s
+Step 23490/50462 | Loss: 2.6297 | LR: 2.83e-04 | 5259.3ms/step | 11.4 samples/s
+Step 23500/50462 | Loss: 2.5668 | LR: 2.83e-04 | 5256.0ms/step | 11.4 samples/s
+Validation at step 23500: Loss = 2.5905, Perplexity = 13.34
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-23500
+Step 23510/50462 | Loss: 2.5825 | LR: 2.83e-04 | 10187.1ms/step | 5.9 samples/s
+Step 23520/50462 | Loss: 2.5825 | LR: 2.83e-04 | 5246.0ms/step | 11.4 samples/s
+Step 23530/50462 | Loss: 2.5526 | LR: 2.83e-04 | 5254.3ms/step | 11.4 samples/s
+Step 23540/50462 | Loss: 2.5740 | LR: 2.83e-04 | 5256.9ms/step | 11.4 samples/s
+Step 23550/50462 | Loss: 2.5652 | LR: 2.82e-04 | 5249.0ms/step | 11.4 samples/s
+Step 23560/50462 | Loss: 2.5853 | LR: 2.82e-04 | 5239.3ms/step | 11.5 samples/s
+Step 23570/50462 | Loss: 2.5812 | LR: 2.82e-04 | 5235.9ms/step | 11.5 samples/s
+Step 23580/50462 | Loss: 2.5890 | LR: 2.82e-04 | 5241.9ms/step | 11.4 samples/s
+Step 23590/50462 | Loss: 2.5674 | LR: 2.82e-04 | 5227.8ms/step | 11.5 samples/s
+Step 23600/50462 | Loss: 2.5863 | LR: 2.82e-04 | 5217.1ms/step | 11.5 samples/s
+Step 23610/50462 | Loss: 2.5677 | LR: 2.81e-04 | 5201.2ms/step | 11.5 samples/s
+Step 23620/50462 | Loss: 2.5653 | LR: 2.81e-04 | 5206.2ms/step | 11.5 samples/s
+Step 23630/50462 | Loss: 2.5869 | LR: 2.81e-04 | 5232.3ms/step | 11.5 samples/s
+Step 23640/50462 | Loss: 2.5539 | LR: 2.81e-04 | 5234.4ms/step | 11.5 samples/s
+Step 23650/50462 | Loss: 2.5493 | LR: 2.81e-04 | 5227.7ms/step | 11.5 samples/s
+Step 23660/50462 | Loss: 2.5773 | LR: 2.81e-04 | 5227.7ms/step | 11.5 samples/s
+Step 23670/50462 | Loss: 2.5690 | LR: 2.81e-04 | 5214.0ms/step | 11.5 samples/s
+Step 23680/50462 | Loss: 2.5809 | LR: 2.80e-04 | 5230.4ms/step | 11.5 samples/s
+Step 23690/50462 | Loss: 2.5686 | LR: 2.80e-04 | 5230.8ms/step | 11.5 samples/s
+Step 23700/50462 | Loss: 2.5698 | LR: 2.80e-04 | 5226.8ms/step | 11.5 samples/s
+Step 23710/50462 | Loss: 2.5800 | LR: 2.80e-04 | 5211.2ms/step | 11.5 samples/s
+Step 23720/50462 | Loss: 2.5895 | LR: 2.80e-04 | 5233.0ms/step | 11.5 samples/s
+Step 23730/50462 | Loss: 2.5735 | LR: 2.80e-04 | 5223.8ms/step | 11.5 samples/s
+Step 23740/50462 | Loss: 2.5926 | LR: 2.79e-04 | 5203.3ms/step | 11.5 samples/s
+Step 23750/50462 | Loss: 2.5848 | LR: 2.79e-04 | 5205.7ms/step | 11.5 samples/s
+Validation at step 23750: Loss = 2.5878, Perplexity = 13.30
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-23750
+Step 23760/50462 | Loss: 2.5821 | LR: 2.79e-04 | 10137.3ms/step | 5.9 samples/s
+Step 23770/50462 | Loss: 2.5880 | LR: 2.79e-04 | 5211.2ms/step | 11.5 samples/s
+Step 23780/50462 | Loss: 2.5421 | LR: 2.79e-04 | 5219.2ms/step | 11.5 samples/s
+Step 23790/50462 | Loss: 2.5625 | LR: 2.79e-04 | 5222.5ms/step | 11.5 samples/s
+Step 23800/50462 | Loss: 2.5682 | LR: 2.78e-04 | 5225.2ms/step | 11.5 samples/s
+Step 23810/50462 | Loss: 2.5905 | LR: 2.78e-04 | 5216.4ms/step | 11.5 samples/s
+Step 23820/50462 | Loss: 2.5850 | LR: 2.78e-04 | 5213.3ms/step | 11.5 samples/s
+Step 23830/50462 | Loss: 2.5642 | LR: 2.78e-04 | 5215.4ms/step | 11.5 samples/s
+Step 23840/50462 | Loss: 2.5845 | LR: 2.78e-04 | 5233.8ms/step | 11.5 samples/s
+Step 23850/50462 | Loss: 2.5567 | LR: 2.78e-04 | 5230.0ms/step | 11.5 samples/s
+Step 23860/50462 | Loss: 2.5698 | LR: 2.78e-04 | 5218.1ms/step | 11.5 samples/s
+Step 23870/50462 | Loss: 2.5532 | LR: 2.77e-04 | 5211.5ms/step | 11.5 samples/s
+Step 23880/50462 | Loss: 2.5835 | LR: 2.77e-04 | 5201.9ms/step | 11.5 samples/s
+Step 23890/50462 | Loss: 2.5565 | LR: 2.77e-04 | 5216.8ms/step | 11.5 samples/s
+Step 23900/50462 | Loss: 2.5736 | LR: 2.77e-04 | 5221.0ms/step | 11.5 samples/s
+Step 23910/50462 | Loss: 2.5594 | LR: 2.77e-04 | 5214.7ms/step | 11.5 samples/s
+Step 23920/50462 | Loss: 2.5899 | LR: 2.77e-04 | 5223.6ms/step | 11.5 samples/s
+Step 23930/50462 | Loss: 2.5588 | LR: 2.76e-04 | 5229.7ms/step | 11.5 samples/s
+Step 23940/50462 | Loss: 2.5760 | LR: 2.76e-04 | 5235.1ms/step | 11.5 samples/s
+Step 23950/50462 | Loss: 2.5849 | LR: 2.76e-04 | 5223.4ms/step | 11.5 samples/s
+Step 23960/50462 | Loss: 2.5932 | LR: 2.76e-04 | 5221.1ms/step | 11.5 samples/s
+Step 23970/50462 | Loss: 2.5874 | LR: 2.76e-04 | 5225.1ms/step | 11.5 samples/s
+Step 23980/50462 | Loss: 2.5517 | LR: 2.76e-04 | 5222.5ms/step | 11.5 samples/s
+Step 23990/50462 | Loss: 2.5754 | LR: 2.75e-04 | 5228.4ms/step | 11.5 samples/s
+Step 24000/50462 | Loss: 2.5795 | LR: 2.75e-04 | 5224.6ms/step | 11.5 samples/s
+Validation at step 24000: Loss = 2.5853, Perplexity = 13.27
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-24000
+Step 24010/50462 | Loss: 2.5826 | LR: 2.75e-04 | 10097.1ms/step | 5.9 samples/s
+Step 24020/50462 | Loss: 2.5752 | LR: 2.75e-04 | 5210.7ms/step | 11.5 samples/s
+Step 24030/50462 | Loss: 2.5895 | LR: 2.75e-04 | 5210.5ms/step | 11.5 samples/s
+Step 24040/50462 | Loss: 2.5644 | LR: 2.75e-04 | 5218.1ms/step | 11.5 samples/s
+Step 24050/50462 | Loss: 2.5780 | LR: 2.75e-04 | 5219.7ms/step | 11.5 samples/s
+Step 24060/50462 | Loss: 2.5559 | LR: 2.74e-04 | 5225.6ms/step | 11.5 samples/s
+Step 24070/50462 | Loss: 2.5547 | LR: 2.74e-04 | 5230.0ms/step | 11.5 samples/s
+Step 24080/50462 | Loss: 2.5815 | LR: 2.74e-04 | 5232.6ms/step | 11.5 samples/s
+Step 24090/50462 | Loss: 2.5782 | LR: 2.74e-04 | 5221.1ms/step | 11.5 samples/s
+Step 24100/50462 | Loss: 2.5803 | LR: 2.74e-04 | 5212.7ms/step | 11.5 samples/s
+Step 24110/50462 | Loss: 2.5711 | LR: 2.74e-04 | 5217.0ms/step | 11.5 samples/s
+Step 24120/50462 | Loss: 2.5890 | LR: 2.73e-04 | 5216.1ms/step | 11.5 samples/s
+Step 24130/50462 | Loss: 2.5679 | LR: 2.73e-04 | 5219.3ms/step | 11.5 samples/s
+Step 24140/50462 | Loss: 2.5718 | LR: 2.73e-04 | 5211.2ms/step | 11.5 samples/s
+Step 24150/50462 | Loss: 2.5741 | LR: 2.73e-04 | 5212.5ms/step | 11.5 samples/s
+Step 24160/50462 | Loss: 2.5990 | LR: 2.73e-04 | 5219.9ms/step | 11.5 samples/s
+Step 24170/50462 | Loss: 2.5876 | LR: 2.73e-04 | 5232.2ms/step | 11.5 samples/s
+Step 24180/50462 | Loss: 2.5972 | LR: 2.72e-04 | 5232.9ms/step | 11.5 samples/s
+Step 24190/50462 | Loss: 2.5532 | LR: 2.72e-04 | 5229.8ms/step | 11.5 samples/s
+Step 24200/50462 | Loss: 2.5618 | LR: 2.72e-04 | 5223.7ms/step | 11.5 samples/s
+Step 24210/50462 | Loss: 2.5991 | LR: 2.72e-04 | 5239.3ms/step | 11.5 samples/s
+Step 24220/50462 | Loss: 2.5619 | LR: 2.72e-04 | 5230.2ms/step | 11.5 samples/s
+Step 24230/50462 | Loss: 2.5719 | LR: 2.72e-04 | 5217.9ms/step | 11.5 samples/s
+Step 24240/50462 | Loss: 2.5832 | LR: 2.72e-04 | 5236.8ms/step | 11.5 samples/s
+Step 24250/50462 | Loss: 2.5773 | LR: 2.71e-04 | 5218.7ms/step | 11.5 samples/s
+Validation at step 24250: Loss = 2.5833, Perplexity = 13.24
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-24250
+Step 24260/50462 | Loss: 2.5640 | LR: 2.71e-04 | 10099.3ms/step | 5.9 samples/s
+Step 24270/50462 | Loss: 2.5928 | LR: 2.71e-04 | 5225.3ms/step | 11.5 samples/s
+Step 24280/50462 | Loss: 2.5830 | LR: 2.71e-04 | 5233.7ms/step | 11.5 samples/s
+Step 24290/50462 | Loss: 2.5623 | LR: 2.71e-04 | 5236.4ms/step | 11.5 samples/s
+Step 24300/50462 | Loss: 2.5790 | LR: 2.71e-04 | 5217.7ms/step | 11.5 samples/s
+Step 24310/50462 | Loss: 2.5583 | LR: 2.70e-04 | 5234.3ms/step | 11.5 samples/s
+Step 24320/50462 | Loss: 2.5886 | LR: 2.70e-04 | 5238.7ms/step | 11.5 samples/s
+Step 24330/50462 | Loss: 2.5694 | LR: 2.70e-04 | 5232.7ms/step | 11.5 samples/s
+Step 24340/50462 | Loss: 2.5625 | LR: 2.70e-04 | 5219.6ms/step | 11.5 samples/s
+Step 24350/50462 | Loss: 2.5720 | LR: 2.70e-04 | 5233.9ms/step | 11.5 samples/s
+Step 24360/50462 | Loss: 2.5505 | LR: 2.70e-04 | 5239.9ms/step | 11.5 samples/s
+Step 24370/50462 | Loss: 2.5561 | LR: 2.70e-04 | 5240.6ms/step | 11.4 samples/s
+Step 24380/50462 | Loss: 2.5929 | LR: 2.69e-04 | 5238.4ms/step | 11.5 samples/s
+Step 24390/50462 | Loss: 2.5895 | LR: 2.69e-04 | 5233.0ms/step | 11.5 samples/s
+Step 24400/50462 | Loss: 2.5693 | LR: 2.69e-04 | 5243.4ms/step | 11.4 samples/s
+Step 24410/50462 | Loss: 2.5606 | LR: 2.69e-04 | 5239.7ms/step | 11.5 samples/s
+Step 24420/50462 | Loss: 2.5741 | LR: 2.69e-04 | 5212.3ms/step | 11.5 samples/s
+Step 24430/50462 | Loss: 2.5902 | LR: 2.69e-04 | 5227.4ms/step | 11.5 samples/s
+Step 24440/50462 | Loss: 2.5794 | LR: 2.68e-04 | 5214.8ms/step | 11.5 samples/s
+Step 24450/50462 | Loss: 2.5438 | LR: 2.68e-04 | 5217.5ms/step | 11.5 samples/s
+Step 24460/50462 | Loss: 2.5742 | LR: 2.68e-04 | 5240.0ms/step | 11.5 samples/s
+Step 24470/50462 | Loss: 2.5748 | LR: 2.68e-04 | 5227.5ms/step | 11.5 samples/s
+Step 24480/50462 | Loss: 2.5773 | LR: 2.68e-04 | 5233.1ms/step | 11.5 samples/s
+Step 24490/50462 | Loss: 2.5644 | LR: 2.68e-04 | 5239.5ms/step | 11.5 samples/s
+Step 24500/50462 | Loss: 2.5876 | LR: 2.67e-04 | 5228.4ms/step | 11.5 samples/s
+Validation at step 24500: Loss = 2.5811, Perplexity = 13.21
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-24500
+Step 24510/50462 | Loss: 2.5880 | LR: 2.67e-04 | 10141.1ms/step | 5.9 samples/s
+Step 24520/50462 | Loss: 2.5981 | LR: 2.67e-04 | 5225.8ms/step | 11.5 samples/s
+Step 24530/50462 | Loss: 2.5603 | LR: 2.67e-04 | 5225.4ms/step | 11.5 samples/s
+Step 24540/50462 | Loss: 2.5961 | LR: 2.67e-04 | 5241.4ms/step | 11.4 samples/s
+Step 24550/50462 | Loss: 2.5534 | LR: 2.67e-04 | 5236.2ms/step | 11.5 samples/s
+Step 24560/50462 | Loss: 2.5905 | LR: 2.67e-04 | 5234.0ms/step | 11.5 samples/s
+Step 24570/50462 | Loss: 2.5791 | LR: 2.66e-04 | 5238.8ms/step | 11.5 samples/s
+Step 24580/50462 | Loss: 2.5699 | LR: 2.66e-04 | 5225.2ms/step | 11.5 samples/s
+Step 24590/50462 | Loss: 2.5891 | LR: 2.66e-04 | 5215.5ms/step | 11.5 samples/s
+Step 24600/50462 | Loss: 2.5722 | LR: 2.66e-04 | 5214.2ms/step | 11.5 samples/s
+Step 24610/50462 | Loss: 2.5772 | LR: 2.66e-04 | 5229.8ms/step | 11.5 samples/s
+Step 24620/50462 | Loss: 2.5845 | LR: 2.66e-04 | 5221.0ms/step | 11.5 samples/s
+Step 24630/50462 | Loss: 2.5606 | LR: 2.65e-04 | 5229.8ms/step | 11.5 samples/s
+Step 24640/50462 | Loss: 2.5854 | LR: 2.65e-04 | 5242.8ms/step | 11.4 samples/s
+Step 24650/50462 | Loss: 2.5641 | LR: 2.65e-04 | 5244.9ms/step | 11.4 samples/s
+Step 24660/50462 | Loss: 2.5776 | LR: 2.65e-04 | 5221.2ms/step | 11.5 samples/s
+Step 24670/50462 | Loss: 2.5805 | LR: 2.65e-04 | 5202.6ms/step | 11.5 samples/s
+Step 24680/50462 | Loss: 2.5672 | LR: 2.65e-04 | 5240.9ms/step | 11.4 samples/s
+Step 24690/50462 | Loss: 2.5786 | LR: 2.64e-04 | 5244.2ms/step | 11.4 samples/s
+Step 24700/50462 | Loss: 2.5703 | LR: 2.64e-04 | 5240.5ms/step | 11.4 samples/s
+Step 24710/50462 | Loss: 2.5919 | LR: 2.64e-04 | 5231.2ms/step | 11.5 samples/s
+Step 24720/50462 | Loss: 2.5526 | LR: 2.64e-04 | 5239.2ms/step | 11.5 samples/s
+Step 24730/50462 | Loss: 2.5615 | LR: 2.64e-04 | 5251.0ms/step | 11.4 samples/s
+Step 24740/50462 | Loss: 2.5601 | LR: 2.64e-04 | 5247.9ms/step | 11.4 samples/s
+Step 24750/50462 | Loss: 2.5584 | LR: 2.64e-04 | 5254.1ms/step | 11.4 samples/s
+Validation at step 24750: Loss = 2.5786, Perplexity = 13.18
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-24750
+Step 24760/50462 | Loss: 2.5698 | LR: 2.63e-04 | 10136.6ms/step | 5.9 samples/s
+Step 24770/50462 | Loss: 2.5647 | LR: 2.63e-04 | 5229.3ms/step | 11.5 samples/s
+Step 24780/50462 | Loss: 2.5581 | LR: 2.63e-04 | 5243.3ms/step | 11.4 samples/s
+Step 24790/50462 | Loss: 2.5728 | LR: 2.63e-04 | 5239.2ms/step | 11.5 samples/s
+Step 24800/50462 | Loss: 2.5682 | LR: 2.63e-04 | 5206.8ms/step | 11.5 samples/s
+Step 24810/50462 | Loss: 2.5696 | LR: 2.63e-04 | 5236.0ms/step | 11.5 samples/s
+Step 24820/50462 | Loss: 2.5859 | LR: 2.62e-04 | 5239.8ms/step | 11.5 samples/s
+Step 24830/50462 | Loss: 2.5520 | LR: 2.62e-04 | 5223.5ms/step | 11.5 samples/s
+Step 24840/50462 | Loss: 2.5834 | LR: 2.62e-04 | 5243.3ms/step | 11.4 samples/s
+Step 24850/50462 | Loss: 2.5677 | LR: 2.62e-04 | 5229.6ms/step | 11.5 samples/s
+Step 24860/50462 | Loss: 2.5612 | LR: 2.62e-04 | 5246.4ms/step | 11.4 samples/s
+Step 24870/50462 | Loss: 2.5683 | LR: 2.62e-04 | 5242.4ms/step | 11.4 samples/s
+Step 24880/50462 | Loss: 2.5503 | LR: 2.61e-04 | 5245.5ms/step | 11.4 samples/s
+Step 24890/50462 | Loss: 2.5759 | LR: 2.61e-04 | 5213.3ms/step | 11.5 samples/s
+Step 24900/50462 | Loss: 2.5666 | LR: 2.61e-04 | 5221.0ms/step | 11.5 samples/s
+Step 24910/50462 | Loss: 2.5689 | LR: 2.61e-04 | 5242.4ms/step | 11.4 samples/s
+Step 24920/50462 | Loss: 2.5463 | LR: 2.61e-04 | 5220.0ms/step | 11.5 samples/s
+Step 24930/50462 | Loss: 2.6253 | LR: 2.61e-04 | 5207.7ms/step | 11.5 samples/s
+Step 24940/50462 | Loss: 2.5709 | LR: 2.61e-04 | 5225.0ms/step | 11.5 samples/s
+Step 24950/50462 | Loss: 2.5711 | LR: 2.60e-04 | 5219.2ms/step | 11.5 samples/s
+Step 24960/50462 | Loss: 2.5634 | LR: 2.60e-04 | 5228.8ms/step | 11.5 samples/s
+Step 24970/50462 | Loss: 2.5673 | LR: 2.60e-04 | 5235.6ms/step | 11.5 samples/s
+Step 24980/50462 | Loss: 2.5
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_135931-rgmkfpnl/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260825_135931-rgmkfpnl/files/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0c3e38c4cce87cb53d52f45f6ac8cbf8688a7d92
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_135931-rgmkfpnl/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
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diff --git a/epfl_final/SparseAtt/wandb/run-20260825_135931-rgmkfpnl/files/wandb-metadata.json b/epfl_final/SparseAtt/wandb/run-20260825_135931-rgmkfpnl/files/wandb-metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..80551b8dbf0f25b5a4442c681a22f96c13cdf02d
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_135931-rgmkfpnl/files/wandb-metadata.json
@@ -0,0 +1,51 @@
+{
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+  "args":  [
+    "--config",
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+  ],
+  "program":  "/mloscratch/homes/navasard/sparse/SparseAtt/train.py",
+  "codePath":  "train.py",
+  "codePathLocal":  "train.py",
+  "git":  {
+    "remote":  "https://github.com/rubentium/TokenPrune.git",
+    "commit":  "5637886f0cc760009989b14e68c6ae06d4827418"
+  },
+  "email":  "ruben.navasardyan@mail.utoronto.ca",
+  "root":  "/mloscratch/homes/navasard/sparse/SparseAtt",
+  "host":  "h100-workspace-2-gpu-0-17",
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+  "gpu":  "NVIDIA H100 80GB HBM3",
+  "gpu_count":  2,
+  "disk":  {
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+      "used":  "6938253725696"
+    }
+  },
+  "memory":  {
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+  },
+  "gpu_nvidia":  [
+    {
+      "name":  "NVIDIA H100 80GB HBM3",
+      "memoryTotal":  "85520809984",
+      "cudaCores":  16896,
+      "architecture":  "Hopper",
+      "uuid":  "GPU-cd5c7d97-0f62-2f41-36c8-233c8f57b814"
+    },
+    {
+      "name":  "NVIDIA H100 80GB HBM3",
+      "memoryTotal":  "85520809984",
+      "cudaCores":  16896,
+      "architecture":  "Hopper",
+      "uuid":  "GPU-b97c2df9-b38b-c4e9-4d9d-780e91b62380"
+    }
+  ],
+  "cudaVersion":  "13.0",
+  "writerId":  "jtwqh5baamrs691a5ddzsd1dud9jlgwh"
+}
\ No newline at end of file
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_135931-rgmkfpnl/logs/debug-internal.log b/epfl_final/SparseAtt/wandb/run-20260825_135931-rgmkfpnl/logs/debug-internal.log
new file mode 100644
index 0000000000000000000000000000000000000000..5af7f0b78ab322b959aa5193a3a2fa8c1e05a92c
--- /dev/null
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diff --git a/epfl_final/SparseAtt/wandb/run-20260825_135931-rgmkfpnl/logs/debug.log b/epfl_final/SparseAtt/wandb/run-20260825_135931-rgmkfpnl/logs/debug.log
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+2026-08-25 13:59:31,120 INFO    MainThread:219 [wandb_setup.py:_flush():81] Configure stats pid to 219
+2026-08-25 13:59:31,120 INFO    MainThread:219 [wandb_setup.py:_flush():81] Loading settings from environment variables
+2026-08-25 13:59:31,120 INFO    MainThread:219 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260825_135931-rgmkfpnl/logs/debug.log
+2026-08-25 13:59:31,120 INFO    MainThread:219 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260825_135931-rgmkfpnl/logs/debug-internal.log
+2026-08-25 13:59:31,120 INFO    MainThread:219 [wandb_init.py:init():850] calling init triggers
+2026-08-25 13:59:31,120 INFO    MainThread:219 [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': '/mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810', 'resume_from_checkpoint': '/mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-20500', 'force_new_run': False, 'num_epochs': 1, 'max_steps': 50462, 'per_device_batch_size': 2, 'gradient_accumulation_steps': 15, 'learning_rate': 0.0005, 'weight_decay': 0.01, 'warmup_steps': 750, 'lr_scheduler': 'cosine', 'max_grad_norm': 1.0, 'save_steps': 250, 'eval_steps': 250, 'eval_batches': 50, 'logging_steps': 10, 'seed': 70, 'verbose': True, 'checkpoint_activations': False, 'strategy': 'ddp', 'mixed_precision': 'bf16', 'wandb_enabled': True, 'wandb_project': 'stochastic_sparsity', 'wandb_name': '1.2b dense 8k seed70 2gpu resume', 'wandb_tags': ['qwen3', '1.2b', '8k', 'p2', 'dense', 'seed70'], 'hidden_size': 1536, 'intermediate_size': 6144, 'num_attention_heads': 12, 'num_key_value_heads': 4, 'num_hidden_layers': 28, 'head_dim': None, 'attention_dropout': None, 'rope_train_position_scale_set': None, 'attention_type': 'sparse_stochastic', 'sparse_block_size': 128, 'sparse_num_random_blocks': 31, 'sparse_mask_pool_size': 1, 'sparse_val_dense_compare': False, 'sparse_layer_indices': None, 'sparse_mask_cache_dir': None, 'sparse_mask_seed': 0, 'sparse_mixed_nrb_set': None, 'dense_mode': True, 'dense_step_intervals': None, '_wandb': {}}
+2026-08-25 13:59:31,120 INFO    MainThread:219 [wandb_init.py:init():898] starting backend
+2026-08-25 13:59:32,007 INFO    MainThread:219 [wandb_init.py:init():913] sending inform_init request
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+2026-08-25 13:59:33,673 INFO    MainThread:219 [wandb_init.py:init():1094] run started, returning control to user process
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_135931-rgmkfpnl/run-rgmkfpnl.wandb b/epfl_final/SparseAtt/wandb/run-20260825_135931-rgmkfpnl/run-rgmkfpnl.wandb
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+size 5242880
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_192830-6sx9f1kf/files/output.log b/epfl_final/SparseAtt/wandb/run-20260825_192830-6sx9f1kf/files/output.log
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+Starting training...
+Switching attention mode for step 1: sparse_stochastic (configured sparse attention)
+Step 10/44000 | Loss: 12.0711 | LR: 6.67e-06 | 7337.1ms/step | 2.7 samples/s
+Step 20/44000 | Loss: 11.9717 | LR: 1.33e-05 | 1348.8ms/step | 14.8 samples/s
+Step 30/44000 | Loss: 11.6495 | LR: 2.00e-05 | 1349.9ms/step | 14.8 samples/s
+Step 40/44000 | Loss: 11.1050 | LR: 2.67e-05 | 1348.7ms/step | 14.8 samples/s
+Step 50/44000 | Loss: 10.7634 | LR: 3.33e-05 | 1345.1ms/step | 14.9 samples/s
+Step 60/44000 | Loss: 10.5279 | LR: 4.00e-05 | 1349.4ms/step | 14.8 samples/s
+Step 70/44000 | Loss: 10.2709 | LR: 4.67e-05 | 1347.0ms/step | 14.8 samples/s
+Step 80/44000 | Loss: 9.9987 | LR: 5.33e-05 | 1346.2ms/step | 14.9 samples/s
+Step 90/44000 | Loss: 9.6598 | LR: 6.00e-05 | 1351.3ms/step | 14.8 samples/s
+Step 100/44000 | Loss: 9.1523 | LR: 6.67e-05 | 1354.3ms/step | 14.8 samples/s
+Step 110/44000 | Loss: 8.6439 | LR: 7.33e-05 | 1350.7ms/step | 14.8 samples/s
+Step 120/44000 | Loss: 8.1440 | LR: 8.00e-05 | 1349.4ms/step | 14.8 samples/s
+Step 130/44000 | Loss: 7.7750 | LR: 8.67e-05 | 1349.2ms/step | 14.8 samples/s
+Step 140/44000 | Loss: 7.5434 | LR: 9.33e-05 | 1349.3ms/step | 14.8 samples/s
+Step 150/44000 | Loss: 7.3708 | LR: 1.00e-04 | 1351.9ms/step | 14.8 samples/s
+Step 160/44000 | Loss: 7.2375 | LR: 1.07e-04 | 1352.3ms/step | 14.8 samples/s
+Step 170/44000 | Loss: 7.1023 | LR: 1.13e-04 | 1352.8ms/step | 14.8 samples/s
+Step 180/44000 | Loss: 7.0167 | LR: 1.20e-04 | 1358.7ms/step | 14.7 samples/s
+Step 190/44000 | Loss: 6.9254 | LR: 1.27e-04 | 1357.2ms/step | 14.7 samples/s
+Step 200/44000 | Loss: 6.8553 | LR: 1.33e-04 | 1360.8ms/step | 14.7 samples/s
+Step 210/44000 | Loss: 6.7191 | LR: 1.40e-04 | 1361.9ms/step | 14.7 samples/s
+Step 220/44000 | Loss: 6.6928 | LR: 1.47e-04 | 1368.2ms/step | 14.6 samples/s
+Step 230/44000 | Loss: 6.5972 | LR: 1.53e-04 | 1361.7ms/step | 14.7 samples/s
+Step 240/44000 | Loss: 6.5085 | LR: 1.60e-04 | 1359.7ms/step | 14.7 samples/s
+Step 250/44000 | Loss: 6.4586 | LR: 1.67e-04 | 1366.0ms/step | 14.6 samples/s
+Validation at step 250: Loss = 6.4323, Perplexity = 621.61
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_edge_dense_altmixed_seed49/run_20260825_192725/checkpoint-250
+Step 260/44000 | Loss: 6.4339 | LR: 1.73e-04 | 6337.9ms/step | 3.2 samples/s
+Step 270/44000 | Loss: 6.3622 | LR: 1.80e-04 | 1361.0ms/step | 14.7 samples/s
+Step 280/44000 | Loss: 6.3080 | LR: 1.87e-04 | 1368.4ms/step | 14.6 samples/s
+Step 290/44000 | Loss: 6.2640 | LR: 1.93e-04 | 1363.1ms/step | 14.7 samples/s
+Step 300/44000 | Loss: 6.2404 | LR: 2.00e-04 | 1361.7ms/step | 14.7 samples/s
+Step 310/44000 | Loss: 6.1606 | LR: 2.07e-04 | 1362.2ms/step | 14.7 samples/s
+Step 320/44000 | Loss: 6.1321 | LR: 2.13e-04 | 1357.4ms/step | 14.7 samples/s
+Step 330/44000 | Loss: 6.0755 | LR: 2.20e-04 | 1366.1ms/step | 14.6 samples/s
+Step 340/44000 | Loss: 6.0630 | LR: 2.27e-04 | 1360.5ms/step | 14.7 samples/s
+Step 350/44000 | Loss: 6.0028 | LR: 2.33e-04 | 1362.8ms/step | 14.7 samples/s
+Step 360/44000 | Loss: 5.9657 | LR: 2.40e-04 | 1368.0ms/step | 14.6 samples/s
+Step 370/44000 | Loss: 5.9471 | LR: 2.47e-04 | 1363.4ms/step | 14.7 samples/s
+Step 380/44000 | Loss: 5.9143 | LR: 2.53e-04 | 1364.3ms/step | 14.7 samples/s
+Step 390/44000 | Loss: 5.8743 | LR: 2.60e-04 | 1363.4ms/step | 14.7 samples/s
+Step 400/44000 | Loss: 5.8099 | LR: 2.67e-04 | 1360.2ms/step | 14.7 samples/s
+Step 410/44000 | Loss: 5.7998 | LR: 2.73e-04 | 1364.9ms/step | 14.7 samples/s
+Step 420/44000 | Loss: 5.7829 | LR: 2.80e-04 | 1365.5ms/step | 14.6 samples/s
+Step 430/44000 | Loss: 5.7467 | LR: 2.87e-04 | 1368.5ms/step | 14.6 samples/s
+Step 440/44000 | Loss: 5.7170 | LR: 2.93e-04 | 1364.4ms/step | 14.7 samples/s
+Step 450/44000 | Loss: 5.6652 | LR: 3.00e-04 | 1361.5ms/step | 14.7 samples/s
+Step 460/44000 | Loss: 5.6324 | LR: 3.07e-04 | 1361.8ms/step | 14.7 samples/s
+Step 470/44000 | Loss: 5.6002 | LR: 3.13e-04 | 1356.9ms/step | 14.7 samples/s
+Step 480/44000 | Loss: 5.5505 | LR: 3.20e-04 | 1357.6ms/step | 14.7 samples/s
+Step 490/44000 | Loss: 5.5154 | LR: 3.27e-04 | 1357.4ms/step | 14.7 samples/s
+Step 500/44000 | Loss: 5.5163 | LR: 3.33e-04 | 1357.4ms/step | 14.7 samples/s
+Validation at step 500: Loss = 5.4815, Perplexity = 240.20
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_edge_dense_altmixed_seed49/run_20260825_192725/checkpoint-500
+Step 510/44000 | Loss: 5.4842 | LR: 3.40e-04 | 3893.2ms/step | 5.1 samples/s
+Step 520/44000 | Loss: 5.4256 | LR: 3.47e-04 | 1367.2ms/step | 14.6 samples/s
+Step 530/44000 | Loss: 5.4154 | LR: 3.53e-04 | 1368.3ms/step | 14.6 samples/s
+Step 540/44000 | Loss: 5.3837 | LR: 3.60e-04 | 1362.0ms/step | 14.7 samples/s
+Step 550/44000 | Loss: 5.3384 | LR: 3.67e-04 | 1363.4ms/step | 14.7 samples/s
+Step 560/44000 | Loss: 5.3207 | LR: 3.73e-04 | 1365.5ms/step | 14.6 samples/s
+Step 570/44000 | Loss: 5.2742 | LR: 3.80e-04 | 1367.1ms/step | 14.6 samples/s
+Step 580/44000 | Loss: 5.2714 | LR: 3.87e-04 | 1362.7ms/step | 14.7 samples/s
+Step 590/44000 | Loss: 5.2158 | LR: 3.93e-04 | 1362.5ms/step | 14.7 samples/s
+Step 600/44000 | Loss: 5.2123 | LR: 4.00e-04 | 1366.8ms/step | 14.6 samples/s
+Step 610/44000 | Loss: 5.1481 | LR: 4.07e-04 | 1363.8ms/step | 14.7 samples/s
+Step 620/44000 | Loss: 5.1340 | LR: 4.13e-04 | 1364.8ms/step | 14.7 samples/s
+Step 630/44000 | Loss: 5.1076 | LR: 4.20e-04 | 1361.0ms/step | 14.7 samples/s
+Step 640/44000 | Loss: 5.1054 | LR: 4.27e-04 | 1359.0ms/step | 14.7 samples/s
+Step 650/44000 | Loss: 5.0491 | LR: 4.33e-04 | 1364.2ms/step | 14.7 samples/s
+Step 660/44000 | Loss: 5.0562 | LR: 4.40e-04 | 1362.1ms/step | 14.7 samples/s
+Step 670/44000 | Loss: 5.0276 | LR: 4.47e-04 | 1362.4ms/step | 14.7 samples/s
+Step 680/44000 | Loss: 4.9559 | LR: 4.53e-04 | 1363.4ms/step | 14.7 samples/s
+Step 690/44000 | Loss: 4.9932 | LR: 4.60e-04 | 1365.8ms/step | 14.6 samples/s
+Step 700/44000 | Loss: 4.9010 | LR: 4.67e-04 | 1366.0ms/step | 14.6 samples/s
+Step 710/44000 | Loss: 4.9001 | LR: 4.73e-04 | 1364.0ms/step | 14.7 samples/s
+Step 720/44000 | Loss: 4.8877 | LR: 4.80e-04 | 1358.9ms/step | 14.7 samples/s
+Step 730/44000 | Loss: 4.8307 | LR: 4.87e-04 | 1360.0ms/step | 14.7 samples/s
+Step 740/44000 | Loss: 4.8304 | LR: 4.93e-04 | 1360.6ms/step | 14.7 samples/s
+Step 750/44000 | Loss: 4.7977 | LR: 5.00e-04 | 1364.2ms/step | 14.7 samples/s
+Validation at step 750: Loss = 4.7705, Perplexity = 117.98
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_edge_dense_altmixed_seed49/run_20260825_192725/checkpoint-750
+Step 760/44000 | Loss: 4.7924 | LR: 5.00e-04 | 3881.2ms/step | 5.2 samples/s
+Step 770/44000 | Loss: 4.7358 | LR: 5.00e-04 | 1360.7ms/step | 14.7 samples/s
+Step 780/44000 | Loss: 4.6945 | LR: 5.00e-04 | 1362.2ms/step | 14.7 samples/s
+Step 790/44000 | Loss: 4.6635 | LR: 5.00e-04 | 1358.9ms/step | 14.7 samples/s
+Step 800/44000 | Loss: 4.6523 | LR: 5.00e-04 | 1362.2ms/step | 14.7 samples/s
+Step 810/44000 | Loss: 4.6363 | LR: 5.00e-04 | 1364.8ms/step | 14.7 samples/s
+Step 820/44000 | Loss: 4.6026 | LR: 5.00e-04 | 1364.5ms/step | 14.7 samples/s
+Step 830/44000 | Loss: 4.5735 | LR: 5.00e-04 | 1363.0ms/step | 14.7 samples/s
+Step 840/44000 | Loss: 4.5417 | LR: 5.00e-04 | 1369.5ms/step | 14.6 samples/s
+Step 850/44000 | Loss: 4.5144 | LR: 5.00e-04 | 1363.5ms/step | 14.7 samples/s
+Step 860/44000 | Loss: 4.4845 | LR: 5.00e-04 | 1361.9ms/step | 14.7 samples/s
+Step 870/44000 | Loss: 4.4991 | LR: 5.00e-04 | 1361.9ms/step | 14.7 samples/s
+Step 880/44000 | Loss: 4.4861 | LR: 5.00e-04 | 1364.0ms/step | 14.7 samples/s
+Step 890/44000 | Loss: 4.4595 | LR: 5.00e-04 | 1362.2ms/step | 14.7 samples/s
+Step 900/44000 | Loss: 4.4329 | LR: 5.00e-04 | 1360.2ms/step | 14.7 samples/s
+Step 910/44000 | Loss: 4.4364 | LR: 5.00e-04 | 1361.7ms/step | 14.7 samples/s
+Step 920/44000 | Loss: 4.3790 | LR: 5.00e-04 | 1365.4ms/step | 14.6 samples/s
+Step 930/44000 | Loss: 4.3906 | LR: 5.00e-04 | 1364.6ms/step | 14.7 samples/s
+Step 940/44000 | Loss: 4.3651 | LR: 5.00e-04 | 1364.3ms/step | 14.7 samples/s
+Step 950/44000 | Loss: 4.3562 | LR: 5.00e-04 | 1367.6ms/step | 14.6 samples/s
+Step 960/44000 | Loss: 4.3581 | LR: 5.00e-04 | 1362.6ms/step | 14.7 samples/s
+Step 970/44000 | Loss: 4.3182 | LR: 5.00e-04 | 1362.7ms/step | 14.7 samples/s
+Step 980/44000 | Loss: 4.3303 | LR: 5.00e-04 | 1364.4ms/step | 14.7 samples/s
+Step 990/44000 | Loss: 4.2891 | LR: 5.00e-04 | 1366.8ms/step | 14.6 samples/s
+Step 1000/44000 | Loss: 4.2516 | LR: 5.00e-04 | 1364.5ms/step | 14.7 samples/s
+Validation at step 1000: Loss = 4.2733, Perplexity = 71.76
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_edge_dense_altmixed_seed49/run_20260825_192725/checkpoint-1000
+Step 1010/44000 | Loss: 4.2714 | LR: 5.00e-04 | 3858.3ms/step | 5.2 samples/s
+Step 1020/44000 | Loss: 4.2798 | LR: 5.00e-04 | 1362.7ms/step | 14.7 samples/s
+Step 1030/44000 | Loss: 4.2469 | LR: 5.00e-04 | 1359.1ms/step | 14.7 samples/s
+Step 1040/44000 | Loss: 4.2219 | LR: 5.00e-04 | 1367.3ms/step | 14.6 samples/s
+Step 1050/44000 | Loss: 4.2022 | LR: 5.00e-04 | 1366.8ms/step | 14.6 samples/s
+Step 1060/44000 | Loss: 4.2040 | LR: 5.00e-04 | 1361.2ms/step | 14.7 samples/s
+Step 1070/44000 | Loss: 4.1619 | LR: 5.00e-04 | 1364.8ms/step | 14.7 samples/s
+Step 1080/44000 | Loss: 4.1578 | LR: 5.00e-04 | 1365.3ms/step | 14.6 samples/s
+Step 1090/44000 | Loss: 4.2069 | LR: 5.00e-04 | 1362.6ms/step | 14.7 samples/s
+Step 1100/44000 | Loss: 4.1523 | LR: 5.00e-04 | 1361.9ms/step | 14.7 samples/s
+Step 1110/44000 | Loss: 4.1572 | LR: 5.00e-04 | 1361.0ms/step | 14.7 samples/s
+Step 1120/44000 | Loss: 4.1286 | LR: 5.00e-04 | 1361.2ms/step | 14.7 samples/s
+Step 1130/44000 | Loss: 4.1544 | LR: 5.00e-04 | 1364.0ms/step | 14.7 samples/s
+Step 1140/44000 | Loss: 4.0852 | LR: 5.00e-04 | 1365.0ms/step | 14.7 samples/s
+Step 1150/44000 | Loss: 4.1095 | LR: 5.00e-04 | 1368.8ms/step | 14.6 samples/s
+Step 1160/44000 | Loss: 4.0869 | LR: 5.00e-04 | 1365.0ms/step | 14.7 samples/s
+Step 1170/44000 | Loss: 4.1058 | LR: 5.00e-04 | 1361.2ms/step | 14.7 samples/s
+Step 1180/44000 | Loss: 4.0906 | LR: 5.00e-04 | 1365.3ms/step | 14.6 samples/s
+Step 1190/44000 | Loss: 4.0867 | LR: 5.00e-04 | 1359.5ms/step | 14.7 samples/s
+Step 1200/44000 | Loss: 4.0732 | LR: 5.00e-04 | 1359.0ms/step | 14.7 samples/s
+Step 1210/44000 | Loss: 4.0530 | LR: 5.00e-04 | 1356.4ms/step | 14.7 samples/s
+Step 1220/44000 | Loss: 4.0610 | LR: 5.00e-04 | 1357.3ms/step | 14.7 samples/s
+Step 1230/44000 | Loss: 4.0312 | LR: 5.00e-04 | 1352.6ms/step | 14.8 samples/s
+Step 1240/44000 | Loss: 4.0391 | LR: 5.00e-04 | 1357.0ms/step | 14.7 samples/s
+Step 1250/44000 | Loss: 3.9951 | LR: 5.00e-04 | 1356.5ms/step | 14.7 samples/s
+Validation at step 1250: Loss = 4.0120, Perplexity = 55.26
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_edge_dense_altmixed_seed49/run_20260825_192725/checkpoint-1250
+Step 1260/44000 | Loss: 4.0145 | LR: 5.00e-04 | 3857.9ms/step | 5.2 samples/s
+Step 1270/44000 | Loss: 4.0223 | LR: 5.00e-04 | 1354.0ms/step | 14.8 samples/s
+Step 1280/44000 | Loss: 4.0026 | LR: 5.00e-04 | 1355.7ms/step | 14.8 samples/s
+Step 1290/44000 | Loss: 3.9988 | LR: 5.00e-04 | 1355.0ms/step | 14.8 samples/s
+Step 1300/44000 | Loss: 3.9714 | LR: 5.00e-04 | 1353.9ms/step | 14.8 samples/s
+Step 1310/44000 | Loss: 3.9568 | LR: 5.00e-04 | 1353.0ms/step | 14.8 samples/s
+Step 1320/44000 | Loss: 3.9634 | LR: 5.00e-04 | 1353.1ms/step | 14.8 samples/s
+Step 1330/44000 | Loss: 3.9521 | LR: 5.00e-04 | 1354.6ms/step | 14.8 samples/s
+Step 1340/44000 | Loss: 3.9543 | LR: 5.00e-04 | 1356.6ms/step | 14.7 samples/s
+Step 1350/44000 | Loss: 3.9717 | LR: 5.00e-04 | 1352.0ms/step | 14.8 samples/s
+Step 1360/44000 | Loss: 3.9713 | LR: 5.00e-04 | 1352.8ms/step | 14.8 samples/s
+Step 1370/44000 | Loss: 3.9478 | LR: 5.00e-04 | 1356.2ms/step | 14.7 samples/s
+Step 1380/44000 | Loss: 3.9247 | LR: 5.00e-04 | 1353.5ms/step | 14.8 samples/s
+Step 1390/44000 | Loss: 3.9088 | LR: 5.00e-04 | 1355.6ms/step | 14.8 samples/s
+Step 1400/44000 | Loss: 3.9230 | LR: 5.00e-04 | 1355.7ms/step | 14.8 samples/s
+Step 1410/44000 | Loss: 3.9060 | LR: 5.00e-04 | 1353.5ms/step | 14.8 samples/s
+Step 1420/44000 | Loss: 3.9135 | LR: 5.00e-04 | 1353.1ms/step | 14.8 samples/s
+Step 1430/44000 | Loss: 3.8995 | LR: 5.00e-04 | 1350.9ms/step | 14.8 samples/s
+Step 1440/44000 | Loss: 3.8967 | LR: 5.00e-04 | 1352.4ms/step | 14.8 samples/s
+Step 1450/44000 | Loss: 3.8772 | LR: 5.00e-04 | 1351.6ms/step | 14.8 samples/s
+Step 1460/44000 | Loss: 3.8708 | LR: 5.00e-04 | 1351.6ms/step | 14.8 samples/s
+Step 1470/44000 | Loss: 3.8727 | LR: 5.00e-04 | 1351.7ms/step | 14.8 samples/s
+Step 1480/44000 | Loss: 3.8852 | LR: 5.00e-04 | 1350.0ms/step | 14.8 samples/s
+Step 1490/44000 | Loss: 3.8835 | LR: 5.00e-04 | 1350.0ms/step | 14.8 samples/s
+Step 1500/44000 | Loss: 3.8918 | LR: 5.00e-04 | 1353.4ms/step | 14.8 samples/s
+Validation at step 1500: Loss = 3.8619, Perplexity = 47.55
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_edge_dense_altmixed_seed49/run_20260825_192725/checkpoint-1500
+Step 1510/44000 | Loss: 3.8767 | LR: 5.00e-04 | 3844.1ms/step | 5.2 samples/s
+Step 1520/44000 | Loss: 3.8616 | LR: 5.00e-04 | 1353.3ms/step | 14.8 samples/s
+Step 1530/44000 | Loss: 3.8317 | LR: 5.00e-04 | 1349.9ms/step | 14.8 samples/s
+Step 1540/44000 | Loss: 3.8673 | LR: 5.00e-04 | 1352.6ms/step | 14.8 samples/s
+Step 1550/44000 | Loss: 3.8586 | LR: 5.00e-04 | 1360.5ms/step | 14.7 samples/s
+Step 1560/44000 | Loss: 3.8401 | LR: 5.00e-04 | 1355.9ms/step | 14.7 samples/s
+Step 1570/44000 | Loss: 3.8208 | LR: 5.00e-04 | 1357.2ms/step | 14.7 samples/s
+Step 1580/44000 | Loss: 3.8636 | LR: 5.00e-04 | 1352.6ms/step | 14.8 samples/s
+Step 1590/44000 | Loss: 3.8059 | LR: 5.00e-04 | 1354.6ms/step | 14.8 samples/s
+Step 1600/44000 | Loss: 3.8345 | LR: 5.00e-04 | 1353.4ms/step | 14.8 samples/s
+Step 1610/44000 | Loss: 3.8351 | LR: 5.00e-04 | 1352.3ms/step | 14.8 samples/s
+Step 1620/44000 | Loss: 3.7816 | LR: 5.00e-04 | 1354.8ms/step | 14.8 samples/s
+Step 1630/44000 | Loss: 3.7856 | LR: 4.99e-04 | 1354.5ms/step | 14.8 samples/s
+Step 1640/44000 | Loss: 3.7963 | LR: 4.99e-04 | 1352.8ms/step | 14.8 samples/s
+Step 1650/44000 | Loss: 3.7829 | LR: 4.99e-04 | 1351.4ms/step | 14.8 samples/s
+Step 1660/44000 | Loss: 3.7934 | LR: 4.99e-04 | 1357.3ms/step | 14.7 samples/s
+Step 1670/44000 | Loss: 3.8035 | LR: 4.99e-04 | 1351.3ms/step | 14.8 samples/s
+Step 1680/44000 | Loss: 3.7785 | LR: 4.99e-04 | 1354.9ms/step | 14.8 samples/s
+Step 1690/44000 | Loss: 3.7695 | LR: 4.99e-04 | 1351.1ms/step | 14.8 samples/s
+Step 1700/44000 | Loss: 3.7499 | LR: 4.99e-04 | 1352.3ms/step | 14.8 samples/s
+Step 1710/44000 | Loss: 3.7566 | LR: 4.99e-04 | 1350.2ms/step | 14.8 samples/s
+Step 1720/44000 | Loss: 3.7609 | LR: 4.99e-04 | 1350.5ms/step | 14.8 samples/s
+Step 1730/44000 | Loss: 3.7503 | LR: 4.99e-04 | 1358.4ms/step | 14.7 samples/s
+Step 1740/44000 | Loss: 3.7779 | LR: 4.99e-04 | 1352.1ms/step | 14.8 samples/s
+Step 1750/44000 | Loss: 3.7930 | LR: 4.99e-04 | 1355.4ms/step | 14.8 samples/s
+Validation at step 1750: Loss = 3.7526, Perplexity = 42.63
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_edge_dense_altmixed_seed49/run_20260825_192725/checkpoint-1750
+Step 1760/44000 | Loss: 3.7621 | LR: 4.99e-04 | 3886.9ms/step | 5.1 samples/s
+Step 1770/44000 | Loss: 3.7366 | LR: 4.99e-04 | 1358.5ms/step | 14.7 samples/s
+Step 1780/44000 | Loss: 3.7455 | LR: 4.99e-04 | 1361.8ms/step | 14.7 samples/s
+Step 1790/44000 | Loss: 3.7231 | LR: 4.99e-04 | 1365.1ms/step | 14.7 samples/s
+Step 1800/44000 | Loss: 3.7170 | LR: 4.99e-04 | 1363.6ms/step | 14.7 samples/s
+Step 1810/44000 | Loss: 3.7430 | LR: 4.99e-04 | 1360.7ms/step | 14.7 samples/s
+Step 1820/44000 | Loss: 3.7280 | LR: 4.99e-04 | 1359.1ms/step | 14.7 samples/s
+Step 1830/44000 | Loss: 3.7129 | LR: 4.99e-04 | 1356.7ms/step | 14.7 samples/s
+Step 1840/44000 | Loss: 3.7172 | LR: 4.99e-04 | 1360.2ms/step | 14.7 samples/s
+Step 1850/44000 | Loss: 3.7115 | LR: 4.99e-04 | 1358.9ms/step | 14.7 samples/s
+Step 1860/44000 | Loss: 3.7145 | LR: 4.99e-04 | 1357.2ms/step | 14.7 samples/s
+Step 1870/44000 | Loss: 3.7432 | LR: 4.99e-04 | 1361.3ms/step | 14.7 samples/s
+Step 1880/44000 | Loss: 3.7112 | LR: 4.99e-04 | 1359.7ms/step | 14.7 samples/s
+Step 1890/44000 | Loss: 3.6872 | LR: 4.99e-04 | 1360.2ms/step | 14.7 samples/s
+Step 1900/44000 | Loss: 3.7188 | LR: 4.99e-04 | 1361.2ms/step | 14.7 samples/s
+Step 1910/44000 | Loss: 3.6731 | LR: 4.99e-04 | 1361.8ms/step | 14.7 samples/s
+Step 1920/44000 | Loss: 3.6885 | LR: 4.99e-04 | 1358.6ms/step | 14.7 samples/s
+Step 1930/44000 | Loss: 3.6980 | LR: 4.99e-04 | 1357.0ms/step | 14.7 samples/s
+Step 1940/44000 | Loss: 3.6770 | LR: 4.99e-04 | 1356.6ms/step | 14.7 samples/s
+Step 1950/44000 | Loss: 3.6759 | LR: 4.99e-04 | 1358.3ms/step | 14.7 samples/s
+Step 1960/44000 | Loss: 3.6877 | LR: 4.99e-04 | 1361.2ms/step | 14.7 samples/s
+Step 1970/44000 | Loss: 3.6887 | LR: 4.99e-04 | 1362.6ms/step | 14.7 samples/s
+Step 1980/44000 | Loss: 3.6511 | LR: 4.99e-04 | 1360.4ms/step | 14.7 samples/s
+Step 1990/44000 | Loss: 3.6831 | LR: 4.99e-04 | 1359.3ms/step | 14.7 samples/s
+Step 2000/44000 | Loss: 3.6669 | LR: 4.99e-04 | 1356.7ms/step | 14.7 samples/s
+Validation at step 2000: Loss = 3.6727, Perplexity = 39.36
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_edge_dense_altmixed_seed49/run_20260825_192725/checkpoint-2000
+Step 2010/44000 | Loss: 3.6578 | LR: 4.99e-04 | 3858.1ms/step | 5.2 samples/s
+Step 2020/44000 | Loss: 3.6638 | LR: 4.99e-04 | 1359.7ms/step | 14.7 samples/s
+Step 2030/44000 | Loss: 3.6607 | LR: 4.99e-04 | 1360.6ms/step | 14.7 samples/s
+Step 2040/44000 | Loss: 3.6861 | LR: 4.99e-04 | 1366.5ms/step | 14.6 samples/s
+Step 2050/44000 | Loss: 3.6554 | LR: 4.99e-04 | 1366.1ms/step | 14.6 samples/s
+Step 2060/44000 | Loss: 3.6552 | LR: 4.99e-04 | 1357.6ms/step | 14.7 samples/s
+Step 2070/44000 | Loss: 3.6447 | LR: 4.99e-04 | 1361.8ms/step | 14.7 samples/s
+Step 2080/44000 | Loss: 3.6344 | LR: 4.99e-04 | 1362.7ms/step | 14.7 samples/s
+Step 2090/44000 | Loss: 3.6519 | LR: 4.99e-04 | 1364.7ms/step | 14.7 samples/s
+Step 2100/44000 | Loss: 3.6354 | LR: 4.99e-04 | 1363.7ms/step | 14.7 samples/s
+Step 2110/44000 | Loss: 3.6871 | LR: 4.99e-04 | 1363.4ms/step | 14.7 samples/s
+Step 2120/44000 | Loss: 3.6250 | LR: 4.99e-04 | 1365.0ms/step | 14.7 samples/s
+Step 2130/44000 | Loss: 3.6637 | LR: 4.99e-04 | 1362.6ms/step | 14.7 samples/s
+Step 2140/44000 | Loss: 3.6473 | LR: 4.99e-04 | 1363.6ms/step | 14.7 samples/s
+Step 2150/44000 | Loss: 3.6361 | LR: 4.99e-04 | 1358.8ms/step | 14.7 samples/s
+Step 2160/44000 | Loss: 3.6796 | LR: 4.99e-04 | 1360.7ms/step | 14.7 samples/s
+Step 2170/44000 | Loss: 3.6585 | LR: 4.99e-04 | 1361.2ms/step | 14.7 samples/s
+Step 2180/44000 | Loss: 3.6202 | LR: 4.99e-04 | 1364.7ms/step | 14.7 samples/s
+Step 2190/44000 | Loss: 3.5909 | LR: 4.99e-04 | 1362.8ms/step | 14.7 samples/s
+Step 2200/44000 | Loss: 3.6456 | LR: 4.99e-04 | 1364.9ms/step | 14.7 samples/s
+Step 2210/44000 | Loss: 3.6462 | LR: 4.99e-04 | 1362.4ms/step | 14.7 samples/s
+Step 2220/44000 | Loss: 3.6216 | LR: 4.99e-04 | 1360.7ms/step | 14.7 samples/s
+Step 2230/44000 | Loss: 3.5979 | LR: 4.99e-04 | 1355.0ms/step | 14.8 samples/s
+Step 2240/44000 | Loss: 3.5852 | LR: 4.99e-04 | 1358.8ms/step | 14.7 samples/s
+Step 2250/44000 | Loss: 3.6189 | LR: 4.99e-04 | 1356.9ms/step | 14.7 samples/s
+Validation at step 2250: Loss = 3.6066, Perplexity = 36.84
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_edge_dense_altmixed_seed49/run_20260825_192725/checkpoint-2250
+Step 2260/44000 | Loss: 3.6230 | LR: 4.98e-04 | 3865.2ms/step | 5.2 samples/s
+Step 2270/44000 | Loss: 3.6361 | LR: 4.98e-04 | 1362.6ms/step | 14.7 samples/s
+Step 2280/44000 | Loss: 3.6061 | LR: 4.98e-04 | 1362.9ms/step | 14.7 samples/s
+Step 2290/44000 | Loss: 3.6187 | LR: 4.98e-04 | 1359.5ms/step | 14.7 samples/s
+Step 2300/44000 | Loss: 3.6018 | LR: 4.98e-04 | 1362.9ms/step | 14.7 samples/s
+Step 2310/44000 | Loss: 3.5893 | LR: 4.98e-04 | 1360.6ms/step | 14.7 samples/s
+Step 2320/44000 | Loss: 3.5825 | LR: 4.98e-04 | 1361.1ms/step | 14.7 samples/s
+Step 2330/44000 | Loss: 3.5693 | LR: 4.98e-04 | 1362.1ms/step | 14.7 samples/s
+Step 2340/44000 | Loss: 3.6163 | LR: 4.98e-04 | 1359.4ms/step | 14.7 samples/s
+Step 2350/44000 | Loss: 3.6004 | LR: 4.98e-04 | 1360.6ms/step | 14.7 samples/s
+Step 2360/44000 | Loss: 3.5961 | LR: 4.98e-04 | 1362.2ms/step | 14.7 samples/s
+Step 2370/44000 | Loss: 3.5617 | LR: 4.98e-04 | 1362.2ms/step | 14.7 samples/s
+Step 2380/44000 | Loss: 3.5395 | LR: 4.98e-04 | 1359.6ms/step | 14.7 samples/s
+Step 2390/44000 | Loss: 3.5808 | LR: 4.98e-04 | 1362.8ms/step | 14.7 samples/s
+Step 2400/44000 | Loss: 3.5630 | LR: 4.98e-04 | 1363.6ms/step | 14.7 samples/s
+Step 2410/44000 | Loss: 3.5863 | LR: 4.98e-04 | 1365.5ms/step | 14.6 samples/s
+Step 2420/44000 | Loss: 3.5684 | LR: 4.98e-04 | 1364.4ms/step | 14.7 samples/s
+Step 2430/44000 | Loss: 3.5871 | LR: 4.98e-04 | 1365.0ms/step | 14.7 samples/s
+Step 2440/44000 | Loss: 3.5826 | LR: 4.98e-04 | 1363.2ms/step | 14.7 samples/s
+Step 2450/44000 | Loss: 3.6135 | LR: 4.98e-04 | 1359.5ms/step | 14.7 samples/s
+Step 2460/44000 | Loss: 3.5397 | LR: 4.98e-04 | 1362.1ms/step | 14.7 samples/s
+Step 2470/44000 | Loss: 3.5845 | LR: 4.98e-04 | 1361.4ms/step | 14.7 samples/s
+Step 2480/44000 | Loss: 3.5921 | LR: 4.98e-04 | 1363.6ms/step | 14.7 samples/s
+Step 2490/44000 | Loss: 3.5702 | LR: 4.98e-04 | 1364.9ms/step | 14.7 samples/s
+Step 2500/44000 | Loss: 3.5535 | LR: 4.98e-04 | 1362.9ms/step | 14.7 samples/s
+Validation at step 2500: Loss = 3.5555, Perplexity = 35.00
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_edge_dense_altmixed_seed49/run_20260825_192725/checkpoint-2500
+Step 2510/44000 | Loss: 3.5582 | LR: 4.98e-04 | 3873.3ms/step | 5.2 samples/s
+Step 2520/44000 | Loss: 3.5496 | LR: 4.98e-04 | 1356.9ms/step | 14.7 samples/s
+Step 2530/44000 | Loss: 3.5313 | LR: 4.98e-04 | 1356.0ms/step | 14.7 samples/s
+Step 2540/44000 | Loss: 3.5369 | LR: 4.98e-04 | 1358.0ms/step | 14.7 samples/s
+Step 2550/44000 | Loss: 3.5082 | LR: 4.98e-04 | 1360.9ms/step | 14.7 samples/s
+Step 2560/44000 | Loss: 3.5580 | LR: 4.98e-04 | 1364.1ms/step | 14.7 samples/s
+Step 2570/44000 | Loss: 3.5531 | LR: 4.98e-04 | 1363.7ms/step | 14.7 samples/s
+Step 2580/44000 | Loss: 3.5283 | LR: 4.98e-04 | 1364.4ms/step | 14.7 samples/s
+Step 2590/44000 | Loss: 3.5522 | LR: 4.98e-04 | 1362.0ms/step | 14.7 samples/s
+Step 2600/44000 | Loss: 3.5163 | LR: 4.98e-04 | 1360.8ms/step | 14.7 samples/s
+Step 2610/44000 | Loss: 3.5404 | LR: 4.98e-04 | 1359.1ms/step | 14.7 samples/s
+Step 2620/44000 | Loss: 3.5333 | LR: 4.98e-04 | 1359.1ms/step | 14.7 samples/s
+Step 2630/44000 | Loss: 3.5329 | LR: 4.98e-04 | 1367.4ms/step | 14.6 samples/s
+Step 2640/44000 | Loss: 3.5292 | LR: 4.98e-04 | 1357.1ms/step | 14.7 samples/s
+Step 2650/44000 | Loss: 3.5057 | LR: 4.98e-04 | 1361.4ms/step | 14.7 samples/s
+Step 2660/44000 | Loss: 3.5152 | LR: 4.98e-04 | 1361.8ms/step | 14.7 samples/s
+Step 2670/44000 | Loss: 3.5575 | LR: 4.98e-04 | 1363.0ms/step | 14.7 samples/s
+Step 2680/44000 | Loss: 3.5442 | LR: 4.98e-04 | 1358.0ms/step | 14.7 samples/s
+Step 2690/44000 | Loss: 3.5181 | LR: 4.98e-04 | 1360.0ms/step | 14.7 samples/s
+Step 2700/44000 | Loss: 3.5460 | LR: 4.97e-04 | 1360.9ms/step | 14.7 samples/s
+Step 2710/44000 | Loss: 3.5127 | LR: 4.97e-04 | 1359.6ms/step | 14.7 samples/s
+Step 2720/44000 | Loss: 3.5330 | LR: 4.97e-04 | 1360.0ms/step | 14.7 samples/s
+Step 2730/44000 | Loss: 3.4644 | LR: 4.97e-04 | 1357.0ms/step | 14.7 samples/s
+Step 2740/44000 | Loss: 3.5057 | LR: 4.97e-04 | 1353.9ms/step | 14.8 samples/s
+Step 2750/44000 | Loss: 3.5142 | LR: 4.97e-04 | 1361.5ms/step | 14.7 samples/s
+Validation at step 2750: Loss = 3.5116, Perplexity = 33.50
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_edge_dense_altmixed_seed49/run_20260825_192725/checkpoint-2750
+Step 2760/44000 | Loss: 3.5153 | LR: 4.97e-04 | 3857.2ms/step | 5.2 samples/s
+Step 2770/44000 | Loss: 3.5200 | LR: 4.97e-04 | 1355.1ms/step | 14.8 samples/s
+Step 2780/44000 | Loss: 3.4972 | LR: 4.97e-04 | 1351.8ms/step | 14.8 samples/s
+Step 2790/44000 | Loss: 3.4920 | LR: 4.97e-04 | 1355.4ms/step | 14.8 samples/s
+Step 2800/44000 | Loss: 3.5118 | LR: 4.97e-04 | 1359.8ms/step | 14.7 samples/s
+Step 2810/44000 | Loss: 3.4875 | LR: 4.97e-04 | 1358.3ms/step | 14.7 samples/s
+Step 2820/44000 | Loss: 3.4969 | LR: 4.97e-04 | 1357.8ms/step | 14.7 samples/s
+Step 2830/44000 | Loss: 3.4963 | LR: 4.97e-04 | 1359.5ms/step | 14.7 samples/s
+Step 2840/44000 | Loss: 3.4830 | LR: 4.97e-04 | 1360.5ms/step | 14.7 samples/s
+Step 2850/44000 | Loss: 3.4863 | LR: 4.97e-04 | 1359.6ms/step | 14.7 samples/s
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_192830-6sx9f1kf/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260825_192830-6sx9f1kf/files/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0c3e38c4cce87cb53d52f45f6ac8cbf8688a7d92
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_192830-6sx9f1kf/files/requirements.txt
@@ -0,0 +1,142 @@
+pip==26.0.1
+nvidia-cusparselt-cu13==0.8.0
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+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
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+regex==2026.4.4
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+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
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+typing-inspection==0.4.2
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+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-20260825_192830-6sx9f1kf/files/wandb-metadata.json b/epfl_final/SparseAtt/wandb/run-20260825_192830-6sx9f1kf/files/wandb-metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..8ee68d1619f1c1830bcbf8e3311807064fac36c4
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_192830-6sx9f1kf/files/wandb-metadata.json
@@ -0,0 +1,44 @@
+{
+  "os":  "Linux-6.8.0-124-generic-x86_64-with-glibc2.35",
+  "python":  "CPython 3.13.13",
+  "startedAt":  "2026-08-25T19:28:30.746726Z",
+  "args":  [
+    "--config",
+    "configs/ladder8k/365m_edge_dense_altmixed_seed49.json"
+  ],
+  "program":  "/mloscratch/homes/navasard/sparse/SparseAtt/train.py",
+  "codePath":  "train.py",
+  "codePathLocal":  "train.py",
+  "git":  {
+    "remote":  "https://github.com/rubentium/TokenPrune.git",
+    "commit":  "5637886f0cc760009989b14e68c6ae06d4827418"
+  },
+  "email":  "ruben.navasardyan@mail.utoronto.ca",
+  "root":  "/mloscratch/homes/navasard/sparse/SparseAtt",
+  "host":  "h100-workspace-0-1",
+  "executable":  "/mloscratch/homes/navasard/conda/bin/python3.13",
+  "cpu_count":  96,
+  "cpu_count_logical":  192,
+  "gpu":  "NVIDIA H100 80GB HBM3",
+  "gpu_count":  1,
+  "disk":  {
+    "/":  {
+      "total":  "9374931091456",
+      "used":  "5419094904832"
+    }
+  },
+  "memory":  {
+    "total":  "1623005626368"
+  },
+  "gpu_nvidia":  [
+    {
+      "name":  "NVIDIA H100 80GB HBM3",
+      "memoryTotal":  "85520809984",
+      "cudaCores":  16896,
+      "architecture":  "Hopper",
+      "uuid":  "GPU-3ea6c840-350f-c68c-7562-6e0affa4e153"
+    }
+  ],
+  "cudaVersion":  "13.0",
+  "writerId":  "ocdr6tbrrd1vrsa9lko7wu6lyesmzbyu"
+}
\ No newline at end of file
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_192830-6sx9f1kf/logs/debug-internal.log b/epfl_final/SparseAtt/wandb/run-20260825_192830-6sx9f1kf/logs/debug-internal.log
new file mode 100644
index 0000000000000000000000000000000000000000..f35a69525c87fd5310ee1b8e928975fb88e8b19a
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_192830-6sx9f1kf/logs/debug-internal.log
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diff --git a/epfl_final/SparseAtt/wandb/run-20260825_192830-6sx9f1kf/logs/debug.log b/epfl_final/SparseAtt/wandb/run-20260825_192830-6sx9f1kf/logs/debug.log
new file mode 100644
index 0000000000000000000000000000000000000000..f8e962f03e4d06c6b899ccdc13790832f12274bf
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_192830-6sx9f1kf/logs/debug.log
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+2026-08-25 19:28:32,450 INFO    MainThread:830 [wandb_run.py:_redirect():2495] Redirects installed.
+2026-08-25 19:28:32,487 INFO    MainThread:830 [wandb_init.py:init():1094] run started, returning control to user process
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_192830-6sx9f1kf/run-6sx9f1kf.wandb b/epfl_final/SparseAtt/wandb/run-20260825_192830-6sx9f1kf/run-6sx9f1kf.wandb
new file mode 100644
index 0000000000000000000000000000000000000000..2a34edca816b4b1f8a346ecb256777f37101bb9a
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_192830-6sx9f1kf/run-6sx9f1kf.wandb
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1f7f3acb3207fd9b1311ad00dbee918d4fd0d7c862a87b8e9a19f5b2b5ae36c2
+size 819200
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_204951-qctui00g/files/output.log b/epfl_final/SparseAtt/wandb/run-20260825_204951-qctui00g/files/output.log
new file mode 100644
index 0000000000000000000000000000000000000000..9e2c5890c1c5f683c1d43055dd9294c84cd68d13
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_204951-qctui00g/files/output.log
@@ -0,0 +1,1208 @@
+Starting training...
+Validation at step 25250: Loss = 2.5510, Perplexity = 12.82
+wandb: WARNING Tried to log to step 25250 that is less than the current step 25421. 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 25251: dense (dense step interval)
+Step 25260/50462 | Loss: 2.5577 | LR: 2.55e-04 | 45986.3ms/step | 1.3 samples/s
+wandb: WARNING Tried to log to step 25260 that is less than the current step 25421. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 25270/50462 | Loss: 2.5683 | LR: 2.55e-04 | 1886.9ms/step | 31.8 samples/s
+wandb: WARNING Tried to log to step 25270 that is less than the current step 25421. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 25280/50462 | Loss: 2.5626 | LR: 2.55e-04 | 1894.7ms/step | 31.7 samples/s
+wandb: WARNING Tried to log to step 25280 that is less than the current step 25421. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 25290/50462 | Loss: 2.5497 | LR: 2.55e-04 | 1891.6ms/step | 31.7 samples/s
+wandb: WARNING Tried to log to step 25290 that is less than the current step 25421. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 25300/50462 | Loss: 2.5372 | LR: 2.55e-04 | 1896.2ms/step | 31.6 samples/s
+wandb: WARNING Tried to log to step 25300 that is less than the current step 25421. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 25310/50462 | Loss: 2.5889 | LR: 2.55e-04 | 1898.6ms/step | 31.6 samples/s
+wandb: WARNING Tried to log to step 25310 that is less than the current step 25421. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 25320/50462 | Loss: 2.5804 | LR: 2.55e-04 | 1904.1ms/step | 31.5 samples/s
+wandb: WARNING Tried to log to step 25320 that is less than the current step 25421. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 25330/50462 | Loss: 2.5998 | LR: 2.54e-04 | 1903.5ms/step | 31.5 samples/s
+wandb: WARNING Tried to log to step 25330 that is less than the current step 25421. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 25340/50462 | Loss: 2.5688 | LR: 2.54e-04 | 1903.6ms/step | 31.5 samples/s
+wandb: WARNING Tried to log to step 25340 that is less than the current step 25421. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 25350/50462 | Loss: 2.5634 | LR: 2.54e-04 | 1901.6ms/step | 31.6 samples/s
+wandb: WARNING Tried to log to step 25350 that is less than the current step 25421. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 25360/50462 | Loss: 2.5904 | LR: 2.54e-04 | 1908.9ms/step | 31.4 samples/s
+wandb: WARNING Tried to log to step 25360 that is less than the current step 25421. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 25370/50462 | Loss: 2.5336 | LR: 2.54e-04 | 1911.6ms/step | 31.4 samples/s
+wandb: WARNING Tried to log to step 25370 that is less than the current step 25421. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 25380/50462 | Loss: 2.5489 | LR: 2.54e-04 | 1910.5ms/step | 31.4 samples/s
+wandb: WARNING Tried to log to step 25380 that is less than the current step 25421. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 25390/50462 | Loss: 2.5222 | LR: 2.53e-04 | 1911.7ms/step | 31.4 samples/s
+wandb: WARNING Tried to log to step 25390 that is less than the current step 25421. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 25400/50462 | Loss: 2.5528 | LR: 2.53e-04 | 1914.9ms/step | 31.3 samples/s
+wandb: WARNING Tried to log to step 25400 that is less than the current step 25421. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 25410/50462 | Loss: 2.5505 | LR: 2.53e-04 | 1912.7ms/step | 31.4 samples/s
+wandb: WARNING Tried to log to step 25410 that is less than the current step 25421. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 25420/50462 | Loss: 2.5880 | LR: 2.53e-04 | 1909.7ms/step | 31.4 samples/s
+wandb: WARNING Tried to log to step 25420 that is less than the current step 25421. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 25430/50462 | Loss: 2.5397 | LR: 2.53e-04 | 1911.6ms/step | 31.4 samples/s
+Step 25440/50462 | Loss: 2.5050 | LR: 2.53e-04 | 1911.2ms/step | 31.4 samples/s
+Step 25450/50462 | Loss: 2.5550 | LR: 2.52e-04 | 1913.7ms/step | 31.4 samples/s
+Step 25460/50462 | Loss: 2.5670 | LR: 2.52e-04 | 1909.6ms/step | 31.4 samples/s
+Step 25470/50462 | Loss: 2.5501 | LR: 2.52e-04 | 1900.4ms/step | 31.6 samples/s
+Step 25480/50462 | Loss: 2.5534 | LR: 2.52e-04 | 1906.2ms/step | 31.5 samples/s
+Step 25490/50462 | Loss: 2.5602 | LR: 2.52e-04 | 1904.5ms/step | 31.5 samples/s
+Step 25500/50462 | Loss: 2.5778 | LR: 2.52e-04 | 1905.0ms/step | 31.5 samples/s
+Validation at step 25500: Loss = 2.5485, Perplexity = 12.79
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-25500
+Step 25510/50462 | Loss: 2.5553 | LR: 2.52e-04 | 3357.2ms/step | 17.9 samples/s
+Step 25520/50462 | Loss: 2.5584 | LR: 2.51e-04 | 1903.9ms/step | 31.5 samples/s
+Step 25530/50462 | Loss: 2.5263 | LR: 2.51e-04 | 1908.2ms/step | 31.4 samples/s
+Step 25540/50462 | Loss: 2.5654 | LR: 2.51e-04 | 1909.7ms/step | 31.4 samples/s
+Step 25550/50462 | Loss: 2.5364 | LR: 2.51e-04 | 1912.8ms/step | 31.4 samples/s
+Step 25560/50462 | Loss: 2.5408 | LR: 2.51e-04 | 1912.0ms/step | 31.4 samples/s
+Step 25570/50462 | Loss: 2.5716 | LR: 2.51e-04 | 1915.7ms/step | 31.3 samples/s
+Step 25580/50462 | Loss: 2.5652 | LR: 2.50e-04 | 1913.1ms/step | 31.4 samples/s
+Step 25590/50462 | Loss: 2.5472 | LR: 2.50e-04 | 1911.2ms/step | 31.4 samples/s
+Step 25600/50462 | Loss: 2.5296 | LR: 2.50e-04 | 1914.1ms/step | 31.3 samples/s
+Step 25610/50462 | Loss: 2.5428 | LR: 2.50e-04 | 1914.8ms/step | 31.3 samples/s
+Step 25620/50462 | Loss: 2.5780 | LR: 2.50e-04 | 1915.0ms/step | 31.3 samples/s
+Step 25630/50462 | Loss: 2.5723 | LR: 2.50e-04 | 1911.9ms/step | 31.4 samples/s
+Step 25640/50462 | Loss: 2.5552 | LR: 2.49e-04 | 1914.2ms/step | 31.3 samples/s
+Step 25650/50462 | Loss: 2.5659 | LR: 2.49e-04 | 1915.2ms/step | 31.3 samples/s
+Step 25660/50462 | Loss: 2.5359 | LR: 2.49e-04 | 1915.1ms/step | 31.3 samples/s
+Step 25670/50462 | Loss: 2.5805 | LR: 2.49e-04 | 1914.5ms/step | 31.3 samples/s
+Step 25680/50462 | Loss: 2.5463 | LR: 2.49e-04 | 1917.4ms/step | 31.3 samples/s
+Step 25690/50462 | Loss: 2.6057 | LR: 2.49e-04 | 1914.9ms/step | 31.3 samples/s
+Step 25700/50462 | Loss: 2.5945 | LR: 2.49e-04 | 1915.7ms/step | 31.3 samples/s
+Step 25710/50462 | Loss: 2.5630 | LR: 2.48e-04 | 1919.0ms/step | 31.3 samples/s
+Step 25720/50462 | Loss: 2.5529 | LR: 2.48e-04 | 1916.7ms/step | 31.3 samples/s
+Step 25730/50462 | Loss: 2.5310 | LR: 2.48e-04 | 1917.0ms/step | 31.3 samples/s
+Step 25740/50462 | Loss: 2.4869 | LR: 2.48e-04 | 1917.0ms/step | 31.3 samples/s
+Step 25750/50462 | Loss: 2.5833 | LR: 2.48e-04 | 1920.5ms/step | 31.2 samples/s
+Validation at step 25750: Loss = 2.5451, Perplexity = 12.74
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-25750
+Step 25760/50462 | Loss: 2.5735 | LR: 2.48e-04 | 3314.2ms/step | 18.1 samples/s
+Step 25770/50462 | Loss: 2.6126 | LR: 2.47e-04 | 1904.9ms/step | 31.5 samples/s
+Step 25780/50462 | Loss: 2.5424 | LR: 2.47e-04 | 1911.6ms/step | 31.4 samples/s
+Step 25790/50462 | Loss: 2.5542 | LR: 2.47e-04 | 1911.8ms/step | 31.4 samples/s
+Step 25800/50462 | Loss: 2.5298 | LR: 2.47e-04 | 1916.7ms/step | 31.3 samples/s
+Step 25810/50462 | Loss: 2.5892 | LR: 2.47e-04 | 1918.1ms/step | 31.3 samples/s
+Step 25820/50462 | Loss: 2.5311 | LR: 2.47e-04 | 1917.8ms/step | 31.3 samples/s
+Step 25830/50462 | Loss: 2.5716 | LR: 2.46e-04 | 1908.5ms/step | 31.4 samples/s
+Step 25840/50462 | Loss: 2.5226 | LR: 2.46e-04 | 1908.0ms/step | 31.4 samples/s
+Step 25850/50462 | Loss: 2.5322 | LR: 2.46e-04 | 1907.9ms/step | 31.4 samples/s
+Step 25860/50462 | Loss: 2.5240 | LR: 2.46e-04 | 1911.9ms/step | 31.4 samples/s
+Step 25870/50462 | Loss: 2.5511 | LR: 2.46e-04 | 1913.1ms/step | 31.4 samples/s
+Step 25880/50462 | Loss: 2.5702 | LR: 2.46e-04 | 1906.3ms/step | 31.5 samples/s
+Step 25890/50462 | Loss: 2.5264 | LR: 2.46e-04 | 1912.2ms/step | 31.4 samples/s
+Step 25900/50462 | Loss: 2.5351 | LR: 2.45e-04 | 1917.1ms/step | 31.3 samples/s
+Step 25910/50462 | Loss: 2.5543 | LR: 2.45e-04 | 1915.7ms/step | 31.3 samples/s
+Step 25920/50462 | Loss: 2.5617 | LR: 2.45e-04 | 1917.6ms/step | 31.3 samples/s
+Step 25930/50462 | Loss: 2.5359 | LR: 2.45e-04 | 1916.3ms/step | 31.3 samples/s
+Step 25940/50462 | Loss: 2.5275 | LR: 2.45e-04 | 1913.7ms/step | 31.4 samples/s
+Step 25950/50462 | Loss: 2.5633 | LR: 2.45e-04 | 1916.1ms/step | 31.3 samples/s
+Step 25960/50462 | Loss: 2.5671 | LR: 2.44e-04 | 1919.7ms/step | 31.3 samples/s
+Step 25970/50462 | Loss: 2.5721 | LR: 2.44e-04 | 1921.0ms/step | 31.2 samples/s
+Step 25980/50462 | Loss: 2.5311 | LR: 2.44e-04 | 1918.8ms/step | 31.3 samples/s
+Step 25990/50462 | Loss: 2.5314 | LR: 2.44e-04 | 1915.1ms/step | 31.3 samples/s
+Step 26000/50462 | Loss: 2.5461 | LR: 2.44e-04 | 1919.6ms/step | 31.3 samples/s
+Validation at step 26000: Loss = 2.5438, Perplexity = 12.73
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-26000
+Step 26010/50462 | Loss: 2.5340 | LR: 2.44e-04 | 3266.7ms/step | 18.4 samples/s
+Step 26020/50462 | Loss: 2.5567 | LR: 2.43e-04 | 1903.1ms/step | 31.5 samples/s
+Step 26030/50462 | Loss: 2.5382 | LR: 2.43e-04 | 1905.3ms/step | 31.5 samples/s
+Step 26040/50462 | Loss: 2.5662 | LR: 2.43e-04 | 1910.9ms/step | 31.4 samples/s
+Step 26050/50462 | Loss: 2.5685 | LR: 2.43e-04 | 1917.9ms/step | 31.3 samples/s
+Step 26060/50462 | Loss: 2.5537 | LR: 2.43e-04 | 1915.1ms/step | 31.3 samples/s
+Step 26070/50462 | Loss: 2.5632 | LR: 2.43e-04 | 1918.7ms/step | 31.3 samples/s
+Step 26080/50462 | Loss: 2.5198 | LR: 2.43e-04 | 1920.7ms/step | 31.2 samples/s
+Step 26090/50462 | Loss: 2.5604 | LR: 2.42e-04 | 1912.8ms/step | 31.4 samples/s
+Step 26100/50462 | Loss: 2.5410 | LR: 2.42e-04 | 1913.3ms/step | 31.4 samples/s
+Step 26110/50462 | Loss: 2.5867 | LR: 2.42e-04 | 1918.6ms/step | 31.3 samples/s
+Step 26120/50462 | Loss: 2.5775 | LR: 2.42e-04 | 1919.2ms/step | 31.3 samples/s
+Step 26130/50462 | Loss: 2.5786 | LR: 2.42e-04 | 1919.1ms/step | 31.3 samples/s
+Step 26140/50462 | Loss: 2.5139 | LR: 2.42e-04 | 1909.1ms/step | 31.4 samples/s
+Step 26150/50462 | Loss: 2.5645 | LR: 2.41e-04 | 1909.8ms/step | 31.4 samples/s
+Step 26160/50462 | Loss: 2.4874 | LR: 2.41e-04 | 1913.2ms/step | 31.4 samples/s
+Step 26170/50462 | Loss: 2.5437 | LR: 2.41e-04 | 1916.0ms/step | 31.3 samples/s
+Step 26180/50462 | Loss: 2.5755 | LR: 2.41e-04 | 1915.0ms/step | 31.3 samples/s
+Step 26190/50462 | Loss: 2.5716 | LR: 2.41e-04 | 1919.1ms/step | 31.3 samples/s
+Step 26200/50462 | Loss: 2.6096 | LR: 2.41e-04 | 1920.9ms/step | 31.2 samples/s
+Step 26210/50462 | Loss: 2.5527 | LR: 2.40e-04 | 1914.8ms/step | 31.3 samples/s
+Step 26220/50462 | Loss: 2.5499 | LR: 2.40e-04 | 1913.3ms/step | 31.4 samples/s
+Step 26230/50462 | Loss: 2.5295 | LR: 2.40e-04 | 1917.8ms/step | 31.3 samples/s
+Step 26240/50462 | Loss: 2.5680 | LR: 2.40e-04 | 1921.3ms/step | 31.2 samples/s
+Step 26250/50462 | Loss: 2.5544 | LR: 2.40e-04 | 1920.8ms/step | 31.2 samples/s
+Validation at step 26250: Loss = 2.5425, Perplexity = 12.71
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-26250
+Step 26260/50462 | Loss: 2.5514 | LR: 2.40e-04 | 3253.2ms/step | 18.4 samples/s
+Step 26270/50462 | Loss: 2.5430 | LR: 2.40e-04 | 1900.8ms/step | 31.6 samples/s
+Step 26280/50462 | Loss: 2.5843 | LR: 2.39e-04 | 1905.1ms/step | 31.5 samples/s
+Step 26290/50462 | Loss: 2.5489 | LR: 2.39e-04 | 1910.2ms/step | 31.4 samples/s
+Step 26300/50462 | Loss: 2.4856 | LR: 2.39e-04 | 1914.6ms/step | 31.3 samples/s
+Step 26310/50462 | Loss: 2.5170 | LR: 2.39e-04 | 1913.0ms/step | 31.4 samples/s
+Step 26320/50462 | Loss: 2.6120 | LR: 2.39e-04 | 1908.3ms/step | 31.4 samples/s
+Step 26330/50462 | Loss: 2.5068 | LR: 2.39e-04 | 1910.3ms/step | 31.4 samples/s
+Step 26340/50462 | Loss: 2.5319 | LR: 2.38e-04 | 1917.1ms/step | 31.3 samples/s
+Step 26350/50462 | Loss: 2.5148 | LR: 2.38e-04 | 1919.6ms/step | 31.3 samples/s
+Step 26360/50462 | Loss: 2.5453 | LR: 2.38e-04 | 1916.6ms/step | 31.3 samples/s
+Step 26370/50462 | Loss: 2.5233 | LR: 2.38e-04 | 1912.0ms/step | 31.4 samples/s
+Step 26380/50462 | Loss: 2.4629 | LR: 2.38e-04 | 1915.1ms/step | 31.3 samples/s
+Step 26390/50462 | Loss: 2.5408 | LR: 2.38e-04 | 1919.5ms/step | 31.3 samples/s
+Step 26400/50462 | Loss: 2.5691 | LR: 2.37e-04 | 1918.4ms/step | 31.3 samples/s
+Step 26410/50462 | Loss: 2.5316 | LR: 2.37e-04 | 1916.6ms/step | 31.3 samples/s
+Step 26420/50462 | Loss: 2.5758 | LR: 2.37e-04 | 1918.9ms/step | 31.3 samples/s
+Step 26430/50462 | Loss: 2.5582 | LR: 2.37e-04 | 1910.8ms/step | 31.4 samples/s
+Step 26440/50462 | Loss: 2.5343 | LR: 2.37e-04 | 1901.2ms/step | 31.6 samples/s
+Step 26450/50462 | Loss: 2.5556 | LR: 2.37e-04 | 1909.5ms/step | 31.4 samples/s
+Step 26460/50462 | Loss: 2.5932 | LR: 2.37e-04 | 1913.9ms/step | 31.3 samples/s
+Step 26470/50462 | Loss: 2.5610 | LR: 2.36e-04 | 1917.4ms/step | 31.3 samples/s
+Step 26480/50462 | Loss: 2.5088 | LR: 2.36e-04 | 1917.3ms/step | 31.3 samples/s
+Step 26490/50462 | Loss: 2.5248 | LR: 2.36e-04 | 1916.8ms/step | 31.3 samples/s
+Step 26500/50462 | Loss: 2.5100 | LR: 2.36e-04 | 1919.2ms/step | 31.3 samples/s
+Validation at step 26500: Loss = 2.5402, Perplexity = 12.68
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-26500
+Step 26510/50462 | Loss: 2.5506 | LR: 2.36e-04 | 3249.0ms/step | 18.5 samples/s
+Step 26520/50462 | Loss: 2.5414 | LR: 2.36e-04 | 1899.4ms/step | 31.6 samples/s
+Step 26530/50462 | Loss: 2.5507 | LR: 2.35e-04 | 1908.7ms/step | 31.4 samples/s
+Step 26540/50462 | Loss: 2.5038 | LR: 2.35e-04 | 1913.2ms/step | 31.4 samples/s
+Step 26550/50462 | Loss: 2.5388 | LR: 2.35e-04 | 1915.3ms/step | 31.3 samples/s
+Step 26560/50462 | Loss: 2.5408 | LR: 2.35e-04 | 1915.2ms/step | 31.3 samples/s
+Step 26570/50462 | Loss: 2.4949 | LR: 2.35e-04 | 1917.9ms/step | 31.3 samples/s
+Step 26580/50462 | Loss: 2.5390 | LR: 2.35e-04 | 1918.9ms/step | 31.3 samples/s
+Step 26590/50462 | Loss: 2.5685 | LR: 2.34e-04 | 1917.9ms/step | 31.3 samples/s
+Step 26600/50462 | Loss: 2.5876 | LR: 2.34e-04 | 1923.2ms/step | 31.2 samples/s
+Step 26610/50462 | Loss: 2.5483 | LR: 2.34e-04 | 1918.3ms/step | 31.3 samples/s
+Step 26620/50462 | Loss: 2.5960 | LR: 2.34e-04 | 1918.8ms/step | 31.3 samples/s
+Step 26630/50462 | Loss: 2.5282 | LR: 2.34e-04 | 1918.3ms/step | 31.3 samples/s
+Step 26640/50462 | Loss: 2.5430 | LR: 2.34e-04 | 1914.0ms/step | 31.3 samples/s
+Step 26650/50462 | Loss: 2.5205 | LR: 2.34e-04 | 1913.5ms/step | 31.4 samples/s
+Step 26660/50462 | Loss: 2.5392 | LR: 2.33e-04 | 1907.4ms/step | 31.5 samples/s
+Step 26670/50462 | Loss: 2.5798 | LR: 2.33e-04 | 1913.0ms/step | 31.4 samples/s
+Step 26680/50462 | Loss: 2.5643 | LR: 2.33e-04 | 1914.7ms/step | 31.3 samples/s
+Step 26690/50462 | Loss: 2.5052 | LR: 2.33e-04 | 1915.5ms/step | 31.3 samples/s
+Step 26700/50462 | Loss: 2.5633 | LR: 2.33e-04 | 1918.6ms/step | 31.3 samples/s
+Step 26710/50462 | Loss: 2.5271 | LR: 2.33e-04 | 1918.9ms/step | 31.3 samples/s
+Step 26720/50462 | Loss: 2.5541 | LR: 2.32e-04 | 1919.9ms/step | 31.3 samples/s
+Step 26730/50462 | Loss: 2.5461 | LR: 2.32e-04 | 1918.1ms/step | 31.3 samples/s
+Step 26740/50462 | Loss: 2.5458 | LR: 2.32e-04 | 1916.2ms/step | 31.3 samples/s
+Step 26750/50462 | Loss: 2.5110 | LR: 2.32e-04 | 1919.0ms/step | 31.3 samples/s
+Validation at step 26750: Loss = 2.5383, Perplexity = 12.66
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-26750
+Step 26760/50462 | Loss: 2.5378 | LR: 2.32e-04 | 3300.6ms/step | 18.2 samples/s
+Step 26770/50462 | Loss: 2.5557 | LR: 2.32e-04 | 1903.1ms/step | 31.5 samples/s
+Step 26780/50462 | Loss: 2.5443 | LR: 2.31e-04 | 1906.9ms/step | 31.5 samples/s
+Step 26790/50462 | Loss: 2.5136 | LR: 2.31e-04 | 1907.1ms/step | 31.5 samples/s
+Step 26800/50462 | Loss: 2.5374 | LR: 2.31e-04 | 1913.1ms/step | 31.4 samples/s
+Step 26810/50462 | Loss: 2.5198 | LR: 2.31e-04 | 1908.5ms/step | 31.4 samples/s
+Step 26820/50462 | Loss: 2.5494 | LR: 2.31e-04 | 1908.8ms/step | 31.4 samples/s
+Step 26830/50462 | Loss: 2.5549 | LR: 2.31e-04 | 1909.9ms/step | 31.4 samples/s
+Step 26840/50462 | Loss: 2.5287 | LR: 2.31e-04 | 1912.0ms/step | 31.4 samples/s
+Step 26850/50462 | Loss: 2.5731 | LR: 2.30e-04 | 1910.9ms/step | 31.4 samples/s
+Step 26860/50462 | Loss: 2.5743 | LR: 2.30e-04 | 1914.5ms/step | 31.3 samples/s
+Step 26870/50462 | Loss: 2.5572 | LR: 2.30e-04 | 1917.9ms/step | 31.3 samples/s
+Step 26880/50462 | Loss: 2.5662 | LR: 2.30e-04 | 1916.9ms/step | 31.3 samples/s
+Step 26890/50462 | Loss: 2.5003 | LR: 2.30e-04 | 1920.6ms/step | 31.2 samples/s
+Step 26900/50462 | Loss: 2.5293 | LR: 2.30e-04 | 1921.9ms/step | 31.2 samples/s
+Step 26910/50462 | Loss: 2.5196 | LR: 2.29e-04 | 1920.0ms/step | 31.3 samples/s
+Step 26920/50462 | Loss: 2.5214 | LR: 2.29e-04 | 1913.8ms/step | 31.4 samples/s
+Step 26930/50462 | Loss: 2.5164 | LR: 2.29e-04 | 1905.2ms/step | 31.5 samples/s
+Step 26940/50462 | Loss: 2.5787 | LR: 2.29e-04 | 1910.9ms/step | 31.4 samples/s
+Step 26950/50462 | Loss: 2.5135 | LR: 2.29e-04 | 1908.1ms/step | 31.4 samples/s
+Step 26960/50462 | Loss: 2.5697 | LR: 2.29e-04 | 1910.5ms/step | 31.4 samples/s
+Step 26970/50462 | Loss: 2.5308 | LR: 2.28e-04 | 1915.0ms/step | 31.3 samples/s
+Step 26980/50462 | Loss: 2.5669 | LR: 2.28e-04 | 1917.4ms/step | 31.3 samples/s
+Step 26990/50462 | Loss: 2.5724 | LR: 2.28e-04 | 1919.9ms/step | 31.3 samples/s
+Step 27000/50462 | Loss: 2.5023 | LR: 2.28e-04 | 1913.2ms/step | 31.4 samples/s
+Validation at step 27000: Loss = 2.5358, Perplexity = 12.63
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-27000
+Step 27010/50462 | Loss: 2.5351 | LR: 2.28e-04 | 3311.3ms/step | 18.1 samples/s
+Step 27020/50462 | Loss: 2.5499 | LR: 2.28e-04 | 1899.5ms/step | 31.6 samples/s
+Step 27030/50462 | Loss: 2.5773 | LR: 2.28e-04 | 1910.4ms/step | 31.4 samples/s
+Step 27040/50462 | Loss: 2.4979 | LR: 2.27e-04 | 1913.4ms/step | 31.4 samples/s
+Step 27050/50462 | Loss: 2.5537 | LR: 2.27e-04 | 1913.7ms/step | 31.4 samples/s
+Step 27060/50462 | Loss: 2.5487 | LR: 2.27e-04 | 1912.5ms/step | 31.4 samples/s
+Step 27070/50462 | Loss: 2.5239 | LR: 2.27e-04 | 1909.9ms/step | 31.4 samples/s
+Step 27080/50462 | Loss: 2.5617 | LR: 2.27e-04 | 1900.3ms/step | 31.6 samples/s
+Step 27090/50462 | Loss: 2.5388 | LR: 2.27e-04 | 1903.8ms/step | 31.5 samples/s
+Step 27100/50462 | Loss: 2.4965 | LR: 2.26e-04 | 1909.9ms/step | 31.4 samples/s
+Step 27110/50462 | Loss: 2.5389 | LR: 2.26e-04 | 1913.9ms/step | 31.3 samples/s
+Step 27120/50462 | Loss: 2.5863 | LR: 2.26e-04 | 1916.1ms/step | 31.3 samples/s
+Step 27130/50462 | Loss: 2.5545 | LR: 2.26e-04 | 1917.2ms/step | 31.3 samples/s
+Step 27140/50462 | Loss: 2.5418 | LR: 2.26e-04 | 1913.8ms/step | 31.4 samples/s
+Step 27150/50462 | Loss: 2.5377 | LR: 2.26e-04 | 1910.1ms/step | 31.4 samples/s
+Step 27160/50462 | Loss: 2.5758 | LR: 2.25e-04 | 1911.8ms/step | 31.4 samples/s
+Step 27170/50462 | Loss: 2.5565 | LR: 2.25e-04 | 1914.4ms/step | 31.3 samples/s
+Step 27180/50462 | Loss: 2.5282 | LR: 2.25e-04 | 1919.0ms/step | 31.3 samples/s
+Step 27190/50462 | Loss: 2.5298 | LR: 2.25e-04 | 1917.9ms/step | 31.3 samples/s
+Step 27200/50462 | Loss: 2.5721 | LR: 2.25e-04 | 1914.7ms/step | 31.3 samples/s
+Step 27210/50462 | Loss: 2.5263 | LR: 2.25e-04 | 1908.3ms/step | 31.4 samples/s
+Step 27220/50462 | Loss: 2.5756 | LR: 2.25e-04 | 1911.9ms/step | 31.4 samples/s
+Step 27230/50462 | Loss: 2.5123 | LR: 2.24e-04 | 1911.9ms/step | 31.4 samples/s
+Step 27240/50462 | Loss: 2.5451 | LR: 2.24e-04 | 1915.3ms/step | 31.3 samples/s
+Step 27250/50462 | Loss: 2.5125 | LR: 2.24e-04 | 1915.2ms/step | 31.3 samples/s
+Validation at step 27250: Loss = 2.5351, Perplexity = 12.62
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-27250
+Step 27260/50462 | Loss: 2.4945 | LR: 2.24e-04 | 3291.3ms/step | 18.2 samples/s
+Step 27270/50462 | Loss: 2.5376 | LR: 2.24e-04 | 1903.1ms/step | 31.5 samples/s
+Step 27280/50462 | Loss: 2.5406 | LR: 2.24e-04 | 1907.3ms/step | 31.5 samples/s
+Step 27290/50462 | Loss: 2.5464 | LR: 2.23e-04 | 1911.9ms/step | 31.4 samples/s
+Step 27300/50462 | Loss: 2.5203 | LR: 2.23e-04 | 1915.4ms/step | 31.3 samples/s
+Step 27310/50462 | Loss: 2.5381 | LR: 2.23e-04 | 1917.4ms/step | 31.3 samples/s
+Step 27320/50462 | Loss: 2.5209 | LR: 2.23e-04 | 1916.5ms/step | 31.3 samples/s
+Step 27330/50462 | Loss: 2.5109 | LR: 2.23e-04 | 1917.9ms/step | 31.3 samples/s
+Step 27340/50462 | Loss: 2.5850 | LR: 2.23e-04 | 1917.3ms/step | 31.3 samples/s
+Step 27350/50462 | Loss: 2.5343 | LR: 2.23e-04 | 1913.9ms/step | 31.3 samples/s
+Step 27360/50462 | Loss: 2.5594 | LR: 2.22e-04 | 1912.6ms/step | 31.4 samples/s
+Step 27370/50462 | Loss: 2.5623 | LR: 2.22e-04 | 1915.4ms/step | 31.3 samples/s
+Step 27380/50462 | Loss: 2.5156 | LR: 2.22e-04 | 1919.2ms/step | 31.3 samples/s
+Step 27390/50462 | Loss: 2.5322 | LR: 2.22e-04 | 1916.9ms/step | 31.3 samples/s
+Step 27400/50462 | Loss: 2.5794 | LR: 2.22e-04 | 1918.4ms/step | 31.3 samples/s
+Step 27410/50462 | Loss: 2.5194 | LR: 2.22e-04 | 1919.0ms/step | 31.3 samples/s
+Step 27420/50462 | Loss: 2.5710 | LR: 2.21e-04 | 1915.1ms/step | 31.3 samples/s
+Step 27430/50462 | Loss: 2.5670 | LR: 2.21e-04 | 1912.3ms/step | 31.4 samples/s
+Step 27440/50462 | Loss: 2.5371 | LR: 2.21e-04 | 1909.4ms/step | 31.4 samples/s
+Step 27450/50462 | Loss: 2.5523 | LR: 2.21e-04 | 1914.3ms/step | 31.3 samples/s
+Step 27460/50462 | Loss: 2.5143 | LR: 2.21e-04 | 1915.1ms/step | 31.3 samples/s
+Step 27470/50462 | Loss: 2.5326 | LR: 2.21e-04 | 1916.1ms/step | 31.3 samples/s
+Step 27480/50462 | Loss: 2.5091 | LR: 2.20e-04 | 1919.3ms/step | 31.3 samples/s
+Step 27490/50462 | Loss: 2.5005 | LR: 2.20e-04 | 1917.0ms/step | 31.3 samples/s
+Step 27500/50462 | Loss: 2.5229 | LR: 2.20e-04 | 1914.3ms/step | 31.3 samples/s
+Validation at step 27500: Loss = 2.5340, Perplexity = 12.60
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-27500
+Step 27510/50462 | Loss: 2.5201 | LR: 2.20e-04 | 3285.5ms/step | 18.3 samples/s
+Step 27520/50462 | Loss: 2.5642 | LR: 2.20e-04 | 1900.8ms/step | 31.6 samples/s
+Step 27530/50462 | Loss: 2.5341 | LR: 2.20e-04 | 1907.0ms/step | 31.5 samples/s
+Step 27540/50462 | Loss: 2.5565 | LR: 2.20e-04 | 1908.7ms/step | 31.4 samples/s
+Step 27550/50462 | Loss: 2.5636 | LR: 2.19e-04 | 1915.0ms/step | 31.3 samples/s
+Step 27560/50462 | Loss: 2.5155 | LR: 2.19e-04 | 1916.5ms/step | 31.3 samples/s
+Step 27570/50462 | Loss: 2.4981 | LR: 2.19e-04 | 1915.1ms/step | 31.3 samples/s
+Step 27580/50462 | Loss: 2.5629 | LR: 2.19e-04 | 1917.1ms/step | 31.3 samples/s
+Step 27590/50462 | Loss: 2.5499 | LR: 2.19e-04 | 1910.2ms/step | 31.4 samples/s
+Step 27600/50462 | Loss: 2.5355 | LR: 2.19e-04 | 1914.3ms/step | 31.3 samples/s
+Step 27610/50462 | Loss: 2.5333 | LR: 2.18e-04 | 1912.0ms/step | 31.4 samples/s
+Step 27620/50462 | Loss: 2.5502 | LR: 2.18e-04 | 1918.8ms/step | 31.3 samples/s
+Step 27630/50462 | Loss: 2.5073 | LR: 2.18e-04 | 1919.0ms/step | 31.3 samples/s
+Step 27640/50462 | Loss: 2.5668 | LR: 2.18e-04 | 1916.0ms/step | 31.3 samples/s
+Step 27650/50462 | Loss: 2.4950 | LR: 2.18e-04 | 1920.0ms/step | 31.3 samples/s
+Step 27660/50462 | Loss: 2.5472 | LR: 2.18e-04 | 1920.7ms/step | 31.2 samples/s
+Step 27670/50462 | Loss: 2.5347 | LR: 2.17e-04 | 1922.4ms/step | 31.2 samples/s
+Step 27680/50462 | Loss: 2.5708 | LR: 2.17e-04 | 1920.8ms/step | 31.2 samples/s
+Step 27690/50462 | Loss: 2.5397 | LR: 2.17e-04 | 1919.3ms/step | 31.3 samples/s
+Step 27700/50462 | Loss: 2.5458 | LR: 2.17e-04 | 1921.7ms/step | 31.2 samples/s
+Step 27710/50462 | Loss: 2.5700 | LR: 2.17e-04 | 1918.2ms/step | 31.3 samples/s
+Step 27720/50462 | Loss: 2.5184 | LR: 2.17e-04 | 1912.6ms/step | 31.4 samples/s
+Step 27730/50462 | Loss: 2.5202 | LR: 2.17e-04 | 1914.2ms/step | 31.3 samples/s
+Step 27740/50462 | Loss: 2.5415 | LR: 2.16e-04 | 1917.5ms/step | 31.3 samples/s
+Step 27750/50462 | Loss: 2.5355 | LR: 2.16e-04 | 1918.4ms/step | 31.3 samples/s
+Validation at step 27750: Loss = 2.5318, Perplexity = 12.58
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-27750
+Step 27760/50462 | Loss: 2.5115 | LR: 2.16e-04 | 3280.3ms/step | 18.3 samples/s
+Step 27770/50462 | Loss: 2.5332 | LR: 2.16e-04 | 1898.4ms/step | 31.6 samples/s
+Step 27780/50462 | Loss: 2.4995 | LR: 2.16e-04 | 1908.0ms/step | 31.4 samples/s
+Step 27790/50462 | Loss: 2.5258 | LR: 2.16e-04 | 1909.8ms/step | 31.4 samples/s
+Step 27800/50462 | Loss: 2.5763 | LR: 2.15e-04 | 1912.4ms/step | 31.4 samples/s
+Step 27810/50462 | Loss: 2.5226 | LR: 2.15e-04 | 1902.8ms/step | 31.5 samples/s
+Step 27820/50462 | Loss: 2.5552 | LR: 2.15e-04 | 1905.6ms/step | 31.5 samples/s
+Step 27830/50462 | Loss: 2.5347 | LR: 2.15e-04 | 1908.9ms/step | 31.4 samples/s
+Step 27840/50462 | Loss: 2.5466 | LR: 2.15e-04 | 1911.7ms/step | 31.4 samples/s
+Step 27850/50462 | Loss: 2.5633 | LR: 2.15e-04 | 1917.6ms/step | 31.3 samples/s
+Step 27860/50462 | Loss: 2.5558 | LR: 2.15e-04 | 1919.8ms/step | 31.3 samples/s
+Step 27870/50462 | Loss: 2.5047 | LR: 2.14e-04 | 1912.8ms/step | 31.4 samples/s
+Step 27880/50462 | Loss: 2.5116 | LR: 2.14e-04 | 1911.3ms/step | 31.4 samples/s
+Step 27890/50462 | Loss: 2.4895 | LR: 2.14e-04 | 1912.9ms/step | 31.4 samples/s
+Step 27900/50462 | Loss: 2.5458 | LR: 2.14e-04 | 1916.0ms/step | 31.3 samples/s
+Step 27910/50462 | Loss: 2.5417 | LR: 2.14e-04 | 1918.6ms/step | 31.3 samples/s
+Step 27920/50462 | Loss: 2.5286 | LR: 2.14e-04 | 1907.7ms/step | 31.5 samples/s
+Step 27930/50462 | Loss: 2.5508 | LR: 2.13e-04 | 1914.5ms/step | 31.3 samples/s
+Step 27940/50462 | Loss: 2.5474 | LR: 2.13e-04 | 1913.0ms/step | 31.4 samples/s
+Step 27950/50462 | Loss: 2.5511 | LR: 2.13e-04 | 1916.2ms/step | 31.3 samples/s
+Step 27960/50462 | Loss: 2.5387 | LR: 2.13e-04 | 1916.6ms/step | 31.3 samples/s
+Step 27970/50462 | Loss: 2.5412 | LR: 2.13e-04 | 1909.4ms/step | 31.4 samples/s
+Step 27980/50462 | Loss: 2.5293 | LR: 2.13e-04 | 1913.1ms/step | 31.4 samples/s
+Step 27990/50462 | Loss: 2.4995 | LR: 2.12e-04 | 1914.7ms/step | 31.3 samples/s
+Step 28000/50462 | Loss: 2.5337 | LR: 2.12e-04 | 1917.8ms/step | 31.3 samples/s
+Validation at step 28000: Loss = 2.5295, Perplexity = 12.55
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-28000
+Step 28010/50462 | Loss: 2.5234 | LR: 2.12e-04 | 3255.5ms/step | 18.4 samples/s
+Step 28020/50462 | Loss: 2.4994 | LR: 2.12e-04 | 1901.5ms/step | 31.6 samples/s
+Step 28030/50462 | Loss: 2.5463 | LR: 2.12e-04 | 1906.3ms/step | 31.5 samples/s
+Step 28040/50462 | Loss: 2.5671 | LR: 2.12e-04 | 1909.6ms/step | 31.4 samples/s
+Step 28050/50462 | Loss: 2.5686 | LR: 2.12e-04 | 1914.6ms/step | 31.3 samples/s
+Step 28060/50462 | Loss: 2.4948 | LR: 2.11e-04 | 1915.4ms/step | 31.3 samples/s
+Step 28070/50462 | Loss: 2.5610 | LR: 2.11e-04 | 1915.1ms/step | 31.3 samples/s
+Step 28080/50462 | Loss: 2.5432 | LR: 2.11e-04 | 1914.1ms/step | 31.3 samples/s
+Step 28090/50462 | Loss: 2.5185 | LR: 2.11e-04 | 1915.6ms/step | 31.3 samples/s
+Step 28100/50462 | Loss: 2.5432 | LR: 2.11e-04 | 1914.9ms/step | 31.3 samples/s
+Step 28110/50462 | Loss: 2.4979 | LR: 2.11e-04 | 1911.1ms/step | 31.4 samples/s
+Step 28120/50462 | Loss: 2.5240 | LR: 2.10e-04 | 1910.1ms/step | 31.4 samples/s
+Step 28130/50462 | Loss: 2.5371 | LR: 2.10e-04 | 1916.5ms/step | 31.3 samples/s
+Step 28140/50462 | Loss: 2.5312 | LR: 2.10e-04 | 1913.1ms/step | 31.4 samples/s
+Step 28150/50462 | Loss: 2.5635 | LR: 2.10e-04 | 1917.1ms/step | 31.3 samples/s
+Step 28160/50462 | Loss: 2.5165 | LR: 2.10e-04 | 1918.9ms/step | 31.3 samples/s
+Step 28170/50462 | Loss: 2.5780 | LR: 2.10e-04 | 1915.4ms/step | 31.3 samples/s
+Step 28180/50462 | Loss: 2.4920 | LR: 2.10e-04 | 1916.3ms/step | 31.3 samples/s
+Step 28190/50462 | Loss: 2.5400 | LR: 2.09e-04 | 1917.1ms/step | 31.3 samples/s
+Step 28200/50462 | Loss: 2.5178 | LR: 2.09e-04 | 1910.3ms/step | 31.4 samples/s
+Step 28210/50462 | Loss: 2.5346 | LR: 2.09e-04 | 1910.4ms/step | 31.4 samples/s
+Step 28220/50462 | Loss: 2.5231 | LR: 2.09e-04 | 1912.3ms/step | 31.4 samples/s
+Step 28230/50462 | Loss: 2.5318 | LR: 2.09e-04 | 1914.9ms/step | 31.3 samples/s
+Step 28240/50462 | Loss: 2.5123 | LR: 2.09e-04 | 1917.6ms/step | 31.3 samples/s
+Step 28250/50462 | Loss: 2.5333 | LR: 2.08e-04 | 1910.5ms/step | 31.4 samples/s
+Validation at step 28250: Loss = 2.5272, Perplexity = 12.52
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-28250
+Step 28260/50462 | Loss: 2.5202 | LR: 2.08e-04 | 3286.9ms/step | 18.3 samples/s
+Step 28270/50462 | Loss: 2.5564 | LR: 2.08e-04 | 1896.3ms/step | 31.6 samples/s
+Step 28280/50462 | Loss: 2.4757 | LR: 2.08e-04 | 1903.8ms/step | 31.5 samples/s
+Step 28290/50462 | Loss: 2.5109 | LR: 2.08e-04 | 1907.0ms/step | 31.5 samples/s
+Step 28300/50462 | Loss: 2.5772 | LR: 2.08e-04 | 1913.4ms/step | 31.4 samples/s
+Step 28310/50462 | Loss: 2.5331 | LR: 2.07e-04 | 1912.3ms/step | 31.4 samples/s
+Step 28320/50462 | Loss: 2.5250 | LR: 2.07e-04 | 1914.0ms/step | 31.3 samples/s
+Step 28330/50462 | Loss: 2.5774 | LR: 2.07e-04 | 1914.7ms/step | 31.3 samples/s
+Step 28340/50462 | Loss: 2.5553 | LR: 2.07e-04 | 1909.7ms/step | 31.4 samples/s
+Step 28350/50462 | Loss: 2.5264 | LR: 2.07e-04 | 1914.8ms/step | 31.3 samples/s
+Step 28360/50462 | Loss: 2.5017 | LR: 2.07e-04 | 1915.6ms/step | 31.3 samples/s
+Step 28370/50462 | Loss: 2.5575 | LR: 2.07e-04 | 1909.0ms/step | 31.4 samples/s
+Step 28380/50462 | Loss: 2.5275 | LR: 2.06e-04 | 1906.4ms/step | 31.5 samples/s
+Step 28390/50462 | Loss: 2.5309 | LR: 2.06e-04 | 1909.6ms/step | 31.4 samples/s
+Step 28400/50462 | Loss: 2.5807 | LR: 2.06e-04 | 1913.7ms/step | 31.4 samples/s
+Step 28410/50462 | Loss: 2.5564 | LR: 2.06e-04 | 1912.0ms/step | 31.4 samples/s
+Step 28420/50462 | Loss: 2.5210 | LR: 2.06e-04 | 1916.5ms/step | 31.3 samples/s
+Step 28430/50462 | Loss: 2.5425 | LR: 2.06e-04 | 1914.2ms/step | 31.3 samples/s
+Step 28440/50462 | Loss: 2.5098 | LR: 2.05e-04 | 1916.5ms/step | 31.3 samples/s
+Step 28450/50462 | Loss: 2.5023 | LR: 2.05e-04 | 1917.4ms/step | 31.3 samples/s
+Step 28460/50462 | Loss: 2.5413 | LR: 2.05e-04 | 1920.0ms/step | 31.3 samples/s
+Step 28470/50462 | Loss: 2.5815 | LR: 2.05e-04 | 1917.6ms/step | 31.3 samples/s
+Step 28480/50462 | Loss: 2.5575 | LR: 2.05e-04 | 1918.5ms/step | 31.3 samples/s
+Step 28490/50462 | Loss: 2.5431 | LR: 2.05e-04 | 1918.7ms/step | 31.3 samples/s
+Step 28500/50462 | Loss: 2.5308 | LR: 2.05e-04 | 1921.0ms/step | 31.2 samples/s
+Validation at step 28500: Loss = 2.5262, Perplexity = 12.51
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-28500
+Step 28510/50462 | Loss: 2.5683 | LR: 2.04e-04 | 3287.5ms/step | 18.3 samples/s
+Step 28520/50462 | Loss: 2.5401 | LR: 2.04e-04 | 1900.2ms/step | 31.6 samples/s
+Step 28530/50462 | Loss: 2.5625 | LR: 2.04e-04 | 1908.0ms/step | 31.4 samples/s
+Step 28540/50462 | Loss: 2.5871 | LR: 2.04e-04 | 1908.7ms/step | 31.4 samples/s
+Step 28550/50462 | Loss: 2.5335 | LR: 2.04e-04 | 1907.2ms/step | 31.5 samples/s
+Step 28560/50462 | Loss: 2.4819 | LR: 2.04e-04 | 1901.6ms/step | 31.6 samples/s
+Step 28570/50462 | Loss: 2.5476 | LR: 2.03e-04 | 1908.9ms/step | 31.4 samples/s
+Step 28580/50462 | Loss: 2.5427 | LR: 2.03e-04 | 1910.8ms/step | 31.4 samples/s
+Step 28590/50462 | Loss: 2.5271 | LR: 2.03e-04 | 1913.4ms/step | 31.4 samples/s
+Step 28600/50462 | Loss: 2.4991 | LR: 2.03e-04 | 1911.0ms/step | 31.4 samples/s
+Step 28610/50462 | Loss: 2.5582 | LR: 2.03e-04 | 1916.1ms/step | 31.3 samples/s
+Step 28620/50462 | Loss: 2.5243 | LR: 2.03e-04 | 1915.5ms/step | 31.3 samples/s
+Step 28630/50462 | Loss: 2.4826 | LR: 2.03e-04 | 1917.3ms/step | 31.3 samples/s
+Step 28640/50462 | Loss: 2.5457 | LR: 2.02e-04 | 1917.3ms/step | 31.3 samples/s
+Step 28650/50462 | Loss: 2.5243 | LR: 2.02e-04 | 1920.2ms/step | 31.2 samples/s
+Step 28660/50462 | Loss: 2.5478 | LR: 2.02e-04 | 1914.3ms/step | 31.3 samples/s
+Step 28670/50462 | Loss: 2.5128 | LR: 2.02e-04 | 1911.3ms/step | 31.4 samples/s
+Step 28680/50462 | Loss: 2.5500 | LR: 2.02e-04 | 1917.7ms/step | 31.3 samples/s
+Step 28690/50462 | Loss: 2.4846 | LR: 2.02e-04 | 1916.9ms/step | 31.3 samples/s
+Step 28700/50462 | Loss: 2.5482 | LR: 2.01e-04 | 1916.0ms/step | 31.3 samples/s
+Step 28710/50462 | Loss: 2.4865 | LR: 2.01e-04 | 1916.1ms/step | 31.3 samples/s
+Step 28720/50462 | Loss: 2.4918 | LR: 2.01e-04 | 1907.2ms/step | 31.5 samples/s
+Step 28730/50462 | Loss: 2.5232 | LR: 2.01e-04 | 1907.0ms/step | 31.5 samples/s
+Step 28740/50462 | Loss: 2.5390 | LR: 2.01e-04 | 1911.8ms/step | 31.4 samples/s
+Step 28750/50462 | Loss: 2.5214 | LR: 2.01e-04 | 1913.5ms/step | 31.4 samples/s
+Validation at step 28750: Loss = 2.5246, Perplexity = 12.49
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-28750
+Step 28760/50462 | Loss: 2.5176 | LR: 2.00e-04 | 3290.8ms/step | 18.2 samples/s
+Step 28770/50462 | Loss: 2.5485 | LR: 2.00e-04 | 1901.5ms/step | 31.6 samples/s
+Step 28780/50462 | Loss: 2.4852 | LR: 2.00e-04 | 1904.5ms/step | 31.5 samples/s
+Step 28790/50462 | Loss: 2.4984 | LR: 2.00e-04 | 1907.7ms/step | 31.5 samples/s
+Step 28800/50462 | Loss: 2.5354 | LR: 2.00e-04 | 1910.8ms/step | 31.4 samples/s
+Step 28810/50462 | Loss: 2.5476 | LR: 2.00e-04 | 1912.9ms/step | 31.4 samples/s
+Step 28820/50462 | Loss: 2.5455 | LR: 2.00e-04 | 1910.7ms/step | 31.4 samples/s
+Step 28830/50462 | Loss: 2.5329 | LR: 1.99e-04 | 1907.8ms/step | 31.5 samples/s
+Step 28840/50462 | Loss: 2.5199 | LR: 1.99e-04 | 1904.7ms/step | 31.5 samples/s
+Step 28850/50462 | Loss: 2.5295 | LR: 1.99e-04 | 1904.2ms/step | 31.5 samples/s
+Step 28860/50462 | Loss: 2.5474 | LR: 1.99e-04 | 1903.7ms/step | 31.5 samples/s
+Step 28870/50462 | Loss: 2.5513 | LR: 1.99e-04 | 1905.7ms/step | 31.5 samples/s
+Step 28880/50462 | Loss: 2.5116 | LR: 1.99e-04 | 1906.5ms/step | 31.5 samples/s
+Step 28890/50462 | Loss: 2.5514 | LR: 1.98e-04 | 1905.0ms/step | 31.5 samples/s
+Step 28900/50462 | Loss: 2.5279 | LR: 1.98e-04 | 1907.8ms/step | 31.4 samples/s
+Step 28910/50462 | Loss: 2.4844 | LR: 1.98e-04 | 1909.8ms/step | 31.4 samples/s
+Step 28920/50462 | Loss: 2.5098 | LR: 1.98e-04 | 1911.6ms/step | 31.4 samples/s
+Step 28930/50462 | Loss: 2.5068 | LR: 1.98e-04 | 1907.9ms/step | 31.4 samples/s
+Step 28940/50462 | Loss: 2.5354 | LR: 1.98e-04 | 1908.2ms/step | 31.4 samples/s
+Step 28950/50462 | Loss: 2.5129 | LR: 1.98e-04 | 1907.3ms/step | 31.5 samples/s
+Step 28960/50462 | Loss: 2.5308 | LR: 1.97e-04 | 1903.1ms/step | 31.5 samples/s
+Step 28970/50462 | Loss: 2.5613 | LR: 1.97e-04 | 1905.7ms/step | 31.5 samples/s
+Step 28980/50462 | Loss: 2.5272 | LR: 1.97e-04 | 1909.3ms/step | 31.4 samples/s
+Step 28990/50462 | Loss: 2.5217 | LR: 1.97e-04 | 1914.8ms/step | 31.3 samples/s
+Step 29000/50462 | Loss: 2.4768 | LR: 1.97e-04 | 1915.4ms/step | 31.3 samples/s
+Validation at step 29000: Loss = 2.5231, Perplexity = 12.47
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-29000
+Step 29010/50462 | Loss: 2.5081 | LR: 1.97e-04 | 3270.4ms/step | 18.3 samples/s
+Step 29020/50462 | Loss: 2.5516 | LR: 1.96e-04 | 1902.0ms/step | 31.5 samples/s
+Step 29030/50462 | Loss: 2.4884 | LR: 1.96e-04 | 1904.0ms/step | 31.5 samples/s
+Step 29040/50462 | Loss: 2.5799 | LR: 1.96e-04 | 1911.0ms/step | 31.4 samples/s
+Step 29050/50462 | Loss: 2.4976 | LR: 1.96e-04 | 1911.7ms/step | 31.4 samples/s
+Step 29060/50462 | Loss: 2.5297 | LR: 1.96e-04 | 1909.7ms/step | 31.4 samples/s
+Step 29070/50462 | Loss: 2.5408 | LR: 1.96e-04 | 1905.9ms/step | 31.5 samples/s
+Step 29080/50462 | Loss: 2.5707 | LR: 1.96e-04 | 1910.8ms/step | 31.4 samples/s
+Step 29090/50462 | Loss: 2.5752 | LR: 1.95e-04 | 1913.3ms/step | 31.4 samples/s
+Step 29100/50462 | Loss: 2.5554 | LR: 1.95e-04 | 1916.1ms/step | 31.3 samples/s
+Step 29110/50462 | Loss: 2.5242 | LR: 1.95e-04 | 1902.6ms/step | 31.5 samples/s
+Step 29120/50462 | Loss: 2.5173 | LR: 1.95e-04 | 1908.3ms/step | 31.4 samples/s
+Step 29130/50462 | Loss: 2.5615 | LR: 1.95e-04 | 1912.4ms/step | 31.4 samples/s
+Step 29140/50462 | Loss: 2.5185 | LR: 1.95e-04 | 1913.6ms/step | 31.4 samples/s
+Step 29150/50462 | Loss: 2.5263 | LR: 1.94e-04 | 1911.1ms/step | 31.4 samples/s
+Step 29160/50462 | Loss: 2.5123 | LR: 1.94e-04 | 1915.7ms/step | 31.3 samples/s
+Step 29170/50462 | Loss: 2.5419 | LR: 1.94e-04 | 1919.1ms/step | 31.3 samples/s
+Step 29180/50462 | Loss: 2.5283 | LR: 1.94e-04 | 1919.1ms/step | 31.3 samples/s
+Step 29190/50462 | Loss: 2.5005 | LR: 1.94e-04 | 1916.2ms/step | 31.3 samples/s
+Step 29200/50462 | Loss: 2.5073 | LR: 1.94e-04 | 1914.6ms/step | 31.3 samples/s
+Step 29210/50462 | Loss: 2.5607 | LR: 1.94e-04 | 1916.9ms/step | 31.3 samples/s
+Step 29220/50462 | Loss: 2.5192 | LR: 1.93e-04 | 1915.9ms/step | 31.3 samples/s
+Step 29230/50462 | Loss: 2.5410 | LR: 1.93e-04 | 1918.1ms/step | 31.3 samples/s
+Step 29240/50462 | Loss: 2.5232 | LR: 1.93e-04 | 1917.1ms/step | 31.3 samples/s
+Step 29250/50462 | Loss: 2.5516 | LR: 1.93e-04 | 1919.4ms/step | 31.3 samples/s
+Validation at step 29250: Loss = 2.5222, Perplexity = 12.46
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-29250
+Step 29260/50462 | Loss: 2.5247 | LR: 1.93e-04 | 3274.7ms/step | 18.3 samples/s
+Step 29270/50462 | Loss: 2.5354 | LR: 1.93e-04 | 1897.7ms/step | 31.6 samples/s
+Step 29280/50462 | Loss: 2.5164 | LR: 1.92e-04 | 1904.1ms/step | 31.5 samples/s
+Step 29290/50462 | Loss: 2.5226 | LR: 1.92e-04 | 1910.0ms/step | 31.4 samples/s
+Step 29300/50462 | Loss: 2.5181 | LR: 1.92e-04 | 1912.9ms/step | 31.4 samples/s
+Step 29310/50462 | Loss: 2.4532 | LR: 1.92e-04 | 1914.4ms/step | 31.3 samples/s
+Step 29320/50462 | Loss: 2.5584 | LR: 1.92e-04 | 1914.5ms/step | 31.3 samples/s
+Step 29330/50462 | Loss: 2.5071 | LR: 1.92e-04 | 1914.7ms/step | 31.3 samples/s
+Step 29340/50462 | Loss: 2.5314 | LR: 1.92e-04 | 1915.2ms/step | 31.3 samples/s
+Step 29350/50462 | Loss: 2.5034 | LR: 1.91e-04 | 1917.5ms/step | 31.3 samples/s
+Step 29360/50462 | Loss: 2.5223 | LR: 1.91e-04 | 1916.8ms/step | 31.3 samples/s
+Step 29370/50462 | Loss: 2.5461 | LR: 1.91e-04 | 1916.4ms/step | 31.3 samples/s
+Step 29380/50462 | Loss: 2.5525 | LR: 1.91e-04 | 1913.9ms/step | 31.3 samples/s
+Step 29390/50462 | Loss: 2.5488 | LR: 1.91e-04 | 1918.1ms/step | 31.3 samples/s
+Step 29400/50462 | Loss: 2.5126 | LR: 1.91e-04 | 1916.9ms/step | 31.3 samples/s
+Step 29410/50462 | Loss: 2.5075 | LR: 1.90e-04 | 1921.0ms/step | 31.2 samples/s
+Step 29420/50462 | Loss: 2.5364 | LR: 1.90e-04 | 1918.9ms/step | 31.3 samples/s
+Step 29430/50462 | Loss: 2.4945 | LR: 1.90e-04 | 1918.1ms/step | 31.3 samples/s
+Step 29440/50462 | Loss: 2.5241 | LR: 1.90e-04 | 1912.8ms/step | 31.4 samples/s
+Step 29450/50462 | Loss: 2.5105 | LR: 1.90e-04 | 1911.1ms/step | 31.4 samples/s
+Step 29460/50462 | Loss: 2.5084 | LR: 1.90e-04 | 1913.8ms/step | 31.4 samples/s
+Step 29470/50462 | Loss: 2.5344 | LR: 1.90e-04 | 1913.4ms/step | 31.4 samples/s
+Step 29480/50462 | Loss: 2.5362 | LR: 1.89e-04 | 1917.2ms/step | 31.3 samples/s
+Step 29490/50462 | Loss: 2.5390 | LR: 1.89e-04 | 1917.2ms/step | 31.3 samples/s
+Step 29500/50462 | Loss: 2.4953 | LR: 1.89e-04 | 1916.4ms/step | 31.3 samples/s
+Validation at step 29500: Loss = 2.5212, Perplexity = 12.44
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-29500
+Step 29510/50462 | Loss: 2.4995 | LR: 1.89e-04 | 3274.1ms/step | 18.3 samples/s
+Step 29520/50462 | Loss: 2.5470 | LR: 1.89e-04 | 1901.7ms/step | 31.6 samples/s
+Step 29530/50462 | Loss: 2.5194 | LR: 1.89e-04 | 1904.2ms/step | 31.5 samples/s
+Step 29540/50462 | Loss: 2.5101 | LR: 1.88e-04 | 1908.0ms/step | 31.4 samples/s
+Step 29550/50462 | Loss: 2.5122 | LR: 1.88e-04 | 1914.5ms/step | 31.3 samples/s
+Step 29560/50462 | Loss: 2.5474 | LR: 1.88e-04 | 1916.4ms/step | 31.3 samples/s
+Step 29570/50462 | Loss: 2.5127 | LR: 1.88e-04 | 1917.3ms/step | 31.3 samples/s
+Step 29580/50462 | Loss: 2.4991 | LR: 1.88e-04 | 1908.3ms/step | 31.4 samples/s
+Step 29590/50462 | Loss: 2.5183 | LR: 1.88e-04 | 1903.4ms/step | 31.5 samples/s
+Step 29600/50462 | Loss: 2.5106 | LR: 1.88e-04 | 1911.1ms/step | 31.4 samples/s
+Step 29610/50462 | Loss: 2.5175 | LR: 1.87e-04 | 1910.5ms/step | 31.4 samples/s
+Step 29620/50462 | Loss: 2.5537 | LR: 1.87e-04 | 1916.0ms/step | 31.3 samples/s
+Step 29630/50462 | Loss: 2.5263 | LR: 1.87e-04 | 1912.3ms/step | 31.4 samples/s
+Step 29640/50462 | Loss: 2.5280 | LR: 1.87e-04 | 1912.4ms/step | 31.4 samples/s
+Step 29650/50462 | Loss: 2.5201 | LR: 1.87e-04 | 1914.5ms/step | 31.3 samples/s
+Step 29660/50462 | Loss: 2.5100 | LR: 1.87e-04 | 1916.4ms/step | 31.3 samples/s
+Step 29670/50462 | Loss: 2.5340 | LR: 1.86e-04 | 1915.6ms/step | 31.3 samples/s
+Step 29680/50462 | Loss: 2.5220 | LR: 1.86e-04 | 1914.0ms/step | 31.3 samples/s
+Step 29690/50462 | Loss: 2.5489 | LR: 1.86e-04 | 1915.4ms/step | 31.3 samples/s
+Step 29700/50462 | Loss: 2.5075 | LR: 1.86e-04 | 1915.8ms/step | 31.3 samples/s
+Step 29710/50462 | Loss: 2.5231 | LR: 1.86e-04 | 1918.4ms/step | 31.3 samples/s
+Step 29720/50462 | Loss: 2.5163 | LR: 1.86e-04 | 1919.2ms/step | 31.3 samples/s
+Step 29730/50462 | Loss: 2.5159 | LR: 1.86e-04 | 1920.4ms/step | 31.2 samples/s
+Step 29740/50462 | Loss: 2.5429 | LR: 1.85e-04 | 1912.6ms/step | 31.4 samples/s
+Step 29750/50462 | Loss: 2.5159 | LR: 1.85e-04 | 1914.2ms/step | 31.3 samples/s
+Validation at step 29750: Loss = 2.5201, Perplexity = 12.43
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-29750
+Step 29760/50462 | Loss: 2.5746 | LR: 1.85e-04 | 3275.1ms/step | 18.3 samples/s
+Step 29770/50462 | Loss: 2.5045 | LR: 1.85e-04 | 1900.7ms/step | 31.6 samples/s
+Step 29780/50462 | Loss: 2.5387 | LR: 1.85e-04 | 1906.4ms/step | 31.5 samples/s
+Step 29790/50462 | Loss: 2.5278 | LR: 1.85e-04 | 1911.3ms/step | 31.4 samples/s
+Step 29800/50462 | Loss: 2.5227 | LR: 1.85e-04 | 1908.9ms/step | 31.4 samples/s
+Step 29810/50462 | Loss: 2.5425 | LR: 1.84e-04 | 1910.4ms/step | 31.4 samples/s
+Step 29820/50462 | Loss: 2.5279 | LR: 1.84e-04 | 1906.8ms/step | 31.5 samples/s
+Step 29830/50462 | Loss: 2.5558 | LR: 1.84e-04 | 1907.7ms/step | 31.5 samples/s
+Step 29840/50462 | Loss: 2.5095 | LR: 1.84e-04 | 1907.5ms/step | 31.5 samples/s
+Step 29850/50462 | Loss: 2.5270 | LR: 1.84e-04 | 1906.4ms/step | 31.5 samples/s
+Step 29860/50462 | Loss: 2.5431 | LR: 1.84e-04 | 1908.2ms/step | 31.4 samples/s
+Step 29870/50462 | Loss: 2.5448 | LR: 1.83e-04 | 1910.6ms/step | 31.4 samples/s
+Step 29880/50462 | Loss: 2.5395 | LR: 1.83e-04 | 1914.8ms/step | 31.3 samples/s
+Step 29890/50462 | Loss: 2.5006 | LR: 1.83e-04 | 1914.5ms/step | 31.3 samples/s
+Step 29900/50462 | Loss: 2.5113 | LR: 1.83e-04 | 1916.5ms/step | 31.3 samples/s
+Step 29910/50462 | Loss: 2.4573 | LR: 1.83e-04 | 1917.3ms/step | 31.3 samples/s
+Step 29920/50462 | Loss: 2.5283 | LR: 1.83e-04 | 1917.4ms/step | 31.3 samples/s
+Step 29930/50462 | Loss: 2.5204 | LR: 1.83e-04 | 1921.6ms/step | 31.2 samples/s
+Step 29940/50462 | Loss: 2.4791 | LR: 1.82e-04 | 1911.6ms/step | 31.4 samples/s
+Step 29950/50462 | Loss: 2.5289 | LR: 1.82e-04 | 1906.3ms/step | 31.5 samples/s
+Step 29960/50462 | Loss: 2.4654 | LR: 1.82e-04 | 1901.0ms/step | 31.6 samples/s
+Step 29970/50462 | Loss: 2.5450 | LR: 1.82e-04 | 1904.8ms/step | 31.5 samples/s
+Step 29980/50462 | Loss: 2.5384 | LR: 1.82e-04 | 1908.2ms/step | 31.4 samples/s
+Step 29990/50462 | Loss: 2.5142 | LR: 1.82e-04 | 1913.0ms/step | 31.4 samples/s
+Step 30000/50462 | Loss: 2.5593 | LR: 1.81e-04 | 1910.4ms/step | 31.4 samples/s
+Validation at step 30000: Loss = 2.5192, Perplexity = 12.42
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-30000
+Step 30010/50462 | Loss: 2.5161 | LR: 1.81e-04 | 3275.9ms/step | 18.3 samples/s
+Step 30020/50462 | Loss: 2.5213 | LR: 1.81e-04 | 1896.4ms/step | 31.6 samples/s
+Step 30030/50462 | Loss: 2.5256 | LR: 1.81e-04 | 1904.3ms/step | 31.5 samples/s
+Step 30040/50462 | Loss: 2.5158 | LR: 1.81e-04 | 1911.0ms/step | 31.4 samples/s
+Step 30050/50462 | Loss: 2.5547 | LR: 1.81e-04 | 1907.9ms/step | 31.4 samples/s
+Step 30060/50462 | Loss: 2.4949 | LR: 1.81e-04 | 1904.6ms/step | 31.5 samples/s
+Step 30070/50462 | Loss: 2.5238 | LR: 1.80e-04 | 1909.3ms/step | 31.4 samples/s
+Step 30080/50462 | Loss: 2.5837 | LR: 1.80e-04 | 1912.6ms/step | 31.4 samples/s
+Step 30090/50462 | Loss: 2.5159 | LR: 1.80e-04 | 1916.1ms/step | 31.3 samples/s
+Step 30100/50462 | Loss: 2.5142 | LR: 1.80e-04 | 1917.4ms/step | 31.3 samples/s
+Step 30110/50462 | Loss: 2.5447 | LR: 1.80e-04 | 1912.8ms/step | 31.4 samples/s
+Step 30120/50462 | Loss: 2.5187 | LR: 1.80e-04 | 1918.5ms/step | 31.3 samples/s
+Step 30130/50462 | Loss: 2.4852 | LR: 1.79e-04 | 1918.6ms/step | 31.3 samples/s
+Step 30140/50462 | Loss: 2.5343 | LR: 1.79e-04 | 1916.5ms/step | 31.3 samples/s
+Step 30150/50462 | Loss: 2.5431 | LR: 1.79e-04 | 1917.5ms/step | 31.3 samples/s
+Step 30160/50462 | Loss: 2.5975 | LR: 1.79e-04 | 1916.2ms/step | 31.3 samples/s
+Step 30170/50462 | Loss: 2.4959 | LR: 1.79e-04 | 1920.4ms/step | 31.2 samples/s
+Step 30180/50462 | Loss: 2.5340 | LR: 1.79e-04 | 1919.7ms/step | 31.3 samples/s
+Step 30190/50462 | Loss: 2.5345 | LR: 1.79e-04 | 1921.9ms/step | 31.2 samples/s
+Step 30200/50462 | Loss: 2.5355 | LR: 1.78e-04 | 1920.0ms/step | 31.2 samples/s
+Step 30210/50462 | Loss: 2.5521 | LR: 1.78e-04 | 1922.9ms/step | 31.2 samples/s
+Step 30220/50462 | Loss: 2.5283 | LR: 1.78e-04 | 1922.7ms/step | 31.2 samples/s
+Step 30230/50462 | Loss: 2.5607 | LR: 1.78e-04 | 1917.2ms/step | 31.3 samples/s
+Step 30240/50462 | Loss: 2.5394 | LR: 1.78e-04 | 1917.0ms/step | 31.3 samples/s
+Step 30250/50462 | Loss: 2.5491 | LR: 1.78e-04 | 1916.1ms/step | 31.3 samples/s
+Validation at step 30250: Loss = 2.5182, Perplexity = 12.41
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-30250
+Step 30260/50462 | Loss: 2.5480 | LR: 1.78e-04 | 3238.7ms/step | 18.5 samples/s
+Step 30270/50462 | Loss: 2.4746 | LR: 1.77e-04 | 1902.1ms/step | 31.5 samples/s
+Step 30280/50462 | Loss: 2.4989 | LR: 1.77e-04 | 1906.2ms/step | 31.5 samples/s
+Step 30290/50462 | Loss: 2.4877 | LR: 1.77e-04 | 1910.0ms/step | 31.4 samples/s
+Step 30300/50462 | Loss: 2.5025 | LR: 1.77e-04 | 1915.3ms/step | 31.3 samples/s
+Step 30310/50462 | Loss: 2.4561 | LR: 1.77e-04 | 1916.4ms/step | 31.3 samples/s
+Step 30320/50462 | Loss: 2.5348 | LR: 1.77e-04 | 1920.0ms/step | 31.3 samples/s
+Step 30330/50462 | Loss: 2.5108 | LR: 1.76e-04 | 1918.2ms/step | 31.3 samples/s
+Step 30340/50462 | Loss: 2.5097 | LR: 1.76e-04 | 1912.9ms/step | 31.4 samples/s
+Step 30350/50462 | Loss: 2.5535 | LR: 1.76e-04 | 1908.7ms/step | 31.4 samples/s
+Step 30360/50462 | Loss: 2.5091 | LR: 1.76e-04 | 1905.4ms/step | 31.5 samples/s
+Step 30370/50462 | Loss: 2.5265 | LR: 1.76e-04 | 1907.7ms/step | 31.5 samples/s
+Step 30380/50462 | Loss: 2.5197 | LR: 1.76e-04 | 1907.3ms/step | 31.5 samples/s
+Step 30390/50462 | Loss: 2.5512 | LR: 1.76e-04 | 1909.0ms/step | 31.4 samples/s
+Step 30400/50462 | Loss: 2.5391 | LR: 1.75e-04 | 1905.4ms/step | 31.5 samples/s
+Step 30410/50462 | Loss: 2.5124 | LR: 1.75e-04 | 1910.1ms/step | 31.4 samples/s
+Step 30420/50462 | Loss: 2.5572 | LR: 1.75e-04 | 1911.9ms/step | 31.4 samples/s
+Step 30430/50462 | Loss: 2.5329 | LR: 1.75e-04 | 1912.8ms/step | 31.4 samples/s
+Step 30440/50462 | Loss: 2.5267 | LR: 1.75e-04 | 1915.0ms/step | 31.3 samples/s
+Step 30450/50462 | Loss: 2.5289 | LR: 1.75e-04 | 1914.8ms/step | 31.3 samples/s
+Step 30460/50462 | Loss: 2.5269 | LR: 1.75e-04 | 1917.0ms/step | 31.3 samples/s
+Step 30470/50462 | Loss: 2.5128 | LR: 1.74e-04 | 1919.4ms/step | 31.3 samples/s
+Step 30480/50462 | Loss: 2.5049 | LR: 1.74e-04 | 1919.1ms/step | 31.3 samples/s
+Step 30490/50462 | Loss: 2.4879 | LR: 1.74e-04 | 1919.5ms/step | 31.3 samples/s
+Step 30500/50462 | Loss: 2.5157 | LR: 1.74e-04 | 1918.3ms/step | 31.3 samples/s
+Validation at step 30500: Loss = 2.5178, Perplexity = 12.40
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-30500
+Step 30510/50462 | Loss: 2.5549 | LR: 1.74e-04 | 3252.1ms/step | 18.4 samples/s
+Step 30520/50462 | Loss: 2.5259 | LR: 1.74e-04 | 1901.0ms/step | 31.6 samples/s
+Step 30530/50462 | Loss: 2.5523 | LR: 1.73e-04 | 1902.6ms/step | 31.5 samples/s
+Step 30540/50462 | Loss: 2.5355 | LR: 1.73e-04 | 1905.1ms/step | 31.5 samples/s
+Step 30550/50462 | Loss: 2.5272 | LR: 1.73e-04 | 1910.7ms/step | 31.4 samples/s
+Step 30560/50462 | Loss: 2.5445 | LR: 1.73e-04 | 1915.0ms/step | 31.3 samples/s
+Step 30570/50462 | Loss: 2.5227 | LR: 1.73e-04 | 1918.5ms/step | 31.3 samples/s
+Step 30580/50462 | Loss: 2.5141 | LR: 1.73e-04 | 1918.6ms/step | 31.3 samples/s
+Step 30590/50462 | Loss: 2.4978 | LR: 1.73e-04 | 1918.4ms/step | 31.3 samples/s
+Step 30600/50462 | Loss: 2.4905 | LR: 1.72e-04 | 1917.6ms/step | 31.3 samples/s
+Step 30610/50462 | Loss: 2.5422 | LR: 1.72e-04 | 1913.5ms/step | 31.4 samples/s
+Step 30620/50462 | Loss: 2.5361 | LR: 1.72e-04 | 1910.9ms/step | 31.4 samples/s
+Step 30630/50462 | Loss: 2.4903 | LR: 1.72e-04 | 1908.6ms/step | 31.4 samples/s
+Step 30640/50462 | Loss: 2.5336 | LR: 1.72e-04 | 1913.0ms/step | 31.4 samples/s
+Step 30650/50462 | Loss: 2.5422 | LR: 1.72e-04 | 1919.0ms/step | 31.3 samples/s
+Step 30660/50462 | Loss: 2.4913 | LR: 1.72e-04 | 1915.5ms/step | 31.3 samples/s
+Step 30670/50462 | Loss: 2.4963 | LR: 1.71e-04 | 1915.9ms/step | 31.3 samples/s
+Step 30680/50462 | Loss: 2.5439 | LR: 1.71e-04 | 1917.0ms/step | 31.3 samples/s
+Step 30690/50462 | Loss: 2.5316 | LR: 1.71e-04 | 1918.0ms/step | 31.3 samples/s
+Step 30700/50462 | Loss: 2.5803 | LR: 1.71e-04 | 1918.7ms/step | 31.3 samples/s
+Step 30710/50462 | Loss: 2.5178 | LR: 1.71e-04 | 1915.2ms/step | 31.3 samples/s
+Step 30720/50462 | Loss: 2.5474 | LR: 1.71e-04 | 1908.8ms/step | 31.4 samples/s
+Step 30730/50462 | Loss: 2.5239 | LR: 1.70e-04 | 1909.9ms/step | 31.4 samples/s
+Step 30740/50462 | Loss: 2.5624 | LR: 1.70e-04 | 1918.7ms/step | 31.3 samples/s
+Step 30750/50462 | Loss: 2.4963 | LR: 1.70e-04 | 1917.9ms/step | 31.3 samples/s
+Validation at step 30750: Loss = 2.5166, Perplexity = 12.39
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-30750
+Step 30760/50462 | Loss: 2.5324 | LR: 1.70e-04 | 3252.6ms/step | 18.4 samples/s
+Step 30770/50462 | Loss: 2.5132 | LR: 1.70e-04 | 1896.9ms/step | 31.6 samples/s
+Step 30780/50462 | Loss: 2.5037 | LR: 1.70e-04 | 1904.3ms/step | 31.5 samples/s
+Step 30790/50462 | Loss: 2.5332 | LR: 1.70e-04 | 1911.9ms/step | 31.4 samples/s
+Step 30800/50462 | Loss: 2.5324 | LR: 1.69e-04 | 1915.5ms/step | 31.3 samples/s
+Step 30810/50462 | Loss: 2.5258 | LR: 1.69e-04 | 1915.7ms/step | 31.3 samples/s
+Step 30820/50462 | Loss: 2.5024 | LR: 1.69e-04 | 1917.4ms/step | 31.3 samples/s
+Step 30830/50462 | Loss: 2.4582 | LR: 1.69e-04 | 1921.2ms/step | 31.2 samples/s
+Step 30840/50462 | Loss: 2.5336 | LR: 1.69e-04 | 1917.2ms/step | 31.3 samples/s
+Step 30850/50462 | Loss: 2.5275 | LR: 1.69e-04 | 1910.0ms/step | 31.4 samples/s
+Step 30860/50462 | Loss: 2.5214 | LR: 1.69e-04 | 1916.4ms/step | 31.3 samples/s
+Step 30870/50462 | Loss: 2.5498 | LR: 1.68e-04 | 1916.4ms/step | 31.3 samples/s
+Step 30880/50462 | Loss: 2.4758 | LR: 1.68e-04 | 1919.9ms/step | 31.3 samples/s
+Step 30890/50462 | Loss: 2.5129 | LR: 1.68e-04 | 1920.1ms/step | 31.2 samples/s
+Step 30900/50462 | Loss: 2.4964 | LR: 1.68e-04 | 1921.8ms/step | 31.2 samples/s
+Step 30910/50462 | Loss: 2.5234 | LR: 1.68e-04 | 1915.7ms/step | 31.3 samples/s
+Step 30920/50462 | Loss: 2.4762 | LR: 1.68e-04 | 1912.8ms/step | 31.4 samples/s
+Step 30930/50462 | Loss: 2.4842 | LR: 1.67e-04 | 1914.5ms/step | 31.3 samples/s
+Step 30940/50462 | Loss: 2.5023 | LR: 1.67e-04 | 1917.0ms/step | 31.3 samples/s
+Step 30950/50462 | Loss: 2.4813 | LR: 1.67e-04 | 1918.3ms/step | 31.3 samples/s
+Step 30960/50462 | Loss: 2.5398 | LR: 1.67e-04 | 1920.6ms/step | 31.2 samples/s
+Step 30970/50462 | Loss: 2.5332 | LR: 1.67e-04 | 1918.6ms/step | 31.3 samples/s
+Step 30980/50462 | Loss: 2.5350 | LR: 1.67e-04 | 1918.6ms/step | 31.3 samples/s
+Step 30990/50462 | Loss: 2.5510 | LR: 1.67e-04 | 1918.1ms/step | 31.3 samples/s
+Step 31000/50462 | Loss: 2.5191 | LR: 1.66e-04 | 1920.6ms/step | 31.2 samples/s
+Validation at step 31000: Loss = 2.5155, Perplexity = 12.37
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-31000
+Step 31010/50462 | Loss: 2.5447 | LR: 1.66e-04 | 3270.6ms/step | 18.3 samples/s
+Step 31020/50462 | Loss: 2.5592 | LR: 1.66e-04 | 1902.0ms/step | 31.5 samples/s
+Step 31030/50462 | Loss: 2.5794 | LR: 1.66e-04 | 1908.4ms/step | 31.4 samples/s
+Step 31040/50462 | Loss: 2.5127 | LR: 1.66e-04 | 1911.9ms/step | 31.4 samples/s
+Step 31050/50462 | Loss: 2.5352 | LR: 1.66e-04 | 1915.8ms/step | 31.3 samples/s
+Step 31060/50462 | Loss: 2.4895 | LR: 1.66e-04 | 1918.4ms/step | 31.3 samples/s
+Step 31070/50462 | Loss: 2.5064 | LR: 1.65e-04 | 1917.7ms/step | 31.3 samples/s
+Step 31080/50462 | Loss: 2.5338 | LR: 1.65e-04 | 1914.4ms/step | 31.3 samples/s
+Step 31090/50462 | Loss: 2.5772 | LR: 1.65e-04 | 1912.9ms/step | 31.4 samples/s
+Step 31100/50462 | Loss: 2.4748 | LR: 1.65e-04 | 1909.3ms/step | 31.4 samples/s
+Step 31110/50462 | Loss: 2.5063 | LR: 1.65e-04 | 1912.7ms/step | 31.4 samples/s
+Step 31120/50462 | Loss: 2.5145 | LR: 1.65e-04 | 1915.0ms/step | 31.3 samples/s
+Step 31130/50462 | Loss: 2.4816 | LR: 1.64e-04 | 1917.7ms/step | 31.3 samples/s
+Step 31140/50462 | Loss: 2.5841 | LR: 1.64e-04 | 1922.0ms/step | 31.2 samples/s
+Step 31150/50462 | Loss: 2.5214 | LR: 1.64e-04 | 1916.7ms/step | 31.3 samples/s
+Step 31160/50462 | Loss: 2.5830 | LR: 1.64e-04 | 1921.2ms/step | 31.2 samples/s
+Step 31170/50462 | Loss: 2.5490 | LR: 1.64e-04 | 1916.7ms/step | 31.3 samples/s
+Step 31180/50462 | Loss: 2.5052 | LR: 1.64e-04 | 1918.4ms/step | 31.3 samples/s
+Step 31190/50462 | Loss: 2.5402 | LR: 1.64e-04 | 1920.8ms/step | 31.2 samples/s
+Step 31200/50462 | Loss: 2.5030 | LR: 1.63e-04 | 1918.8ms/step | 31.3 samples/s
+Step 31210/50462 | Loss: 2.5505 | LR: 1.63e-04 | 1919.6ms/step | 31.3 samples/s
+Step 31220/50462 | Loss: 2.5135 | LR: 1.63e-04 | 1917.9ms/step | 31.3 samples/s
+Step 31230/50462 | Loss: 2.5315 | LR: 1.63e-04 | 1922.8ms/step | 31.2 samples/s
+Step 31240/50462 | Loss: 2.5060 | LR: 1.63e-04 | 1919.2ms/step | 31.3 samples/s
+Step 31250/50462 | Loss: 2.5346 | LR: 1.63e-04 | 1917.7ms/step | 31.3 samples/s
+Validation at step 31250: Loss = 2.5130, Perplexity = 12.34
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-31250
+Step 31260/50462 | Loss: 2.5064 | LR: 1.63e-04 | 3254.0ms/step | 18.4 samples/s
+Step 31270/50462 | Loss: 2.5375 | LR: 1.62e-04 | 1902.1ms/step | 31.5 samples/s
+Step 31280/50462 | Loss: 2.5221 | LR: 1.62e-04 | 1908.0ms/step | 31.4 samples/s
+Step 31290/50462 | Loss: 2.5484 | LR: 1.62e-04 | 1913.3ms/step | 31.4 samples/s
+Step 31300/50462 | Loss: 2.5093 | LR: 1.62e-04 | 1912.3ms/step | 31.4 samples/s
+Step 31310/50462 | Loss: 2.5356 | LR: 1.62e-04 | 1913.3ms/step | 31.4 samples/s
+Step 31320/50462 | Loss: 2.4992 | LR: 1.62e-04 | 1913.3ms/step | 31.4 samples/s
+Step 31330/50462 | Loss: 2.5336 | LR: 1.62e-04 | 1907.0ms/step | 31.5 samples/s
+Step 31340/50462 | Loss: 2.5099 | LR: 1.61e-04 | 1909.6ms/step | 31.4 samples/s
+Step 31350/50462 | Loss: 2.5508 | LR: 1.61e-04 | 1912.3ms/step | 31.4 samples/s
+Step 31360/50462 | Loss: 2.5221 | LR: 1.61e-04 | 1915.0ms/step | 31.3 samples/s
+Step 31370/50462 | Loss: 2.5218 | LR: 1.61e-04 | 1915.6ms/step | 31.3 samples/s
+Step 31380/50462 | Loss: 2.5633 | LR: 1.61e-04 | 1914.4ms/step | 31.3 samples/s
+Step 31390/50462 | Loss: 2.5291 | LR: 1.61e-04 | 1913.0ms/step | 31.4 samples/s
+Step 31400/50462 | Loss: 2.5083 | LR: 1.60e-04 | 1916.0ms/step | 31.3 samples/s
+Step 31410/50462 | Loss: 2.5534 | LR: 1.60e-04 | 1909.4ms/step | 31.4 samples/s
+Step 31420/50462 | Loss: 2.5077 | LR: 1.60e-04 | 1913.0ms/step | 31.4 samples/s
+Step 31430/50462 | Loss: 2.5191 | LR: 1.60e-04 | 1913.8ms/step | 31.4 samples/s
+Step 31440/50462 | Loss: 2.5253 | LR: 1.60e-04 | 1916.0ms/step | 31.3 samples/s
+Step 31450/50462 | Loss: 2.5360 | LR: 1.60e-04 | 1917.0ms/step | 31.3 samples/s
+Step 31460/50462 | Loss: 2.5028 | LR: 1.60e-04 | 1920.7ms/step | 31.2 samples/s
+Step 31470/50462 | Loss: 2.5115 | LR: 1.59e-04 | 1914.7ms/step | 31.3 samples/s
+Step 31480/50462 | Loss: 2.5344 | LR: 1.59e-04 | 1909.5ms/step | 31.4 samples/s
+Step 31490/50462 | Loss: 2.5302 | LR: 1.59e-04 | 1909.2ms/step | 31.4 samples/s
+Step 31500/50462 | Loss: 2.5288 | LR: 1.59e-04 | 1914.7ms/step | 31.3 samples/s
+Validation at step 31500: Loss = 2.5115, Perplexity = 12.32
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-31500
+Step 31510/50462 | Loss: 2.5133 | LR: 1.59e-04 | 3282.5ms/step | 18.3 samples/s
+Step 31520/50462 | Loss: 2.5030 | LR: 1.59e-04 | 1901.2ms/step | 31.6 samples/s
+Step 31530/50462 | Loss: 2.4811 | LR: 1.59e-04 | 1905.3ms/step | 31.5 samples/s
+Step 31540/50462 | Loss: 2.4943 | LR: 1.58e-04 | 1906.7ms/step | 31.5 samples/s
+Step 31550/50462 | Loss: 2.5412 | LR: 1.58e-04 | 1907.9ms/step | 31.4 samples/s
+Step 31560/50462 | Loss: 2.5003 | LR: 1.58e-04 | 1908.7ms/step | 31.4 samples/s
+Step 31570/50462 | Loss: 2.5061 | LR: 1.58e-04 | 1908.7ms/step | 31.4 samples/s
+Step 31580/50462 | Loss: 2.5235 | LR: 1.58e-04 | 1912.9ms/step | 31.4 samples/s
+Step 31590/50462 | Loss: 2.4870 | LR: 1.58e-04 | 1914.9ms/step | 31.3 samples/s
+Step 31600/50462 | Loss: 2.5137 | LR: 1.58e-04 | 1917.4ms/step | 31.3 samples/s
+Step 31610/50462 | Loss: 2.4745 | LR: 1.57e-04 | 1907.8ms/step | 31.4 samples/s
+Step 31620/50462 | Loss: 2.4910 | LR: 1.57e-04 | 1914.6ms/step | 31.3 samples/s
+Step 31630/50462 | Loss: 2.5155 | LR: 1.57e-04 | 1913.6ms/step | 31.4 samples/s
+Step 31640/50462 | Loss: 2.4943 | LR: 1.57e-04 | 1910.3ms/step | 31.4 samples/s
+Step 31650/50462 | Loss: 2.5303 | LR: 1.57e-04 | 1909.7ms/step | 31.4 samples/s
+Step 31660/50462 | Loss: 2.5038 | LR: 1.57e-04 | 1914.7ms/step | 31.3 samples/s
+Step 31670/50462 | Loss: 2.5527 | LR: 1.57e-04 | 1918.4ms/step | 31.3 samples/s
+Step 31680/50462 | Loss: 2.5223 | LR: 1.56e-04 | 1918.2ms/step | 31.3 samples/s
+Step 31690/50462 | Loss: 2.5321 | LR: 1.56e-04 | 1912.4ms/step | 31.4 samples/s
+Step 31700/50462 | Loss: 2.5428 | LR: 1.56e-04 | 1912.9ms/step | 31.4 samples/s
+Step 31710/50462 | Loss: 2.5498 | LR: 1.56e-04 | 1914.4ms/step | 31.3 samples/s
+Step 31720/50462 | Loss: 2.5823 | LR: 1.56e-04 | 1917.3ms/step | 31.3 samples/s
+Step 31730/50462 | Loss: 2.4881 | LR: 1.56e-04 | 1917.1ms/step | 31.3 samples/s
+Step 31740/50462 | Loss: 2.5025 | LR: 1.55e-04 | 1914.5ms/step | 31.3 samples/s
+Step 31750/50462 | Loss: 2.5526 | LR: 1.55e-04 | 1913.8ms/step | 31.4 samples/s
+Validation at step 31750: Loss = 2.5109, Perplexity = 12.32
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-31750
+Step 31760/50462 | Loss: 2.5451 | LR: 1.55e-04 | 3250.8ms/step | 18.5 samples/s
+Step 31770/50462 | Loss: 2.5162 | LR: 1.55e-04 | 1903.2ms/step | 31.5 samples/s
+Step 31780/50462 | Loss: 2.4949 | LR: 1.55e-04 | 1907.7ms/step | 31.5 samples/s
+Step 31790/50462 | Loss: 2.5417 | LR: 1.55e-04 | 1910.8ms/step | 31.4 samples/s
+Step 31800/50462 | Loss: 2.4889 | LR: 1.55e-04 | 1912.7ms/step | 31.4 samples/s
+Step 31810/50462 | Loss: 2.5073 | LR: 1.54e-04 | 1914.9ms/step | 31.3 samples/s
+Step 31820/50462 | Loss: 2.5254 | LR: 1.54e-04 | 1917.3ms/step | 31.3 samples/s
+Step 31830/50462 | Loss: 2.5121 | LR: 1.54e-04 | 1917.1ms/step | 31.3 samples/s
+Step 31840/50462 | Loss: 2.4953 | LR: 1.54e-04 | 1916.1ms/step | 31.3 samples/s
+Step 31850/50462 | Loss: 2.5196 | LR: 1.54e-04 | 1915.0ms/step | 31.3 samples/s
+Step 31860/50462 | Loss: 2.5256 | LR: 1.54e-04 | 1916.7ms/step | 31.3 samples/s
+Step 31870/50462 | Loss: 2.5514 | LR: 1.54e-04 | 1918.5ms/step | 31.3 samples/s
+Step 31880/50462 | Loss: 2.5404 | LR: 1.53e-04 | 1921.5ms/step | 31.2 samples/s
+Step 31890/50462 | Loss: 2.5374 | LR: 1.53e-04 | 1921.4ms/step | 31.2 samples/s
+Step 31900/50462 | Loss: 2.5708 | LR: 1.53e-04 | 1912.6ms/step | 31.4 samples/s
+Step 31910/50462 | Loss: 2.5150 | LR: 1.53e-04 | 1913.5ms/step | 31.4 samples/s
+Step 31920/50462 | Loss: 2.4931 | LR: 1.53e-04 | 1915.0ms/step | 31.3 samples/s
+Step 31930/50462 | Loss: 2.5320 | LR: 1.53e-04 | 1916.2ms/step | 31.3 samples/s
+Step 31940/50462 | Loss: 2.5298 | LR: 1.53e-04 | 1915.1ms/step | 31.3 samples/s
+Step 31950/50462 | Loss: 2.5078 | LR: 1.52e-04 | 1915.6ms/step | 31.3 samples/s
+Step 31960/50462 | Loss: 2.4934 | LR: 1.52e-04 | 1914.9ms/step | 31.3 samples/s
+Step 31970/50462 | Loss: 2.5217 | LR: 1.52e-04 | 1913.1ms/step | 31.4 samples/s
+Step 31980/50462 | Loss: 2.5309 | LR: 1.52e-04 | 1914.6ms/step | 31.3 samples/s
+Step 31990/50462 | Loss: 2.5142 | LR: 1.52e-04 | 1917.4ms/step | 31.3 samples/s
+Step 32000/50462 | Loss: 2.5195 | LR: 1.52e-04 | 1921.0ms/step | 31.2 samples/s
+Validation at step 32000: Loss = 2.5101, Perplexity = 12.31
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-32000
+Step 32010/50462 | Loss: 2.4859 | LR: 1.52e-04 | 3246.5ms/step | 18.5 samples/s
+Step 32020/50462 | Loss: 2.5231 | LR: 1.51e-04 | 1901.5ms/step | 31.6 samples/s
+Step 32030/50462 | Loss: 2.5299 | LR: 1.51e-04 | 1906.3ms/step | 31.5 samples/s
+Step 32040/50462 | Loss: 2.5126 | LR: 1.51e-04 | 1906.3ms/step | 31.5 samples/s
+Step 32050/50462 | Loss: 2.4610 | LR: 1.51e-04 | 1911.4ms/step | 31.4 samples/s
+Step 32060/50462 | Loss: 2.5257 | LR: 1.51e-04 | 1909.3ms/step | 31.4 samples/s
+Step 32070/50462 | Loss: 2.5073 | LR: 1.51e-04 | 1913.6ms/step | 31.4 samples/s
+Step 32080/50462 | Loss: 2.5090 | LR: 1.51e-04 | 1911.7ms/step | 31.4 samples/s
+Step 32090/50462 | Loss: 2.4642 | LR: 1.50e-04 | 1917.4ms/step | 31.3 samples/s
+Step 32100/50462 | Loss: 2.5275 | LR: 1.50e-04 | 1916.2ms/step | 31.3 samples/s
+Step 32110/50462 | Loss: 2.5058 | LR: 1.50e-04 | 1919.2ms/step | 31.3 samples/s
+Step 32120/50462 | Loss: 2.5098 | LR: 1.50e-04 | 1911.4ms/step | 31.4 samples/s
+Step 32130/50462 | Loss: 2.4986 | LR: 1.50e-04 | 1907.6ms/step | 31.5 samples/s
+Step 32140/50462 | Loss: 2.4774 | LR: 1.50e-04 | 1911.4ms/step | 31.4 samples/s
+Step 32150/50462 | Loss: 2.4885 | LR: 1.50e-04 | 1915.4ms/step | 31.3 samples/s
+Step 32160/50462 | Loss: 2.4963 | LR: 1.49e-04 | 1915.5ms/step | 31.3 samples/s
+Step 32170/50462 | Loss: 2.5260 | LR: 1.49e-04 | 1917.8ms/step | 31.3 samples/s
+Step 32180/50462 | Loss: 2.5046 | LR: 1.49e-04 | 1914.1ms/step | 31.3 samples/s
+Step 32190/50462 | Loss: 2.4970 | LR: 1.49e-04 | 1917.0ms/step | 31.3 samples/s
+Step 32200/50462 | Loss: 2.4771 | LR: 1.49e-04 | 1915.1ms/step | 31.3 samples/s
+Step 32210/50462 | Loss: 2.4365 | LR: 1.49e-04 | 1912.8ms/step | 31.4 samples/s
+Step 32220/50462 | Loss: 2.5070 | LR: 1.49e-04 | 1915.5ms/step | 31.3 samples/s
+Step 32230/50462 | Loss: 2.5051 | LR: 1.48e-04 | 1916.8ms/step | 31.3 samples/s
+Step 32240/50462 | Loss: 2.5119 | LR: 1.48e-04 | 1916.8ms/step | 31.3 samples/s
+Step 32250/50462 | Loss: 2.5100 | LR: 1.48e-04 | 1914.7ms/step | 31.3 samples/s
+Validation at step 32250: Loss = 2.5083, Perplexity = 12.28
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-32250
+Step 32260/50462 | Loss: 2.5104 | LR: 1.48e-04 | 3253.2ms/step | 18.4 samples/s
+Step 32270/50462 | Loss: 2.4853 | LR: 1.48e-04 | 1899.8ms/step | 31.6 samples/s
+Step 32280/50462 | Loss: 2.5301 | LR: 1.48e-04 | 1910.2ms/step | 31.4 samples/s
+Step 32290/50462 | Loss: 2.4639 | LR: 1.48e-04 | 1914.3ms/step | 31.3 samples/s
+Step 32300/50462 | Loss: 2.5302 | LR: 1.47e-04 | 1914.9ms/step | 31.3 samples/s
+Step 32310/50462 | Loss: 2.4884 | LR: 1.47e-04 | 1916.4ms/step | 31.3 samples/s
+Step 32320/50462 | Loss: 2.4560 | LR: 1.47e-04 | 1914.0ms/step | 31.3 samples/s
+Step 32330/50462 | Loss: 2.5406 | LR: 1.47e-04 | 1913.7ms/step | 31.4 samples/s
+Step 32340/50462 | Loss: 2.5213 | LR: 1.47e-04 | 1915.1ms/step | 31.3 samples/s
+Step 32350/50462 | Loss: 2.5378 | LR: 1.47e-04 | 1915.4ms/step | 31.3 samples/s
+Step 32360/50462 | Loss: 2.5299 | LR: 1.47e-04 | 1916.7ms/step | 31.3 samples/s
+Step 32370/50462 | Loss: 2.5045 | LR: 1.46e-04 | 1918.6ms/step | 31.3 samples/s
+Step 32380/50462 | Loss: 2.4962 | LR: 1.46e-04 | 1918.7ms/step | 31.3 samples/s
+Step 32390/50462 | Loss: 2.5247 | LR: 1.46e-04 | 1918.9ms/step | 31.3 samples/s
+Step 32400/50462 | Loss: 2.4974 | LR: 1.46e-04 | 1907.5ms/step | 31.5 samples/s
+Step 32410/50462 | Loss: 2.4916 | LR: 1.46e-04 | 1907.0ms/step | 31.5 samples/s
+Step 32420/50462 | Loss: 2.4840 | LR: 1.46e-04 | 1914.4ms/step | 31.3 samples/s
+Step 32430/50462 | Loss: 2.5244 | LR: 1.45e-04 | 1916.1ms/step | 31.3 samples/s
+Step 32440/50462 | Loss: 2.5065 | LR: 1.45e-04 | 1921.0ms/step | 31.2 samples/s
+Step 32450/50462 | Loss: 2.5360 | LR: 1.45e-04 | 1904.0ms/step | 31.5 samples/s
+Step 32460/50462 | Loss: 2.5548 | LR: 1.45e-04 | 1902.2ms/step | 31.5 samples/s
+Step 32470/50462 | Loss: 2.4880 | LR: 1.45e-04 | 1909.1ms/step | 31.4 samples/s
+Step 32480/50462 | Loss: 2.5291 | LR: 1.45e-04 | 1911.2ms/step | 31.4 samples/s
+Step 32490/50462 | Loss: 2.5336 | LR: 1.45e-04 | 1912.7ms/step | 31.4 samples/s
+Step 32500/50462 | Loss: 2.5106 | LR: 1.44e-04 | 1907.9ms/step | 31.4 samples/s
+Validation at step 32500: Loss = 2.5080, Perplexity = 12.28
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-32500
+Step 32510/50462 | Loss: 2.5034 | LR: 1.44e-04 | 3249.6ms/step | 18.5 samples/s
+Step 32520/50462 | Loss: 2.5049 | LR: 1.44e-04 | 1900.1ms/step | 31.6 samples/s
+Step 32530/50462 | Loss: 2.5137 | LR: 1.44e-04 | 1905.9ms/step | 31.5 samples/s
+Step 32540/50462 | Loss: 2.5054 | LR: 1.44e-04 | 1910.0ms/step | 31.4 samples/s
+Step 32550/50462 | Loss: 2.5194 | LR: 1.44e-04 | 1908.2ms/step | 31.4 samples/s
+Step 32560/50462 | Loss: 2.5389 | LR: 1.44e-04 | 1905.4ms/step | 31.5 samples/s
+Step 32570/50462 | Loss: 2.4904 | LR: 1.43e-04 | 1910.6ms/step | 31.4 samples/s
+Step 32580/50462 | Loss: 2.4915 | LR: 1.43e-04 | 1912.4ms/step | 31.4 samples/s
+Step 32590/50462 | Loss: 2.5090 | LR: 1.43e-04 | 1914.9ms/step | 31.3 samples/s
+Step 32600/50462 | Loss: 2.4881 | LR: 1.43e-04 | 1911.2ms/step | 31.4 samples/s
+Step 32610/50462 | Loss: 2.5261 | LR: 1.43e-04 | 1914.5ms/step | 31.3 samples/s
+Step 32620/50462 | Loss: 2.4949 | LR: 1.43e-04 | 1915.4ms/step | 31.3 samples/s
+Step 32630/50462 | Loss: 2.5208 | LR: 1.43e-04 | 1914.1ms/step | 31.3 samples/s
+Step 32640/50462 | Loss: 2.5128 | LR: 1.42e-04 | 1915.1ms/step | 31.3 samples/s
+Step 32650/50462 | Loss: 2.4967 | LR: 1.42e-04 | 1913.9ms/step | 31.3 samples/s
+Step 32660/50462 | Loss: 2.5299 | LR: 1.42e-04 | 1918.7ms/step | 31.3 samples/s
+Step 32670/50462 | Loss: 2.5195 | LR: 1.42e-04 | 1910.9ms/step | 31.4 samples/s
+Step 32680/50462 | Loss: 2.5215 | LR: 1.42e-04 | 1913.3ms/step | 31.4 samples/s
+Step 32690/50462 | Loss: 2.5376 | LR: 1.42e-04 | 1914.6ms/step | 31.3 samples/s
+Step 32700/50462 | Loss: 2.5295 | LR: 1.42e-04 | 1910.9ms/step | 31.4 samples/s
+Step 32710/50462 | Loss: 2.5334 | LR: 1.41e-04 | 1911.7ms/step | 31.4 samples/s
+Step 32720/50462 | Loss: 2.5167 | LR: 1.41e-04 | 1914.7ms/step | 31.3 samples/s
+Step 32730/50462 | Loss: 2.5342 | LR: 1.41e-04 | 1910.1ms/step | 31.4 samples/s
+Step 32740/50462 | Loss: 2.4929 | LR: 1.41e-04 | 1909.8ms/step | 31.4 samples/s
+Step 32750/50462 | Loss: 2.5028 | LR: 1.41e-04 | 1910.4ms/step | 31.4 samples/s
+Validation at step 32750: Loss = 2.5073, Perplexity = 12.27
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-32750
+Step 32760/50462 | Loss: 2.5242 | LR: 1.41e-04 | 3247.7ms/step | 18.5 samples/s
+Step 32770/50462 | Loss: 2.4994 | LR: 1.41e-04 | 1897.8ms/step | 31.6 samples/s
+Step 32780/50462 | Loss: 2.5288 | LR: 1.41e-04 | 1907.4ms/step | 31.5 samples/s
+Step 32790/50462 | Loss: 2.4452 | LR: 1.40e-04 | 1910.0ms/step | 31.4 samples/s
+Step 32800/50462 | Loss: 2.4954 | LR: 1.40e-04 | 1908.1ms/step | 31.4 samples/s
+Step 32810/50462 | Loss: 2.5118 | LR: 1.40e-04 | 1908.2ms/step | 31.4 samples/s
+Step 32820/50462 | Loss: 2.4896 | LR: 1.40e-04 | 1913.5ms/step | 31.4 samples/s
+Step 32830/50462 | Loss: 2.4982 | LR: 1.40e-04 | 1913.9ms/step | 31.4 samples/s
+Step 32840/50462 | Loss: 2.5254 | LR: 1.40e-04 | 1915.5ms/step | 31.3 samples/s
+Step 32850/50462 | Loss: 2.5052 | LR: 1.40e-04 | 1912.8ms/step | 31.4 samples/s
+Step 32860/50462 | Loss: 2.4973 | LR: 1.39e-04 | 1916.0ms/step | 31.3 samples/s
+Step 32870/50462 | Loss: 2.4959 | LR: 1.39e-04 | 1915.1ms/step | 31.3 samples/s
+Step 32880/50462 | Loss: 2.4932 | LR: 1.39e-04 | 1918.3ms/step | 31.3 samples/s
+Step 32890/50462 | Loss: 2.4882 | LR: 1.39e-04 | 1918.4ms/step | 31.3 samples/s
+Step 32900/50462 | Loss: 2.4614 | LR: 1.39e-04 | 1917.9ms/step | 31.3 samples/s
+Step 32910/50462 | Loss: 2.5063 | LR: 1.39e-04 | 1918.4ms/step | 31.3 samples/s
+Step 32920/50462 | Loss: 2.5139 | LR: 1.39e-04 | 1917.2ms/step | 31.3 samples/s
+Step 32930/50462 | Loss: 2.4682 | LR: 1.38e-04 | 1916.7ms/step | 31.3 samples/s
+Step 32940/50462 | Loss: 2.5253 | LR: 1.38e-04 | 1915.4ms/step | 31.3 samples/s
+Step 32950/50462 | Loss: 2.5136 | LR: 1.38e-04 | 1904.7ms/step | 31.5 samples/s
+Step 32960/50462 | Loss: 2.5134 | LR: 1.38e-04 | 1907.7ms/step | 31.5 samples/s
+Step 32970/50462 | Loss: 2.5088 | LR: 1.38e-04 | 1908.1ms/step | 31.4 samples/s
+Step 32980/50462 | Loss: 2.5320 | LR: 1.38e-04 | 1909.2ms/step | 31.4 samples/s
+Step 32990/50462 | Loss: 2.5117 | LR: 1.38e-04 | 1912.7ms/step | 31.4 samples/s
+Step 33000/50462 | Loss: 2.5060 | LR: 1.37e-04 | 1911.9ms/step | 31.4 samples/s
+Validation at step 33000: Loss = 2.5064, Perplexity = 12.26
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-33000
+Step 33010/50462 | Loss: 2.4862 | LR: 1.37e-04 | 3281.5ms/step | 18.3 samples/s
+Step 33020/50462 | Loss: 2.4904 | LR: 1.37e-04 | 1900.6ms/step | 31.6 samples/s
+Step 33030/50462 | Loss: 2.4997 | LR: 1.37e-04 | 1907.4ms/step | 31.5 samples/s
+Step 33040/50462 | Loss: 2.5275 | LR: 1.37e-04 | 1909.0ms/step | 31.4 samples/s
+Step 33050/50462 | Loss: 2.5158 | LR: 1.37e-04 | 1908.7ms/step | 31.4 samples/s
+Step 33060/50462 | Loss: 2.5328 | LR: 1.37e-04 | 1906.7ms/step | 31.5 samples/s
+Step 33070/50462 | Loss: 2.5236 | LR: 1.36e-04 | 1906.6ms/step | 31.5 samples/s
+Step 33080/50462 | Loss: 2.5129 | LR: 1.36e-04 | 1909.0ms/step | 31.4 samples/s
+Step 33090/50462 | Loss: 2.4652 | LR: 1.36e-04 | 1908.6ms/step | 31.4 samples/s
+Step 33100/50462 | Loss: 2.4797 | LR: 1.36e-04 | 1913.5ms/step | 31.4 samples/s
+Step 33110/50462 | Loss: 2.5110 | LR: 1.36e-04 | 1914.8ms/step | 31.3 samples/s
+Step 33120/50462 | Loss: 2.5183 | LR: 1.36e-04 | 1917.1ms/step | 31.3 samples/s
+Step 33130/50462 | Loss: 2.4629 | LR: 1.36e-04 | 1916.2ms/step | 31.3 samples/s
+Step 33140/50462 | Loss: 2.5695 | LR: 1.35e-04 | 1918.1ms/step | 31.3 samples/s
+Step 33150/50462 | Loss: 2.5360 | LR: 1.35e-04 | 1913.4ms/step | 31.4 samples/s
+Step 33160/50462 | Loss: 2.4995 | LR: 1.35e-04 | 1908.4ms/step | 31.4 samples/s
+Step 33170/50462 | Loss: 2.5425 | LR: 1.35e-04 | 1911.8ms/step | 31.4 samples/s
+Step 33180/50462 | Loss: 2.5083 | LR: 1.35e-04 | 1914.2ms/step | 31.3 samples/s
+Step 33190/50462 | Loss: 2.5097 | LR: 1.35e-04 | 1915.3ms/step | 31.3 samples/s
+Step 33200/50462 | Loss: 2.5088 | LR: 1.35e-04 | 1913.5ms/step | 31.4 samples/s
+Step 33210/50462 | Loss: 2.5025 | LR: 1.34e-04 | 1907.5ms/step | 31.5 samples/s
+Step 33220/50462 | Loss: 2.4838 | LR: 1.34e-04 | 1910.3ms/step | 31.4 samples/s
+Step 33230/50462 | Loss: 2.5055 | LR: 1.34e-04 | 1910.5ms/step | 31.4 samples/s
+Step 33240/50462 | Loss: 2.5015 | LR: 1.34e-04 | 1911.4ms/step | 31.4 samples/s
+Step 33250/50462 | Loss: 2.5315 | LR: 1.34e-04 | 1913.3ms/step | 31.4 samples/s
+Validation at step 33250: Loss = 2.5056, Perplexity = 12.25
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-33250
+Step 33260/50462 | Loss: 2.4721 | LR: 1.34e-04 | 3276.9ms/step | 18.3 samples/s
+Step 33270/50462 | Loss: 2.5239 | LR: 1.34e-04 | 1897.5ms/step | 31.6 samples/s
+Step 33280/50462 | Loss: 2.5154 | LR: 1.33e-04 | 1903.0ms/step | 31.5 samples/s
+Step 33290/50462 | Loss: 2.5061 | LR: 1.33e-04 | 1908.8ms/step | 31.4 samples/s
+Step 33300/50462 | Loss: 2.5151 | LR: 1.33e-04 | 1912.9ms/step | 31.4 samples/s
+Step 33310/50462 | Loss: 2.4629 | LR: 1.33e-04 | 1915.5ms/step | 31.3 samples/s
+Step 33320/50462 | Loss: 2.5441 | LR: 1.33e-04 | 1913.0ms/step | 31.4 samples/s
+Step 33330/50462 | Loss: 2.4723 | LR: 1.33e-04 | 1916.3ms/step | 31.3 samples/s
+Step 33340/50462 | Loss: 2.5570 | LR: 1.33e-04 | 1912.5ms/step | 31.4 samples/s
+Step 33350/50462 | Loss: 2.5123 | LR: 1.32e-04 | 1906.5ms/step | 31.5 samples/s
+Step 33360/50462 | Loss: 2.4989 | LR: 1.32e-04 | 1908.0ms/step | 31.4 samples/s
+Step 33370/50462 | Loss: 2.4589 | LR: 1.32e-04 | 1912.8ms/step | 31.4 samples/s
+Step 33380/50462 | Loss: 2.4936 | LR: 1.32e-04 | 1910.9ms/step | 31.4 samples/s
+Step 33390/50462 | Loss: 2.5107 | LR: 1.32e-04 | 1911.5ms/step | 31.4 samples/s
+Step 33400/50462 | Loss: 2.5152 | LR: 1.32e-04 | 1912.8ms/step | 31.4 samples/s
+Step 33410/50462 | Loss: 2.5028 | LR: 1.32e-04 | 1910.1ms/step | 31.4 samples/s
+Step 33420/50462 | Loss: 2.4831 | LR: 1.32e-04 | 1910.7ms/step | 31.4 samples/s
+Step 33430/50462 | Loss: 2.5089 | LR: 1.31e-04 | 1907.3ms/step | 31.5 samples/s
+Step 33440/50462 | Loss: 2.5779 | LR: 1.31e-04 | 1908.1ms/step | 31.4 samples/s
+Step 33450/50462 | Loss: 2.4839 | LR: 1.31e-04 | 1909.2ms/step | 31.4 samples/s
+Step 33460/50462 | Loss: 2.5204 | LR: 1.31e-04 | 1914.0ms/step | 31.3 samples/s
+Step 33470/50462 | Loss: 2.5430 | LR: 1.31e-04 | 1912.2ms/step | 31.4 samples/s
+Step 33480/50462 | Loss: 2.5015 | LR: 1.31e-04 | 1912.3ms/step | 31.4 samples/s
+Step 33490/50462 | Loss: 2.5236 | LR: 1.31e-04 | 1910.8ms/step | 31.4 samples/s
+Step 33500/50462 | Loss: 2.4808 | LR: 1.30e-04 | 1898.5ms/step | 31.6 samples/s
+Validation at step 33500: Loss = 2.5048, Perplexity = 12.24
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-33500
+Step 33510/50462 | Loss: 2.5041 | LR: 1.30e-04 | 3261.0ms/step | 18.4 samples/s
+Step 33520/50462 | Loss: 2.4811 | LR: 1.30e-04 | 1898.5ms/step | 31.6 samples/s
+Step 33530/50462 | Loss: 2.5096 | LR: 1.30e-04 | 1905.4ms/step | 31.5 samples/s
+Step 33540/50462 | Loss: 2.4995 | LR: 1.30e-04 | 1911.8ms/step | 31.4 samples/s
+Step 33550/50462 | Loss: 2.5077 | LR: 1.30e-04 | 1912.3ms/step | 31.4 samples/s
+Step 33560/50462 | Loss: 2.4937 | LR: 1.30e-04 | 1914.4ms/step | 31.3 samples/s
+Step 33570/50462 | Loss: 2.5114 | LR: 1.29e-04 | 1916.5ms/step | 31.3 samples/s
+Step 33580/50462 | Loss: 2.5345 | LR: 1.29e-04 | 1916.6ms/step | 31.3 samples/s
+Step 33590/50462 | Loss: 2.5089 | LR: 1.29e-04 | 1915.3ms/step | 31.3 samples/s
+Step 33600/50462 | Loss: 2.4987 | LR: 1.29e-04 | 1909.7ms/step | 31.4 samples/s
+Step 33610/50462 | Loss: 2.5115 | LR: 1.29e-04 | 1912.5ms/step | 31.4 samples/s
+Step 33620/50462 | Loss: 2.5376 | LR: 1.29e-04 | 1915.3ms/step | 31.3 samples/s
+Step 33630/50462 | Loss: 2.5308 | LR: 1.29e-04 | 1915.9ms/step | 31.3 samples/s
+Step 33640/50462 | Loss: 2.4653 | LR: 1.28e-04 | 1917.8ms/step | 31.3 samples/s
+Step 33650/50462 | Loss: 2.4829 | LR: 1.28e-04 | 1913.3ms/step | 31.4 samples/s
+Step 33660/50462 | Loss: 2.4974 | LR: 1.28e-04 | 1910.1ms/step | 31.4 samples/s
+Step 33670/50462 | Loss: 2.5446 | LR: 1.28e-04 | 1912.9ms/step | 31.4 samples/s
+Step 33680/50462 | Loss: 2.5068 | LR: 1.28e-04 | 1913.7ms/step | 31.4 samples/s
+Step 33690/50462 | Loss: 2.5104 | LR: 1.28e-04 | 1913.8ms/step | 31.4 samples/s
+Step 33700/50462 | Loss: 2.5026 | LR: 1.28e-04 | 1914.6ms/step | 31.3 samples/s
+Step 33710/50462 | Loss: 2.5051 | LR: 1.27e-04 | 1915.5ms/step | 31.3 samples/s
+Step 33720/50462 | Loss: 2.5154 | LR: 1.27e-04 | 1912.8ms/step | 31.4 samples/s
+Step 33730/50462 | Loss: 2.4869 | LR: 1.27e-04 | 1915.2ms/step | 31.3 samples/s
+Step 33740/50462 | Loss: 2.5637 | LR: 1.27e-04 | 1916.6ms/step | 31.3 samples/s
+Step 33750/50462 | Loss: 2.4694 | LR: 1.27e-04 | 1914.4ms/step | 31.3 samples/s
+Validation at step 33750: Loss = 2.5041, Perplexity = 12.23
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-33750
+Step 33760/50462 | Loss: 2.5259 | LR: 1.27e-04 | 3211.6ms/step | 18.7 samples/s
+Step 33770/50462 | Loss: 2.5488 | LR: 1.27e-04 | 1899.0ms/step | 31.6 samples/s
+Step 33780/50462 | Loss: 2.5015 | LR: 1.27e-04 | 1905.7ms/step | 31.5 samples/s
+Step 33790/50462 | Loss: 2.5111 | LR: 1.26e-04 | 1911.5ms/step | 31.4 samples/s
+Step 33800/50462 | Loss: 2.5239 | LR: 1.26e-04 | 1909.8ms/step | 31.4 samples/s
+Step 33810/50462 | Loss: 2.4954 | LR: 1.26e-04 | 1909.9ms/step | 31.4 samples/s
+Step 33820/50462 | Loss: 2.5207 | LR: 1.26e-04 | 1911.4ms/step | 31.4 samples/s
+Step 33830/50462 | Loss: 2.4938 | LR: 1.26e-04 | 1914.3ms/step | 31.3 samples/s
+Step 33840/50462 | Loss: 2.4999 | LR: 1.26e-04 | 1913.3ms/step | 31.4 samples/s
+Step 33850/50462 | Loss: 2.4585 | LR: 1.26e-04 | 1913.8ms/step | 31.4 samples/s
+Step 33860/50462 | Loss: 2.5089 | LR: 1.25e-04 | 1911.7ms/step | 31.4 samples/s
+Step 33870/50462 | Loss: 2.5064 | LR: 1.25e-04 | 1911.2ms/step | 31.4 samples/s
+Step 33880/50462 | Loss: 2.4764 | LR: 1.25e-04 | 1912.3ms/step | 31.4 samples/s
+Step 33890/50462 | Loss: 2.4925 | LR: 1.25e-04 | 1913.6ms/step | 31.4 samples/s
+Step 33900/50462 | Loss: 2.4830 | LR: 1.25e-04 | 1916.1ms/step | 31.3 samples/s
+Step 33910/50462 | Loss: 2.5429 | LR: 1.25e-04 | 1917.8ms/step | 31.3 samples/s
+Step 33920/50462 | Loss: 2.5409 | LR: 1.25e-04 | 1917.1ms/step | 31.3 samples/s
+Step 33930/50462 | Loss: 2.5082 | LR: 1.24e-04 | 1915.6ms/step | 31.3 samples/s
+Step 33940/50462 | Loss: 2.4772 | LR: 1.24e-04 | 1913.6ms/step | 31.4 samples/s
+Step 33950/50462 | Loss: 2.5325 | LR: 1.24e-04 | 1918.2ms/step | 31.3 samples/s
+Step 33960/50462 | Loss: 2.4825 | LR: 1.24e-04 | 1916.6ms/step | 31.3 samples/s
+Step 33970/50462 | Loss: 2.5104 | LR: 1.24e-04 | 1918.2ms/step | 31.3 samples/s
+Step 33980/50462 | Loss: 2.5355 | LR: 1.24e-04 | 1914.8ms/step | 31.3 samples/s
+Step 33990/50462 | Loss: 2.5398 | LR: 1.24e-04 | 1917.5ms/step | 31.3 samples/s
+Step 34000/50462 | Loss: 2.5254 | LR: 1.24e-04 | 1914.0ms/step | 31.3 samples/s
+Validation at step 34000: Loss = 2.5034, Perplexity = 12.22
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-34000
+Step 34010/50462 | Loss: 2.5099 | LR: 1.23e-04 | 3254.6ms/step | 18.4 samples/s
+Step 34020/50462 | Loss: 2.4855 | LR: 1.23e-04 | 1897.8ms/step | 31.6 samples/s
+Step 34030/50462 | Loss: 2.5181 | LR: 1.23e-04 | 1904.4ms/step | 31.5 samples/s
+Step 34040/50462 | Loss: 2.5206 | LR: 1.23e-04 | 1910.2ms/step | 31.4 samples/s
+Step 34050/50462 | Loss: 2.5188 | LR: 1.23e-04 | 1915.1ms/step | 31.3 samples/s
+Step 34060/50462 | Loss: 2.4776 | LR: 1.23e-04 | 1912.9ms/step | 31.4 samples/s
+Step 34070/50462 | Loss: 2.5305 | LR: 1.23e-04 | 1916.4ms/step | 31.3 samples/s
+Step 34080/50462 | Loss: 2.5222 | LR: 1.22e-04 | 1914.3ms/step | 31.3 samples/s
+Step 34090/50462 | Loss: 2.5012 | LR: 1.22e-04 | 1915.0ms/step | 31.3 samples/s
+Step 34100/50462 | Loss: 2.4843 | LR: 1.22e-04 | 1915.4ms/step | 31.3 samples/s
+Step 34110/50462 | Loss: 2.4773 | LR: 1.22e-04 | 1919.9ms/step | 31.3 samples/s
+Step 34120/50462 | Loss: 2.4887 | LR: 1.22e-04 | 1916.2ms/step | 31.3 samples/s
+Step 34130/50462 | Loss: 2.4749 | LR: 1.22e-04 | 1919.7ms/step | 31.3 samples/s
+Step 34140/50462 | Loss: 2.4691 | LR: 1.22e-04 | 1917.0ms/step | 31.3 samples/s
+Step 34150/50462 | Loss: 2.5283 | LR: 1.21e-04 | 1917.1ms/step | 31.3 samples/s
+Step 34160/50462 | Loss: 2.5023 | LR: 1.21e-04 | 1916.4ms/step | 31.3 samples/s
+Step 34170/50462 | Loss: 2.5110 | LR: 1.21e-04 | 1914.2ms/step | 31.3 samples/s
+Step 34180/50462 | Loss: 2.5028 | LR: 1.21e-04 | 1911.4ms/step | 31.4 samples/s
+Step 34190/50462 | Loss: 2.4768 | LR: 1.21e-04 | 1915.0ms/step | 31.3 samples/s
+Step 34200/50462 | Loss: 2.4517 | LR: 1.21e-04 | 1916.7ms/step | 31.3 samples/s
+Step 34210/50462 | Loss: 2.5024 | LR: 1.21e-04 | 1913.6ms/step | 31.4 samples/s
+Step 34220/50462 | Loss: 2.5032 | LR: 1.21e-04 | 1909.5ms/step | 31.4 samples/s
+Step 34230/50462 | Loss: 2.5505 | LR: 1.20e-04 | 1904.5ms/step | 31.5 samples/s
+Step 34240/50462 | Loss: 2.4826 | LR: 1.20e-04 | 1910.2ms/step | 31.4 samples/s
+Step 34250/50462 | Loss: 2.4792 | LR: 1.20e-04 | 1911.1ms/step | 31.4 samples/s
+Validation at step 34250: Loss = 2.5028, Perplexity = 12.22
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-34250
+Step 34260/50462 | Loss: 2.5478 | LR: 1.20e-04 | 3264.8ms/step | 18.4 samples/s
+Step 34270/50462 | Loss: 2.5051 | LR: 1.20e-04 | 1896.0ms/step | 31.6 samples/s
+Step 34280/50462 | Loss: 2.5286 | LR: 1.20e-04 | 1902.7ms/step | 31.5 samples/s
+Step 34290/50462 | Loss: 2.4783 | LR: 1.20e-04 | 1909.2ms/step | 31.4 samples/s
+Step 34300/50462 | Loss: 2.5383 | LR: 1.19e-04 | 1908.3ms/step | 31.4 samples/s
+Step 34310/50462 | Loss: 2.5348 | LR: 1.19e-04 | 1907.4ms/step | 31.5 samples/s
+Step 34320/50462 | Loss: 2.4991 | LR: 1.19e-04 | 1910.1ms/step | 31.4 samples/s
+Step 34330/50462 | Loss: 2.4748 | LR: 1.19e-04 | 1910.1ms/step | 31.4 samples/s
+Step 34340/50462 | Loss: 2.5194 | LR: 1.19e-04 | 1909.2ms/step | 31.4 samples/s
+Step 34350/50462 | Loss: 2.4827 | LR: 1.19e-04 | 1912.9ms/step | 31.4 samples/s
+Step 34360/50462 | Loss: 2.4931 | LR: 1.19e-04 | 1911.1ms/step | 31.4 samples/s
+Step 34370/50462 | Loss: 2.4970 | LR: 1.19e-04 | 1909.8ms/step | 31.4 samples/s
+Step 34380/50462 | Loss: 2.4917 | LR: 1.18e-04 | 1912.1ms/step | 31.4 samples/s
+Step 34390/50462 | Loss: 2.5028 | LR: 1.18e-04 | 1913.7ms/step | 31.4 samples/s
+Step 34400/50462 | Loss: 2.5109 | LR: 1.18e-04 | 1911.8ms/step | 31.4 samples/s
+Step 34410/50462 | Loss: 2.5186 | LR: 1.18e-04 | 1911.9ms/step | 31.4 samples/s
+Step 34420/50462 | Loss: 2.5142 | LR: 1.18e-04 | 1915.3ms/step | 31.3 samples/s
+Step 34430/50462 | Loss: 2.5148 | LR: 1.18e-04 | 1916.0ms/step | 31.3 samples/s
+Step 34440/50462 | Loss: 2.5417 | LR: 1.18e-04 | 1917.2ms/step | 31.3 samples/s
+Step 34450/50462 | Loss: 2.5248 | LR: 1.17e-04 | 1915.2ms/step | 31.3 samples/s
+Step 34460/50462 | Loss: 2.5548 | LR: 1.17e-04 | 1914.1ms/step | 31.3 samples/s
+Step 34470/50462 | Loss: 2.5120 | LR: 1.17e-04 | 1916.7ms/step | 31.3 samples/s
+Step 34480/50462 | Loss: 2.5156 | LR: 1.17e-04 | 1913.9ms/step | 31.3 samples/s
+Step 34490/50462 | Loss: 2.5107 | LR: 1.17e-04 | 1912.7ms/step | 31.4 samples/s
+Step 34500/50462 | Loss: 2.5004 | LR: 1.17e-04 | 1916.7ms/step | 31.3 samples/s
+Validation at step 34500: Loss = 2.5022, Perplexity = 12.21
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-34500
+Step 34510/50462 | Loss: 2.5149 | LR: 1.17e-04 | 3262.5ms/step | 18.4 samples/s
+Step 34520/50462 | Loss: 2.5248 | LR: 1.16e-04 | 1901.4ms/step | 31.6 samples/s
+Step 34530/50462 | Loss: 2.4977 | LR: 1.16e-04 | 1912.0ms/step | 31.4 samples/s
+Step 34540/50462 | Loss: 2.4898 | LR: 1.16e-04 | 1911.4ms/step | 31.4 samples/s
+Step 34550/50462 | Loss: 2.5107 | LR: 1.16e-04 | 1911.0ms/step | 31.4 samples/s
+Step 34560/50462 | Loss: 2.4741 | LR: 1.16e-04 | 1915.2ms/step | 31.3 samples/s
+Step 34570/50462 | Loss: 2.5105 | LR: 1.16e-04 | 1918.7ms/step | 31.3 samples/s
+Step 34580/50462 | Loss: 2.4665 | LR: 1.16e-04 | 1918.6ms/step | 31.3 samples/s
+Step 34590/50462 | Loss: 2.5510 | LR: 1.16e-04 | 1918.3ms/step | 31.3 samples/s
+Step 34600/50462 | Loss: 2.5544 | LR: 1.15e-04 | 1908.1ms/step | 31.4 samples/s
+Step 34610/50462 | Loss: 2.5195 | LR: 1.15e-04 | 1908.3ms/step | 31.4 samples/s
+Step 34620/50462 | Loss: 2.5530 | LR: 1.15e-04 | 1912.4ms/step | 31.4 samples/s
+Step 34630/50462 | Loss: 2.5147 | LR: 1.15e-04 | 1915.1ms/step | 31.3 samples/s
+Step 34640/50462 | Loss: 2.5260 | LR: 1.15e-04 | 1915.7ms/step | 31.3 samples/s
+Step 34650/50462 | Loss: 2.5503 | LR: 1.15e-04 | 1914.3ms/step | 31.3 samples/s
+Step 34660/50462 | Loss: 2.5424 | LR: 1.15e-04 | 1918.0ms/step | 31.3 samples/s
+Step 34670/50462 | Loss: 2.5007 | LR: 1.15e-04 | 1917.5ms/step | 31.3 samples/s
+Step 34680/50462 | Loss: 2.5056 | LR: 1.14e-04 | 1907.0ms/step | 31.5 samples/s
+Step 34690/50462 | Loss: 2.5097 | LR: 1.14e-04 | 1910.7ms/step | 31.4 samples/s
+Step 34700/50462 | Loss: 2.4869 | LR: 1.14e-04 | 1910.0ms/step | 31.4 samples/s
+Step 34710/50462 | Loss: 2.5349 | LR: 1.14e-04 | 1911.1ms/step | 31.4 samples/s
+Step 34720/50462 | Loss: 2.4897 | LR: 1.14e-04 | 1910.5ms/step | 31.4 samples/s
+Step 34730/50462 | Loss: 2.4849 | LR: 1.14e-04 | 1913.0ms/step | 31.4 samples/s
+Step 34740/50462 | Loss: 2.4753 | LR: 1.14e-04 | 1915.8ms/step | 31.3 samples/s
+Step 34750/50462 | Loss: 2.4763 | LR: 1.13e-04 | 1918.3ms/step | 31.3 samples/s
+Validation at step 34750: Loss = 2.5010, Perplexity = 12.19
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-34750
+Step 34760/50462 | Loss: 2.4730 | LR: 1.13e-04 | 3274.3ms/step | 18.3 samples/s
+Step 34770/50462 | Loss: 2.5083 | LR: 1.13e-04 | 1900.1ms/step | 31.6 samples/s
+Step 34780/50462 | Loss: 2.4799 | LR: 1.13e-04 | 1905.9ms/step | 31.5 samples/s
+Step 34790/50462 | Loss: 2.5105 | LR: 1.13e-04 | 1911.0ms/step | 31.4 samples/s
+Step 34800/50462 | Loss: 2.4722 | LR: 1.13e-04 | 1913.0ms/step | 31.4 samples/s
+Step 34810/50462 | Loss: 2.4897 | LR: 1.13e-04 | 1915.5ms/step | 31.3 samples/s
+Step 34820/50462 | Loss: 2.4988 | LR: 1.13e-04 | 1911.1ms/step | 31.4 samples/s
+Step 34830/50462 | Loss: 2.5593 | LR: 1.12e-04 | 1913.5ms/step | 31.4 samples/s
+Step 34840/50462 | Loss: 2.4847 | LR: 1.12e-04 | 1912.3ms/step | 31.4 samples/s
+Step 34850/50462 | Loss: 2.5452 | LR: 1.12e-04 | 1908.3ms/step | 31.4 samples/s
+Step 34860/50462 | Loss: 2.4906 | LR: 1.12e-04 | 1908.1ms/step | 31.4 samples/s
+Step 34870/50462 | Loss: 2.5241 | LR: 1.12e-04 | 1909.1ms/step | 31.4 samples/s
+Step 34880/50462 | Loss: 2.4751 | LR: 1.12e-04 | 1911.6ms/step | 31.4 samples/s
+Step 34890/50462 | Loss: 2.5584 | LR: 1.12e-04 | 1914.6ms/step | 31.3 samples/s
+Step 34900/50462 | Loss: 2.4933 | LR: 1.11e-04 | 1920.4ms/step | 31.2 samples/s
+Step 34910/50462 | Loss: 2.5147 | LR: 1.11e-04 | 1917.8ms/step | 31.3 samples/s
+Step 34920/50462 | Loss: 2.4797 | LR: 1.11e-04 | 1914.7ms/step | 31.3 samples/s
+Step 34930/50462 | Loss: 2.5095 | LR: 1.11e-04 | 1912.0ms/step | 31.4 samples/s
+Step 34940/50462 | Loss: 2.5107 | LR: 1.11e-04 | 1915.0ms/step | 31.3 samples/s
+Step 34950/50462 | Loss: 2.4838 | LR: 1.11e-04 | 1916.5ms/step | 31.3 samples/s
+Step 34960/50462 | Loss: 2.5129 | LR: 1.11e-04 | 1917.9ms/step | 31.3 samples/s
+Step 34970/50462 | Loss: 2.4556 | LR: 1.11e-04 | 1918.9ms/step | 31.3 samples/s
+Step 34980/50462 | Loss: 2.5030 | LR: 1.10e-04 | 1916.2ms/step | 31.3 samples/s
+Step 34990/50462 | Loss: 2.5588 | LR: 1.10e-04 | 1909.4ms/step | 31.4 samples/s
+Step 35000/50462 | Loss: 2.5196 | LR: 1.10e-04 | 1905.6ms/step | 31.5 samples/s
+Validation at step 35000: Loss = 2.5000, Perplexity = 12.18
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-35000
+Step 35010/50462 | Loss: 2.4713 | LR: 1.10e-04 | 3252.5ms/step | 18.4 samples/s
+Step 35020/50462 | Loss: 2.5197 | LR: 1.10e-04 | 1901.5ms/step | 31.6 samples/s
+Step 35030/50462 | Loss: 2.5217 | LR: 1.10e-04 | 1908.6ms/step | 31.4 samples/s
+Step 35040/50462 | Loss: 2.5326 | LR: 1.10e-04 | 1912.6ms/step | 31.4 samples/s
+Step 35050/50462 | Loss: 2.4883 | LR: 1.09e-04 | 1915.7ms/step | 31.3 samples/s
+Step 35060/50462 | Loss: 2.4754 | LR: 1.09e-04 | 1915.2ms/step | 31.3 samples/s
+Step 35070/50462 | Loss: 2.5891 | LR: 1.09e-04 | 1915.0ms/step | 31.3 samples/s
+Step 35080/50462 | Loss: 2.4892 | LR: 1.09e-04 | 1913.4ms/step | 31.4 samples/s
+Step 35090/50462 | Loss: 2.5094 | LR: 1.09e-04 | 1912.6ms/step | 31.4 samples/s
+Step 35100/50462 | Loss: 2.4969 | LR: 1.09e-04 | 1913.4ms/step | 31.4 samples/s
+Step 35110/50462 | Loss: 2.4872 | LR: 1.09e-04 | 1910.2ms/step | 31.4 samples/s
+Step 35120/50462 | Loss: 2.5212 | LR: 1.09e-04 | 1905.8ms/step | 31.5 samples/s
+Step 35130/50462 | Loss: 2.5467 | LR: 1.08e-04 | 1907.6ms/step | 31.5 samples/s
+Step 35140/50462 | Loss: 2.5252 | LR: 1.08e-04 | 1910.6ms/step | 31.4 samples/s
+Step 35150/50462 | Loss: 2.5167 | LR: 1.08e-04 | 1902.1ms/step | 31.5 samples/s
+Step 35160/50462 | Loss: 2.4858 | LR: 1.08e-04 | 1909.1ms/step | 31.4 samples/s
+Step 35170/50462 | Loss: 2.5345 | LR: 1.08e-04 | 1911.3ms/step | 31.4 samples/s
+Step 35180/50462 | Loss: 2.5010 | LR: 1.08e-04 | 1914.4ms/step | 31.3 samples/s
+Step 35190/50462 | Loss: 2.5278 | LR: 1.08e-04 | 1914.6ms/step | 31.3 samples/s
+Step 35200/50462 | Loss: 2.4686 | LR: 1.08e-04 | 1920.0ms/step | 31.3 samples/s
+Step 35210/50462 | Loss: 2.4746 | LR: 1.07e-04 | 1914.8ms/step | 31.3 samples/s
+Step 35220/50462 | Loss: 2.5438 | LR: 1.07e-04 | 1916.3ms/step | 31.3 samples/s
+Step 35230/50462 | Loss: 2.5178 | LR: 1.07e-04 | 1916.6ms/step | 31.3 samples/s
+Step 35240/50462 | Loss: 2.5338 | LR: 1.07e-04 | 1913.8ms/step | 31.4 samples/s
+Step 35250/50462 | Loss: 2.4986 | LR: 1.07e-04 | 1917.3ms/step | 31.3 samples/s
+Validation at step 35250: Loss = 2.4995, Perplexity = 12.18
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-35250
+Step 35260/50462 | Loss: 2.4716 | LR: 1.07e-04 | 3262.1ms/step | 18.4 samples/s
+Step 35270/50462 | Loss: 2.5186 | LR: 1.07e-04 | 1903.5ms/step | 31.5 samples/s
+Step 35280/50462 | Loss: 2.5217 | LR: 1.07e-04 | 1905.5ms/step | 31.5 samples/s
+Step 35290/50462 | Loss: 2.4700 | LR: 1.06e-04 | 1913.4ms/step | 31.4 samples/s
+Step 35300/50462 | Loss: 2.4812 | LR: 1.06e-04 | 1910.0ms/step | 31.4 samples/s
+Step 35310/50462 | Loss: 2.5250 | LR: 1.06e-04 | 1909.2ms/step | 31.4 samples/s
+Step 35320/50462 | Loss: 2.4943 | LR: 1.06e-04 | 1911.8ms/step | 31.4 samples/s
+Step 35330/50462 | Loss: 2.5312 | LR: 1.06e-04 | 1910.4ms/step | 31.4 samples/s
+Step 35340/50462 | Loss: 2.4775 | LR: 1.06e-04 | 1911.9ms/step | 31.4 samples/s
+Step 35350/50462 | Loss: 2.5101 | LR: 1.06e-04 | 1913.5ms/step | 31.4 samples/s
+Step 35360/50462 | Loss: 2.5032 | LR: 1.05e-04 | 1915.2ms/step | 31.3 samples/s
+Step 35370/50462 | Loss: 2.5077 | LR: 1.05e-04 | 1911.8ms/step | 31.4 samples/s
+Step 35380/50462 | Loss: 2.4845 | LR: 1.05e-04 | 1908.6ms/step | 31.4 samples/s
+Step 35390/50462 | Loss: 2.4935 | LR: 1.05e-04 | 1906.1ms/step | 31.5 samples/s
+Step 35400/50462 | Loss: 2.4932 | LR: 1.05e-04 | 1908.3ms/step | 31.4 samples/s
+Step 35410/50462 | Loss: 2.5080 | LR: 1.05e-04 | 1910.0ms/step | 31.4 samples/s
+Step 35420/50462 | Loss: 2.5304 | LR: 1.05e-04 | 1912.5ms/step | 31.4 samples/s
+Step 35430/50462 | Loss: 2.4983 | LR: 1.05e-04 | 1911.4ms/step | 31.4 samples/s
+Step 35440/50462 | Loss: 2.4938 | LR: 1.04e-04 | 1911.9ms/step | 31.4 samples/s
+Step 35450/50462 | Loss: 2.5277 | LR: 1.04e-04 | 1909.9ms/step | 31.4 samples/s
+Step 35460/50462 | Loss: 2.5622 | LR: 1.04e-04 | 1905.7ms/step | 31.5 samples/s
+Step 35470/50462 | Loss: 2.5031 | LR: 1.04e-04 | 1910.1ms/step | 31.4 samples/s
+Step 35480/50462 | Loss: 2.5017 | LR: 1.04e-04 | 1909.5ms/step | 31.4 samples/s
+Step 35490/50462 | Loss: 2.5073 | LR: 1.04e-04 | 1909.5ms/step | 31.4 samples/s
+Step 35500/50462 | Loss: 2.4998 | LR: 1.04e-04 | 1910.7ms/step | 31.4 samples/s
+Validation at step 35500: Loss = 2.4987, Perplexity = 12.17
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-35500
+Step 35510/50462 | Loss: 2.5206 | LR: 1.04e-04 | 3256.2ms/step | 18.4 samples/s
+Step 35520/50462 | Loss: 2.5151 | LR: 1.03e-04 | 1896.9ms/step | 31.6 samples/s
+Step 35530/50462 | Loss: 2.5265 | LR: 1.03e-04 | 1904.5ms/step | 31.5 samples/s
+Step 35540/50462 | Loss: 2.5044 | LR: 1.03e-04 | 1908.9ms/step | 31.4 samples/s
+Step 35550/50462 | Loss: 2.5212 | LR: 1.03e-04 | 1913.9ms/step | 31.3 samples/s
+Step 35560/50462 | Loss: 2.4894 | LR: 1.03e-04 | 1912.5ms/step | 31.4 samples/s
+Step 35570/50462 | Loss: 2.4741 | LR: 1.03e-04 | 1911.8ms/step | 31.4 samples/s
+Step 35580/50462 | Loss: 2.5072 | LR: 1.03e-04 | 1915.4ms/step | 31.3 samples/s
+Step 35590/50462 | Loss: 2.5087 | LR: 1.03e-04 | 1913.8ms/step | 31.4 samples/s
+Step 35600/50462 | Loss: 2.5241 | LR: 1.02e-04 | 1914.7ms/step | 31.3 samples/s
+Step 35610/50462 | Loss: 2.4474 | LR: 1.02e-04 | 1915.1ms/step | 31.3 samples/s
+Step 35620/50462 | Loss: 2.4980 | LR: 1.02e-04 | 1917.3ms/step | 31.3 samples/s
+Step 35630/50462 | Loss: 2.5111 | LR: 1.02e-04 | 1915.5ms/step | 31.3 samples/s
+Step 35640/50462 | Loss: 2.4942 | LR: 1.02e-04 | 1917.4ms/step | 31.3 samples/s
+Step 35650/50462 | Loss: 2.5242 | LR: 1.02e-04 | 1915.5ms/step | 31.3 samples/s
+Step 35660/50462 | Loss: 2.5295 | LR: 1.02e-04 | 1914.9ms/step | 31.3 samples/s
+Step 35670/50462 | Loss: 2.5128 | LR: 1.02e-04 | 1918.0ms/step | 31.3 samples/s
+Step 35680/50462 | Loss: 2.4830 | LR: 1.01e-04 | 1917.7ms/step | 31.3 samples/s
+Step 35690/50462 | Loss: 2.5121 | LR: 1.01e-04 | 1916.0ms/step | 31.3 samples/s
+Step 35700/50462 | Loss: 2.5419 | LR: 1.01e-04 | 1915.1ms/step | 31.3 samples/s
+Step 35710/50462 | Loss: 2.4861 | LR: 1.01e-04 | 1912.8ms/step | 31.4 samples/s
+Step 35720/50462 | Loss: 2.4972 | LR: 1.01e-04 | 1908.7ms/step | 31.4 samples/s
+Step 35730/50462 | Loss: 2.4886 | LR: 1.01e-04 | 1907.3ms/step | 31.5 samples/s
+Step 35740/50462 | Loss: 2.4984 | LR: 1.01e-04 | 1911.8ms/step | 31.4 samples/s
+Step 35750/50462 | Loss: 2.5418 | LR: 1.00e-04 | 1906.6ms/step | 31.5 samples/s
+Validation at step 35750: Loss = 2.4980, Perplexity = 12.16
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-35750
+Step 35760/50462 | Loss: 2.4413 | LR: 1.00e-04 | 3247.5ms/step | 18.5 samples/s
+Step 35770/50462 | Loss: 2.4404 | LR: 1.00e-04 | 1898.2ms/step | 31.6 samples/s
+Step 35780/50462 | Loss: 2.5055 | LR: 1.00e-04 | 1904.3ms/step | 31.5 samples/s
+Step 35790/50462 | Loss: 2.5127 | LR: 1.00e-04 | 1909.9ms/step | 31.4 samples/s
+Step 35800/50462 | Loss: 2.4691 | LR: 9.99e-05 | 1911.7ms/step | 31.4 samples/s
+Step 35810/50462 | Loss: 2.4978 | LR: 9.97e-05 | 1909.3ms/step | 31.4 samples/s
+Step 35820/50462 | Loss: 2.4734 | LR: 9.96e-05 | 1910.9ms/step | 31.4 samples/s
+Step 35830/50462 | Loss: 2.5013 | LR: 9.95e-05 | 1903.3ms/step | 31.5 samples/s
+Step 35840/50462 | Loss: 2.5163 | LR: 9.94e-05 | 1901.0ms/step | 31.6 samples/s
+Step 35850/50462 | Loss: 2.5258 | LR: 9.92e-05 | 1908.3ms/step | 31.4 samples/s
+Step 35860/50462 | Loss: 2.4662 | LR: 9.91e-05 | 1908.5ms/step | 31.4 samples/s
+Step 35870/50462 | Loss: 2.4897 | LR: 9.90e-05 | 1911.7ms/step | 31.4 samples/s
+Step 35880/50462 | Loss: 2.5001 | LR: 9.88e-05 | 1915.4ms/step | 31.3 samples/s
+Step 35890/50462 | Loss: 2.4787 | LR: 9.87e-05 | 1916.3ms/step | 31.3 samples/s
+Step 35900/50462 | Loss: 2.5448 | LR: 9.86e-05 | 1915.9ms/step | 31.3 samples/s
+Step 35910/50462 | Loss: 2.5018 | LR: 9.85e-05 | 1912.3ms/step | 31.4 samples/s
+Step 35920/50462 | Loss: 2.5089 | LR: 9.83e-05 | 1912.9ms/step | 31.4 samples/s
+Step 35930/50462 | Loss: 2.4903 | LR: 9.82e-05 | 1914.1ms/step | 31.3 samples/s
+Step 35940/50462 | Loss: 2.5029 | LR: 9.81e-05 | 1915.3ms/step | 31.3 samples/s
+Step 35950/50462 | Loss: 2.5071 | LR: 9.80e-05 | 1913.2ms/step | 31.4 samples/s
+Step 35960/50462 | Loss: 2.5212 | LR: 9.78e-05 | 1912.5ms/step | 31.4 samples/s
+Step 35970/50462 | Loss: 2.5291 | LR: 9.77e-05 | 1918.9ms/step | 31.3 samples/s
+Step 35980/50462 | Loss: 2.5338 | LR: 9.76e-05 | 1909.4ms/step | 31.4 samples/s
+Step 35990/50462 | Loss: 2.4607 | LR: 9.75e-05 | 1905.2ms/step | 31.5 samples/s
+Step 36000/50462 | Loss: 2.5201 | LR: 9.73e-05 | 1904.9ms/step | 31.5 samples/s
+Validation at step 36000: Loss = 2.4980, Perplexity = 12.16
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-36000
+Step 36010/50462 | Loss: 2.4878 | LR: 9.72e-05 | 3260.0ms/step | 18.4 samples/s
+Step 36020/50462 | Loss: 2.4739 | LR: 9.71e-05 | 1898.9ms/step | 31.6 samples/s
+Step 36030/50462 | Loss: 2.5049 | LR: 9.70e-05 | 1905.2ms/step | 31.5 samples/s
+Step 36040/50462 | Loss: 2.5260 | LR: 9.68e-05 | 1911.3ms/step | 31.4 samples/s
+Step 36050/50462 | Loss: 2.5078 | LR: 9.67e-05 | 1913.9ms/step | 31.3 samples/s
+Step 36060/50462 | Loss: 2.5187 | LR: 9.66e-05 | 1917.4ms/step | 31.3 samples/s
+Step 36070/50462 | Loss: 2.5062 | LR: 9.65e-05 | 1917.1ms/step | 31.3 samples/s
+Step 36080/50462 | Loss: 2.4807 | LR: 9.63e-05 | 1917.5ms/step | 31.3 samples/s
+Step 36090/50462 | Loss: 2.5296 | LR: 9.62e-05 | 1917.7ms/step | 31.3 samples/s
+Step 36100/50462 | Loss: 2.4343 | LR: 9.61e-05 | 1916.7ms/step | 31.3 samples/s
+Step 36110/50462 | Loss: 2.5074 | LR: 9.60e-05 | 1918.8ms/step | 31.3 samples/s
+Step 36120/50462 | Loss: 2.4929 | LR: 9.58e-05 | 1917.1ms/step | 31.3 samples/s
+Step 36130/50462 | Loss: 2.4920 | LR: 9.57e-05 | 1914.4ms/step | 31.3 samples/s
+Step 36140/50462 | Loss: 2.4740 | LR: 9.56e-05 | 1909.9ms/step | 31.4 samples/s
+Step 36150/50462 | Loss: 2.4978 | LR: 9.55e-05 | 1909.7ms/step | 31.4 samples/s
+Step 36160/50462 | Loss: 2.4952 | LR: 9.53e-05 | 1911.7ms/step | 31.4 samples/s
+Step 36170/50462 | Loss: 2.4455 | LR: 9.52e-05 | 1915.4ms/step | 31.3 samples/s
+Step 36180/50462 | Loss: 2.4898 | LR: 9.51e-05 | 1916.5ms/step | 31.3 samples/s
+Step 36190/50462 | Loss: 2.5418 | LR: 9.50e-05 | 1917.6ms/step | 31.3 samples/s
+Step 36200/50462 | Loss: 2.5208 | LR: 9.49e-05 | 1916.4ms/step | 31.3 samples/s
+Step 36210/50462 | Loss: 2.5095 | LR: 9.47e-05 | 1917.3ms/step | 31.3 samples/s
+Step 36220/50462 | Loss: 2.5158 | LR: 9.46e-05 | 1916.1ms/step | 31.3 samples/s
+Step 36230/50462 | Loss: 2.4924 | LR: 9.45e-05 | 1916.1ms/step | 31.3 samples/s
+Step 36240/50462 | Loss: 2.4914 | LR: 9.44e-05 | 1915.2ms/step | 31.3 samples/s
+Step 36250/50462 | Loss: 2.5046 | LR: 9.42e-05 | 1916.9ms/step | 31.3 samples/s
+Validation at step 36250: Loss = 2.4970, Perplexity = 12.15
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_204951-qctui00g/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260825_204951-qctui00g/files/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0c3e38c4cce87cb53d52f45f6ac8cbf8688a7d92
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_204951-qctui00g/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
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diff --git a/epfl_final/SparseAtt/wandb/run-20260825_204951-qctui00g/files/wandb-metadata.json b/epfl_final/SparseAtt/wandb/run-20260825_204951-qctui00g/files/wandb-metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..53cb2e311cd9f1aa2e7f44f588507805b169a241
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_204951-qctui00g/files/wandb-metadata.json
@@ -0,0 +1,79 @@
+{
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+  "args":  [
+    "--config",
+    "configs/p2_1p2b_dense_seed71_6gpu.json"
+  ],
+  "program":  "/mloscratch/homes/navasard/sparse/SparseAtt/train.py",
+  "codePath":  "train.py",
+  "codePathLocal":  "train.py",
+  "git":  {
+    "remote":  "https://github.com/rubentium/SparseAtt.git",
+    "commit":  "8f862f749eb4d5c17f688eb1562235e3fe5b2550"
+  },
+  "email":  "ruben.navasardyan@mail.utoronto.ca",
+  "root":  "/mloscratch/homes/navasard/sparse/SparseAtt",
+  "host":  "h100-train-6-gpu-0-37",
+  "executable":  "/mloscratch/homes/navasard/conda/bin/python3.13",
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+  "cpu_count_logical":  192,
+  "gpu":  "NVIDIA H100 80GB HBM3",
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+    },
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+    },
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+      "architecture":  "Hopper",
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+    },
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+      "name":  "NVIDIA H100 80GB HBM3",
+      "memoryTotal":  "85520809984",
+      "cudaCores":  16896,
+      "architecture":  "Hopper",
+      "uuid":  "GPU-5e17ddff-2e95-8c68-b074-b0189417e834"
+    },
+    {
+      "name":  "NVIDIA H100 80GB HBM3",
+      "memoryTotal":  "85520809984",
+      "cudaCores":  16896,
+      "architecture":  "Hopper",
+      "uuid":  "GPU-61e64705-1798-f2b5-568f-877549238703"
+    },
+    {
+      "name":  "NVIDIA H100 80GB HBM3",
+      "memoryTotal":  "85520809984",
+      "cudaCores":  16896,
+      "architecture":  "Hopper",
+      "uuid":  "GPU-9cd8a6e5-05e9-cfde-0a28-d8058797b3bf"
+    }
+  ],
+  "cudaVersion":  "13.0",
+  "writerId":  "agl1rby47fuai4zgn2lrgv0yd6bz05ao"
+}
\ No newline at end of file
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_204951-qctui00g/logs/debug-internal.log b/epfl_final/SparseAtt/wandb/run-20260825_204951-qctui00g/logs/debug-internal.log
new file mode 100644
index 0000000000000000000000000000000000000000..f1f7c96c04047895125e8c2aa363879a5b293122
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+{"time":"2026-08-25T20:55:04.341342118Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-08-25T20:55:18.945210233Z","level":"INFO","msg":"filestream: sending request","total_files":1,"events_offset":22,"events_lines":2}
+{"time":"2026-08-25T20:55:19.219561501Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-08-25T20:55:33.944954981Z","level":"INFO","msg":"filestream: sending request","total_files":1,"events_offset":24,"events_lines":2}
+{"time":"2026-08-25T20:55:34.273513149Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-08-25T20:55:48.944965264Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":0,"history_lines":1,"events_offset":26,"events_lines":2,"console_offset":3,"console_lines":1}
+{"time":"2026-08-25T20:55:49.211387859Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-08-25T20:56:03.944877707Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":1,"history_lines":1,"events_offset":28,"events_lines":2,"console_offset":4,"console_lines":1}
+{"time":"2026-08-25T20:56:04.25373275Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-08-25T20:56:18.945452279Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":2,"history_lines":1,"events_offset":30,"events_lines":2,"console_offset":5,"console_lines":1}
+{"time":"2026-08-25T20:56:19.277663345Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_205215-yl9g6w7y/logs/debug.log b/epfl_final/SparseAtt/wandb/run-20260825_205215-yl9g6w7y/logs/debug.log
new file mode 100644
index 0000000000000000000000000000000000000000..93a0113e34cb58c727e5bcf4a4fe57ba75f2be0d
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_205215-yl9g6w7y/logs/debug.log
@@ -0,0 +1,19 @@
+2026-08-25 20:52:15,953 INFO    MainThread:210 [wandb_setup.py:_flush():81] Current SDK version is 0.26.1
+2026-08-25 20:52:15,954 INFO    MainThread:210 [wandb_setup.py:_flush():81] Configure stats pid to 210
+2026-08-25 20:52:15,954 INFO    MainThread:210 [wandb_setup.py:_flush():81] Loading settings from environment variables
+2026-08-25 20:52:15,954 INFO    MainThread:210 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260825_205215-yl9g6w7y/logs/debug.log
+2026-08-25 20:52:15,954 INFO    MainThread:210 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260825_205215-yl9g6w7y/logs/debug-internal.log
+2026-08-25 20:52:15,954 INFO    MainThread:210 [wandb_init.py:init():850] calling init triggers
+2026-08-25 20:52:15,954 INFO    MainThread:210 [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': '/mloscratch/homes/navasard/sparse/checkpoints/l8k365m_edge_dense_altmixed_seed49/run_20260825_205024', 'resume_from_checkpoint': '/mloscratch/homes/navasard/sparse/checkpoints/l8k365m_edge_dense_altmixed_seed49/run_20260825_192725/checkpoint-2750', 'force_new_run': True, 'num_epochs': 1, 'max_steps': 44000, 'per_device_batch_size': 2, 'gradient_accumulation_steps': 10, 'learning_rate': 0.0005, 'weight_decay': 0.01, 'warmup_steps': 750, 'lr_scheduler': 'cosine', 'max_grad_norm': 1.0, 'save_steps': 250, 'eval_steps': 250, 'eval_batches': 50, 'logging_steps': 10, 'seed': 49, 'verbose': False, 'checkpoint_activations': False, 'strategy': 'ddp', 'mixed_precision': 'bf16', 'wandb_enabled': True, 'wandb_project': 'stochastic_sparsity', 'wandb_name': '365m edge-dense alternating-mixed seed49', 'wandb_tags': ['qwen3', '365m', '8k', 'edge-dense', 'alternating-mixed', 'seed49'], 'hidden_size': 768, 'intermediate_size': 3072, 'num_attention_heads': 6, 'num_key_value_heads': 2, 'num_hidden_layers': 28, 'head_dim': None, 'attention_dropout': None, 'rope_train_position_scale_set': None, 'attention_type': 'sparse_stochastic', 'sparse_block_size': 128, 'sparse_num_random_blocks': 31, 'sparse_mask_pool_size': 10000, 'sparse_val_dense_compare': False, 'sparse_layer_indices': [3, 5, 7, 9, 11, 13, 15, 17, 19, 21, 23], 'sparse_mask_cache_dir': '/mloscratch/homes/navasard/sparse/mask_cache_8k_mixed', 'sparse_mask_seed': 0, 'sparse_mixed_nrb_set': [63, 47, 31, 21, 11], 'dense_mode': False, 'dense_step_intervals': None, '_wandb': {}}
+2026-08-25 20:52:15,954 INFO    MainThread:210 [wandb_init.py:init():898] starting backend
+2026-08-25 20:52:17,208 INFO    MainThread:210 [wandb_init.py:init():913] sending inform_init request
+2026-08-25 20:52:17,825 INFO    MainThread:210 [wandb_init.py:init():918] backend started and connected
+2026-08-25 20:52:17,828 INFO    MainThread:210 [wandb_init.py:init():988] updated telemetry
+2026-08-25 20:52:17,863 INFO    MainThread:210 [wandb_init.py:init():1011] communicating run to backend with 90.0 second timeout
+2026-08-25 20:52:18,568 INFO    MainThread:210 [wandb_init.py:init():1056] starting run threads in backend
+2026-08-25 20:52:18,924 INFO    MainThread:210 [wandb_run.py:_console_start():2554] atexit reg
+2026-08-25 20:52:18,925 INFO    MainThread:210 [wandb_run.py:_redirect():2403] redirect: wrap_raw
+2026-08-25 20:52:18,925 INFO    MainThread:210 [wandb_run.py:_redirect():2472] Wrapping output streams.
+2026-08-25 20:52:18,925 INFO    MainThread:210 [wandb_run.py:_redirect():2495] Redirects installed.
+2026-08-25 20:52:18,939 INFO    MainThread:210 [wandb_init.py:init():1094] run started, returning control to user process
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_205215-yl9g6w7y/run-yl9g6w7y.wandb b/epfl_final/SparseAtt/wandb/run-20260825_205215-yl9g6w7y/run-yl9g6w7y.wandb
new file mode 100644
index 0000000000000000000000000000000000000000..5b60fcdadccd67115250db71492021ef8288327d
Binary files /dev/null and b/epfl_final/SparseAtt/wandb/run-20260825_205215-yl9g6w7y/run-yl9g6w7y.wandb differ
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_211848-rgmkfpnl/files/output.log b/epfl_final/SparseAtt/wandb/run-20260825_211848-rgmkfpnl/files/output.log
new file mode 100644
index 0000000000000000000000000000000000000000..70e3ed7ef5763e10bd026e90e7b83a9fec40019a
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_211848-rgmkfpnl/files/output.log
@@ -0,0 +1,411 @@
+Starting training...
+Validation at step 24750: Loss = 2.5786, Perplexity = 13.18
+wandb: WARNING Tried to log to step 24750 that is less than the current step 24961. 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 24751: dense (dense step interval)
+Step 24760/50462 | Loss: 2.5698 | LR: 2.63e-04 | 87198.7ms/step | 0.7 samples/s
+wandb: WARNING Tried to log to step 24760 that is less than the current step 24961. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 24770/50462 | Loss: 2.5647 | LR: 2.63e-04 | 5198.7ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 24770 that is less than the current step 24961. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 24780/50462 | Loss: 2.5581 | LR: 2.63e-04 | 5228.5ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 24780 that is less than the current step 24961. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 24790/50462 | Loss: 2.5728 | LR: 2.63e-04 | 5231.6ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 24790 that is less than the current step 24961. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 24800/50462 | Loss: 2.5682 | LR: 2.63e-04 | 5232.8ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 24800 that is less than the current step 24961. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 24810/50462 | Loss: 2.5696 | LR: 2.63e-04 | 5221.4ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 24810 that is less than the current step 24961. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 24820/50462 | Loss: 2.5859 | LR: 2.62e-04 | 5229.9ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 24820 that is less than the current step 24961. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 24830/50462 | Loss: 2.5520 | LR: 2.62e-04 | 5231.1ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 24830 that is less than the current step 24961. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 24840/50462 | Loss: 2.5834 | LR: 2.62e-04 | 5238.5ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 24840 that is less than the current step 24961. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 24850/50462 | Loss: 2.5677 | LR: 2.62e-04 | 5241.1ms/step | 11.4 samples/s
+wandb: WARNING Tried to log to step 24850 that is less than the current step 24961. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 24860/50462 | Loss: 2.5612 | LR: 2.62e-04 | 5238.2ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 24860 that is less than the current step 24961. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 24870/50462 | Loss: 2.5683 | LR: 2.62e-04 | 5237.2ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 24870 that is less than the current step 24961. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 24880/50462 | Loss: 2.5503 | LR: 2.61e-04 | 5240.6ms/step | 11.4 samples/s
+wandb: WARNING Tried to log to step 24880 that is less than the current step 24961. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 24890/50462 | Loss: 2.5759 | LR: 2.61e-04 | 5241.1ms/step | 11.4 samples/s
+wandb: WARNING Tried to log to step 24890 that is less than the current step 24961. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 24900/50462 | Loss: 2.5666 | LR: 2.61e-04 | 5249.8ms/step | 11.4 samples/s
+wandb: WARNING Tried to log to step 24900 that is less than the current step 24961. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 24910/50462 | Loss: 2.5689 | LR: 2.61e-04 | 5248.8ms/step | 11.4 samples/s
+wandb: WARNING Tried to log to step 24910 that is less than the current step 24961. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 24920/50462 | Loss: 2.5462 | LR: 2.61e-04 | 5246.7ms/step | 11.4 samples/s
+wandb: WARNING Tried to log to step 24920 that is less than the current step 24961. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 24930/50462 | Loss: 2.6253 | LR: 2.61e-04 | 5231.7ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 24930 that is less than the current step 24961. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 24940/50462 | Loss: 2.5710 | LR: 2.61e-04 | 5235.6ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 24940 that is less than the current step 24961. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 24950/50462 | Loss: 2.5711 | LR: 2.60e-04 | 5234.9ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 24950 that is less than the current step 24961. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 24960/50462 | Loss: 2.5634 | LR: 2.60e-04 | 5237.7ms/step | 11.5 samples/s
+wandb: WARNING Tried to log to step 24960 that is less than the current step 24961. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 24970/50462 | Loss: 2.5673 | LR: 2.60e-04 | 5239.5ms/step | 11.5 samples/s
+Step 24980/50462 | Loss: 2.5675 | LR: 2.60e-04 | 5238.8ms/step | 11.5 samples/s
+Step 24990/50462 | Loss: 2.5440 | LR: 2.60e-04 | 5241.4ms/step | 11.4 samples/s
+Step 25000/50462 | Loss: 2.5817 | LR: 2.60e-04 | 5233.2ms/step | 11.5 samples/s
+Validation at step 25000: Loss = 2.5765, Perplexity = 13.15
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-25000
+Step 25010/50462 | Loss: 2.5603 | LR: 2.59e-04 | 10089.0ms/step | 5.9 samples/s
+Step 25020/50462 | Loss: 2.5626 | LR: 2.59e-04 | 5218.1ms/step | 11.5 samples/s
+Step 25030/50462 | Loss: 2.5706 | LR: 2.59e-04 | 5244.3ms/step | 11.4 samples/s
+Step 25040/50462 | Loss: 2.5667 | LR: 2.59e-04 | 5247.5ms/step | 11.4 samples/s
+Step 25050/50462 | Loss: 2.5594 | LR: 2.59e-04 | 5244.5ms/step | 11.4 samples/s
+Step 25060/50462 | Loss: 2.5511 | LR: 2.59e-04 | 5237.7ms/step | 11.5 samples/s
+Step 25070/50462 | Loss: 2.5564 | LR: 2.58e-04 | 5244.6ms/step | 11.4 samples/s
+Step 25080/50462 | Loss: 2.5498 | LR: 2.58e-04 | 5249.2ms/step | 11.4 samples/s
+Step 25090/50462 | Loss: 2.5951 | LR: 2.58e-04 | 5255.7ms/step | 11.4 samples/s
+Step 25100/50462 | Loss: 2.5621 | LR: 2.58e-04 | 5250.3ms/step | 11.4 samples/s
+Step 25110/50462 | Loss: 2.5585 | LR: 2.58e-04 | 5249.9ms/step | 11.4 samples/s
+Step 25120/50462 | Loss: 2.5777 | LR: 2.58e-04 | 5247.0ms/step | 11.4 samples/s
+Step 25130/50462 | Loss: 2.5772 | LR: 2.58e-04 | 5257.5ms/step | 11.4 samples/s
+Step 25140/50462 | Loss: 2.5667 | LR: 2.57e-04 | 5246.1ms/step | 11.4 samples/s
+Step 25150/50462 | Loss: 2.5317 | LR: 2.57e-04 | 5244.1ms/step | 11.4 samples/s
+Step 25160/50462 | Loss: 2.5566 | LR: 2.57e-04 | 5246.8ms/step | 11.4 samples/s
+Step 25170/50462 | Loss: 2.5529 | LR: 2.57e-04 | 5245.9ms/step | 11.4 samples/s
+Step 25180/50462 | Loss: 2.5437 | LR: 2.57e-04 | 5246.1ms/step | 11.4 samples/s
+Step 25190/50462 | Loss: 2.5755 | LR: 2.57e-04 | 5234.8ms/step | 11.5 samples/s
+Step 25200/50462 | Loss: 2.5538 | LR: 2.56e-04 | 5247.4ms/step | 11.4 samples/s
+Step 25210/50462 | Loss: 2.5657 | LR: 2.56e-04 | 5243.8ms/step | 11.4 samples/s
+Step 25220/50462 | Loss: 2.5711 | LR: 2.56e-04 | 5250.9ms/step | 11.4 samples/s
+Step 25230/50462 | Loss: 2.5683 | LR: 2.56e-04 | 5243.1ms/step | 11.4 samples/s
+Step 25240/50462 | Loss: 2.5718 | LR: 2.56e-04 | 5234.8ms/step | 11.5 samples/s
+Step 25250/50462 | Loss: 2.5813 | LR: 2.56e-04 | 5232.1ms/step | 11.5 samples/s
+Validation at step 25250: Loss = 2.5751, Perplexity = 13.13
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-25250
+Step 25260/50462 | Loss: 2.5679 | LR: 2.55e-04 | 10147.5ms/step | 5.9 samples/s
+Step 25270/50462 | Loss: 2.5392 | LR: 2.55e-04 | 5239.2ms/step | 11.5 samples/s
+Step 25280/50462 | Loss: 2.5464 | LR: 2.55e-04 | 5243.3ms/step | 11.4 samples/s
+Step 25290/50462 | Loss: 2.5557 | LR: 2.55e-04 | 5243.5ms/step | 11.4 samples/s
+Step 25300/50462 | Loss: 2.5736 | LR: 2.55e-04 | 5244.2ms/step | 11.4 samples/s
+Step 25310/50462 | Loss: 2.5468 | LR: 2.55e-04 | 5247.4ms/step | 11.4 samples/s
+Step 25320/50462 | Loss: 2.5674 | LR: 2.55e-04 | 5245.6ms/step | 11.4 samples/s
+Step 25330/50462 | Loss: 2.5654 | LR: 2.54e-04 | 5252.3ms/step | 11.4 samples/s
+Step 25340/50462 | Loss: 2.5937 | LR: 2.54e-04 | 5256.6ms/step | 11.4 samples/s
+Step 25350/50462 | Loss: 2.5529 | LR: 2.54e-04 | 5253.9ms/step | 11.4 samples/s
+Step 25360/50462 | Loss: 2.5608 | LR: 2.54e-04 | 5250.4ms/step | 11.4 samples/s
+Step 25370/50462 | Loss: 2.5447 | LR: 2.54e-04 | 5239.9ms/step | 11.5 samples/s
+Step 25380/50462 | Loss: 2.5710 | LR: 2.54e-04 | 5246.5ms/step | 11.4 samples/s
+Step 25390/50462 | Loss: 2.5595 | LR: 2.53e-04 | 5241.8ms/step | 11.4 samples/s
+Step 25400/50462 | Loss: 2.5480 | LR: 2.53e-04 | 5246.2ms/step | 11.4 samples/s
+Step 25410/50462 | Loss: 2.5704 | LR: 2.53e-04 | 5251.6ms/step | 11.4 samples/s
+Step 25420/50462 | Loss: 2.5576 | LR: 2.53e-04 | 5240.9ms/step | 11.4 samples/s
+Step 25430/50462 | Loss: 2.5458 | LR: 2.53e-04 | 5208.2ms/step | 11.5 samples/s
+Step 25440/50462 | Loss: 2.5514 | LR: 2.53e-04 | 5242.1ms/step | 11.4 samples/s
+Step 25450/50462 | Loss: 2.5468 | LR: 2.52e-04 | 5231.2ms/step | 11.5 samples/s
+Step 25460/50462 | Loss: 2.5491 | LR: 2.52e-04 | 5253.1ms/step | 11.4 samples/s
+Step 25470/50462 | Loss: 2.5684 | LR: 2.52e-04 | 5248.1ms/step | 11.4 samples/s
+Step 25480/50462 | Loss: 2.5679 | LR: 2.52e-04 | 5240.8ms/step | 11.4 samples/s
+Step 25490/50462 | Loss: 2.5754 | LR: 2.52e-04 | 5265.9ms/step | 11.4 samples/s
+Step 25500/50462 | Loss: 2.5480 | LR: 2.52e-04 | 5263.0ms/step | 11.4 samples/s
+Validation at step 25500: Loss = 2.5727, Perplexity = 13.10
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-25500
+Step 25510/50462 | Loss: 2.5342 | LR: 2.52e-04 | 10137.5ms/step | 5.9 samples/s
+Step 25520/50462 | Loss: 2.5660 | LR: 2.51e-04 | 5234.5ms/step | 11.5 samples/s
+Step 25530/50462 | Loss: 2.5908 | LR: 2.51e-04 | 5258.6ms/step | 11.4 samples/s
+Step 25540/50462 | Loss: 2.5507 | LR: 2.51e-04 | 5267.2ms/step | 11.4 samples/s
+Step 25550/50462 | Loss: 2.5496 | LR: 2.51e-04 | 5260.8ms/step | 11.4 samples/s
+Step 25560/50462 | Loss: 2.5512 | LR: 2.51e-04 | 5254.4ms/step | 11.4 samples/s
+Step 25570/50462 | Loss: 2.5648 | LR: 2.51e-04 | 5257.1ms/step | 11.4 samples/s
+Step 25580/50462 | Loss: 2.5713 | LR: 2.50e-04 | 5262.1ms/step | 11.4 samples/s
+Step 25590/50462 | Loss: 2.5526 | LR: 2.50e-04 | 5265.7ms/step | 11.4 samples/s
+Step 25600/50462 | Loss: 2.5434 | LR: 2.50e-04 | 5263.9ms/step | 11.4 samples/s
+Step 25610/50462 | Loss: 2.5641 | LR: 2.50e-04 | 5265.4ms/step | 11.4 samples/s
+Step 25620/50462 | Loss: 2.5592 | LR: 2.50e-04 | 5266.6ms/step | 11.4 samples/s
+Step 25630/50462 | Loss: 2.5550 | LR: 2.50e-04 | 5265.8ms/step | 11.4 samples/s
+Step 25640/50462 | Loss: 2.5517 | LR: 2.49e-04 | 5263.8ms/step | 11.4 samples/s
+Step 25650/50462 | Loss: 2.5657 | LR: 2.49e-04 | 5254.7ms/step | 11.4 samples/s
+Step 25660/50462 | Loss: 2.5508 | LR: 2.49e-04 | 5259.5ms/step | 11.4 samples/s
+Step 25670/50462 | Loss: 2.5697 | LR: 2.49e-04 | 5265.9ms/step | 11.4 samples/s
+Step 25680/50462 | Loss: 2.5912 | LR: 2.49e-04 | 5253.0ms/step | 11.4 samples/s
+Step 25690/50462 | Loss: 2.5754 | LR: 2.49e-04 | 5255.5ms/step | 11.4 samples/s
+Step 25700/50462 | Loss: 2.5734 | LR: 2.49e-04 | 5258.6ms/step | 11.4 samples/s
+Step 25710/50462 | Loss: 2.5733 | LR: 2.48e-04 | 5264.6ms/step | 11.4 samples/s
+Step 25720/50462 | Loss: 2.5567 | LR: 2.48e-04 | 5264.9ms/step | 11.4 samples/s
+Step 25730/50462 | Loss: 2.5616 | LR: 2.48e-04 | 5265.2ms/step | 11.4 samples/s
+Step 25740/50462 | Loss: 2.5615 | LR: 2.48e-04 | 5261.5ms/step | 11.4 samples/s
+Step 25750/50462 | Loss: 2.5651 | LR: 2.48e-04 | 5260.4ms/step | 11.4 samples/s
+Validation at step 25750: Loss = 2.5703, Perplexity = 13.07
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-25750
+Step 25760/50462 | Loss: 2.5394 | LR: 2.48e-04 | 10137.3ms/step | 5.9 samples/s
+Step 25770/50462 | Loss: 2.5517 | LR: 2.47e-04 | 5241.8ms/step | 11.4 samples/s
+Step 25780/50462 | Loss: 2.5598 | LR: 2.47e-04 | 5251.3ms/step | 11.4 samples/s
+Step 25790/50462 | Loss: 2.5514 | LR: 2.47e-04 | 5260.9ms/step | 11.4 samples/s
+Step 25800/50462 | Loss: 2.5604 | LR: 2.47e-04 | 5254.6ms/step | 11.4 samples/s
+Step 25810/50462 | Loss: 2.5578 | LR: 2.47e-04 | 5257.5ms/step | 11.4 samples/s
+Step 25820/50462 | Loss: 2.5348 | LR: 2.47e-04 | 5254.5ms/step | 11.4 samples/s
+Step 25830/50462 | Loss: 2.5306 | LR: 2.46e-04 | 5251.0ms/step | 11.4 samples/s
+Step 25840/50462 | Loss: 2.5602 | LR: 2.46e-04 | 5255.2ms/step | 11.4 samples/s
+Step 25850/50462 | Loss: 2.5506 | LR: 2.46e-04 | 5254.0ms/step | 11.4 samples/s
+Step 25860/50462 | Loss: 2.5401 | LR: 2.46e-04 | 5257.0ms/step | 11.4 samples/s
+Step 25870/50462 | Loss: 2.5615 | LR: 2.46e-04 | 5256.1ms/step | 11.4 samples/s
+Step 25880/50462 | Loss: 2.5588 | LR: 2.46e-04 | 5258.7ms/step | 11.4 samples/s
+Step 25890/50462 | Loss: 2.5490 | LR: 2.46e-04 | 5258.8ms/step | 11.4 samples/s
+Step 25900/50462 | Loss: 2.5480 | LR: 2.45e-04 | 5253.7ms/step | 11.4 samples/s
+Step 25910/50462 | Loss: 2.5357 | LR: 2.45e-04 | 5247.1ms/step | 11.4 samples/s
+Step 25920/50462 | Loss: 2.5553 | LR: 2.45e-04 | 5242.5ms/step | 11.4 samples/s
+Step 25930/50462 | Loss: 2.5529 | LR: 2.45e-04 | 5248.5ms/step | 11.4 samples/s
+Step 25940/50462 | Loss: 2.5688 | LR: 2.45e-04 | 5249.5ms/step | 11.4 samples/s
+Step 25950/50462 | Loss: 2.5556 | LR: 2.45e-04 | 5244.2ms/step | 11.4 samples/s
+Step 25960/50462 | Loss: 2.5499 | LR: 2.44e-04 | 5233.5ms/step | 11.5 samples/s
+Step 25970/50462 | Loss: 2.5684 | LR: 2.44e-04 | 5250.4ms/step | 11.4 samples/s
+Step 25980/50462 | Loss: 2.5751 | LR: 2.44e-04 | 5251.2ms/step | 11.4 samples/s
+Step 25990/50462 | Loss: 2.5509 | LR: 2.44e-04 | 5250.8ms/step | 11.4 samples/s
+Step 26000/50462 | Loss: 2.5291 | LR: 2.44e-04 | 5248.0ms/step | 11.4 samples/s
+Validation at step 26000: Loss = 2.5678, Perplexity = 13.04
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-26000
+Step 26010/50462 | Loss: 2.5436 | LR: 2.44e-04 | 10121.8ms/step | 5.9 samples/s
+Step 26020/50462 | Loss: 2.5766 | LR: 2.43e-04 | 5244.5ms/step | 11.4 samples/s
+Step 26030/50462 | Loss: 2.5447 | LR: 2.43e-04 | 5254.1ms/step | 11.4 samples/s
+Step 26040/50462 | Loss: 2.5890 | LR: 2.43e-04 | 5246.0ms/step | 11.4 samples/s
+Step 26050/50462 | Loss: 2.5612 | LR: 2.43e-04 | 5246.9ms/step | 11.4 samples/s
+Step 26060/50462 | Loss: 2.5462 | LR: 2.43e-04 | 5257.8ms/step | 11.4 samples/s
+Step 26070/50462 | Loss: 2.5728 | LR: 2.43e-04 | 5263.5ms/step | 11.4 samples/s
+Step 26080/50462 | Loss: 2.5466 | LR: 2.43e-04 | 5256.6ms/step | 11.4 samples/s
+Step 26090/50462 | Loss: 2.5420 | LR: 2.42e-04 | 5241.6ms/step | 11.4 samples/s
+Step 26100/50462 | Loss: 2.5545 | LR: 2.42e-04 | 5251.8ms/step | 11.4 samples/s
+Step 26110/50462 | Loss: 2.5604 | LR: 2.42e-04 | 5261.0ms/step | 11.4 samples/s
+Step 26120/50462 | Loss: 2.5527 | LR: 2.42e-04 | 5256.8ms/step | 11.4 samples/s
+Step 26130/50462 | Loss: 2.5625 | LR: 2.42e-04 | 5256.6ms/step | 11.4 samples/s
+Step 26140/50462 | Loss: 2.5650 | LR: 2.42e-04 | 5230.9ms/step | 11.5 samples/s
+Step 26150/50462 | Loss: 2.5512 | LR: 2.41e-04 | 5247.7ms/step | 11.4 samples/s
+Step 26160/50462 | Loss: 2.5464 | LR: 2.41e-04 | 5254.0ms/step | 11.4 samples/s
+Step 26170/50462 | Loss: 2.5605 | LR: 2.41e-04 | 5261.0ms/step | 11.4 samples/s
+Step 26180/50462 | Loss: 2.5583 | LR: 2.41e-04 | 5256.0ms/step | 11.4 samples/s
+Step 26190/50462 | Loss: 2.5554 | LR: 2.41e-04 | 5247.0ms/step | 11.4 samples/s
+Step 26200/50462 | Loss: 2.5303 | LR: 2.41e-04 | 5259.7ms/step | 11.4 samples/s
+Step 26210/50462 | Loss: 2.5637 | LR: 2.40e-04 | 5262.3ms/step | 11.4 samples/s
+Step 26220/50462 | Loss: 2.5616 | LR: 2.40e-04 | 5260.7ms/step | 11.4 samples/s
+Step 26230/50462 | Loss: 2.5193 | LR: 2.40e-04 | 5259.6ms/step | 11.4 samples/s
+Step 26240/50462 | Loss: 2.5459 | LR: 2.40e-04 | 5264.1ms/step | 11.4 samples/s
+Step 26250/50462 | Loss: 2.5540 | LR: 2.40e-04 | 5264.1ms/step | 11.4 samples/s
+Validation at step 26250: Loss = 2.5660, Perplexity = 13.01
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-26250
+Step 26260/50462 | Loss: 2.5554 | LR: 2.40e-04 | 10141.9ms/step | 5.9 samples/s
+Step 26270/50462 | Loss: 2.5579 | LR: 2.40e-04 | 5241.4ms/step | 11.4 samples/s
+Step 26280/50462 | Loss: 2.5722 | LR: 2.39e-04 | 5257.5ms/step | 11.4 samples/s
+Step 26290/50462 | Loss: 2.5593 | LR: 2.39e-04 | 5255.5ms/step | 11.4 samples/s
+Step 26300/50462 | Loss: 2.5582 | LR: 2.39e-04 | 5256.9ms/step | 11.4 samples/s
+Step 26310/50462 | Loss: 2.5663 | LR: 2.39e-04 | 5257.0ms/step | 11.4 samples/s
+Step 26320/50462 | Loss: 2.5650 | LR: 2.39e-04 | 5252.8ms/step | 11.4 samples/s
+Step 26330/50462 | Loss: 2.5675 | LR: 2.39e-04 | 5255.6ms/step | 11.4 samples/s
+Step 26340/50462 | Loss: 2.5409 | LR: 2.38e-04 | 5259.3ms/step | 11.4 samples/s
+Step 26350/50462 | Loss: 2.5726 | LR: 2.38e-04 | 5252.9ms/step | 11.4 samples/s
+Step 26360/50462 | Loss: 2.5599 | LR: 2.38e-04 | 5249.4ms/step | 11.4 samples/s
+Step 26370/50462 | Loss: 2.5465 | LR: 2.38e-04 | 5250.0ms/step | 11.4 samples/s
+Step 26380/50462 | Loss: 2.5752 | LR: 2.38e-04 | 5250.2ms/step | 11.4 samples/s
+Step 26390/50462 | Loss: 2.5342 | LR: 2.38e-04 | 5254.0ms/step | 11.4 samples/s
+Step 26400/50462 | Loss: 2.5464 | LR: 2.37e-04 | 5256.8ms/step | 11.4 samples/s
+Step 26410/50462 | Loss: 2.5385 | LR: 2.37e-04 | 5255.8ms/step | 11.4 samples/s
+Step 26420/50462 | Loss: 2.5684 | LR: 2.37e-04 | 5254.2ms/step | 11.4 samples/s
+Step 26430/50462 | Loss: 2.5531 | LR: 2.37e-04 | 5253.1ms/step | 11.4 samples/s
+Step 26440/50462 | Loss: 2.5595 | LR: 2.37e-04 | 5258.2ms/step | 11.4 samples/s
+Step 26450/50462 | Loss: 2.5574 | LR: 2.37e-04 | 5261.5ms/step | 11.4 samples/s
+Step 26460/50462 | Loss: 2.5660 | LR: 2.37e-04 | 5254.0ms/step | 11.4 samples/s
+Step 26470/50462 | Loss: 2.5401 | LR: 2.36e-04 | 5254.0ms/step | 11.4 samples/s
+Step 26480/50462 | Loss: 2.5565 | LR: 2.36e-04 | 5255.8ms/step | 11.4 samples/s
+Step 26490/50462 | Loss: 2.5629 | LR: 2.36e-04 | 5256.4ms/step | 11.4 samples/s
+Step 26500/50462 | Loss: 2.5464 | LR: 2.36e-04 | 5255.8ms/step | 11.4 samples/s
+Validation at step 26500: Loss = 2.5639, Perplexity = 12.99
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-26500
+Step 26510/50462 | Loss: 2.5298 | LR: 2.36e-04 | 10103.5ms/step | 5.9 samples/s
+Step 26520/50462 | Loss: 2.5407 | LR: 2.36e-04 | 5254.4ms/step | 11.4 samples/s
+Step 26530/50462 | Loss: 2.5572 | LR: 2.35e-04 | 5256.7ms/step | 11.4 samples/s
+Step 26540/50462 | Loss: 2.5473 | LR: 2.35e-04 | 5257.1ms/step | 11.4 samples/s
+Step 26550/50462 | Loss: 2.5329 | LR: 2.35e-04 | 5257.2ms/step | 11.4 samples/s
+Step 26560/50462 | Loss: 2.5507 | LR: 2.35e-04 | 5255.8ms/step | 11.4 samples/s
+Step 26570/50462 | Loss: 2.5298 | LR: 2.35e-04 | 5257.6ms/step | 11.4 samples/s
+Step 26580/50462 | Loss: 2.5342 | LR: 2.35e-04 | 5262.0ms/step | 11.4 samples/s
+Step 26590/50462 | Loss: 2.5534 | LR: 2.34e-04 | 5253.6ms/step | 11.4 samples/s
+Step 26600/50462 | Loss: 2.5821 | LR: 2.34e-04 | 5253.5ms/step | 11.4 samples/s
+Step 26610/50462 | Loss: 2.5572 | LR: 2.34e-04 | 5259.7ms/step | 11.4 samples/s
+Step 26620/50462 | Loss: 2.5449 | LR: 2.34e-04 | 5260.9ms/step | 11.4 samples/s
+Step 26630/50462 | Loss: 2.5508 | LR: 2.34e-04 | 5267.9ms/step | 11.4 samples/s
+Step 26640/50462 | Loss: 2.5472 | LR: 2.34e-04 | 5262.1ms/step | 11.4 samples/s
+Step 26650/50462 | Loss: 2.5687 | LR: 2.34e-04 | 5260.7ms/step | 11.4 samples/s
+Step 26660/50462 | Loss: 2.5616 | LR: 2.33e-04 | 5256.5ms/step | 11.4 samples/s
+Step 26670/50462 | Loss: 2.5563 | LR: 2.33e-04 | 5253.1ms/step | 11.4 samples/s
+Step 26680/50462 | Loss: 2.5221 | LR: 2.33e-04 | 5256.9ms/step | 11.4 samples/s
+Step 26690/50462 | Loss: 2.5739 | LR: 2.33e-04 | 5262.1ms/step | 11.4 samples/s
+Step 26700/50462 | Loss: 2.5242 | LR: 2.33e-04 | 5253.5ms/step | 11.4 samples/s
+Step 26710/50462 | Loss: 2.5569 | LR: 2.33e-04 | 5252.4ms/step | 11.4 samples/s
+Step 26720/50462 | Loss: 2.5416 | LR: 2.32e-04 | 5258.6ms/step | 11.4 samples/s
+Step 26730/50462 | Loss: 2.5616 | LR: 2.32e-04 | 5256.1ms/step | 11.4 samples/s
+Step 26740/50462 | Loss: 2.5649 | LR: 2.32e-04 | 5258.7ms/step | 11.4 samples/s
+Step 26750/50462 | Loss: 2.5317 | LR: 2.32e-04 | 5258.8ms/step | 11.4 samples/s
+Validation at step 26750: Loss = 2.5616, Perplexity = 12.96
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-26750
+Step 26760/50462 | Loss: 2.5485 | LR: 2.32e-04 | 10159.3ms/step | 5.9 samples/s
+Step 26770/50462 | Loss: 2.5715 | LR: 2.32e-04 | 5235.1ms/step | 11.5 samples/s
+Step 26780/50462 | Loss: 2.5430 | LR: 2.31e-04 | 5246.7ms/step | 11.4 samples/s
+Step 26790/50462 | Loss: 2.5436 | LR: 2.31e-04 | 5251.0ms/step | 11.4 samples/s
+Step 26800/50462 | Loss: 2.5563 | LR: 2.31e-04 | 5254.5ms/step | 11.4 samples/s
+Step 26810/50462 | Loss: 2.5560 | LR: 2.31e-04 | 5257.8ms/step | 11.4 samples/s
+Step 26820/50462 | Loss: 2.5127 | LR: 2.31e-04 | 5255.4ms/step | 11.4 samples/s
+Step 26830/50462 | Loss: 2.5543 | LR: 2.31e-04 | 5262.1ms/step | 11.4 samples/s
+Step 26840/50462 | Loss: 2.5544 | LR: 2.31e-04 | 5259.2ms/step | 11.4 samples/s
+Step 26850/50462 | Loss: 2.5588 | LR: 2.30e-04 | 5254.3ms/step | 11.4 samples/s
+Step 26860/50462 | Loss: 2.5412 | LR: 2.30e-04 | 5260.6ms/step | 11.4 samples/s
+Step 26870/50462 | Loss: 2.5278 | LR: 2.30e-04 | 5260.5ms/step | 11.4 samples/s
+Step 26880/50462 | Loss: 2.5520 | LR: 2.30e-04 | 5257.7ms/step | 11.4 samples/s
+Step 26890/50462 | Loss: 2.5566 | LR: 2.30e-04 | 5252.0ms/step | 11.4 samples/s
+Step 26900/50462 | Loss: 2.5488 | LR: 2.30e-04 | 5258.7ms/step | 11.4 samples/s
+Step 26910/50462 | Loss: 2.5826 | LR: 2.29e-04 | 5261.6ms/step | 11.4 samples/s
+Step 26920/50462 | Loss: 2.5512 | LR: 2.29e-04 | 5260.7ms/step | 11.4 samples/s
+Step 26930/50462 | Loss: 2.5493 | LR: 2.29e-04 | 5261.4ms/step | 11.4 samples/s
+Step 26940/50462 | Loss: 2.5482 | LR: 2.29e-04 | 5258.7ms/step | 11.4 samples/s
+Step 26950/50462 | Loss: 2.5398 | LR: 2.29e-04 | 5263.7ms/step | 11.4 samples/s
+Step 26960/50462 | Loss: 2.5737 | LR: 2.29e-04 | 5257.9ms/step | 11.4 samples/s
+Step 26970/50462 | Loss: 2.5404 | LR: 2.28e-04 | 5264.3ms/step | 11.4 samples/s
+Step 26980/50462 | Loss: 2.5507 | LR: 2.28e-04 | 5263.3ms/step | 11.4 samples/s
+Step 26990/50462 | Loss: 2.5544 | LR: 2.28e-04 | 5256.3ms/step | 11.4 samples/s
+Step 27000/50462 | Loss: 2.5469 | LR: 2.28e-04 | 5257.0ms/step | 11.4 samples/s
+Validation at step 27000: Loss = 2.5602, Perplexity = 12.94
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-27000
+Step 27010/50462 | Loss: 2.5522 | LR: 2.28e-04 | 10135.3ms/step | 5.9 samples/s
+Step 27020/50462 | Loss: 2.5338 | LR: 2.28e-04 | 5251.6ms/step | 11.4 samples/s
+Step 27030/50462 | Loss: 2.5631 | LR: 2.28e-04 | 5256.1ms/step | 11.4 samples/s
+Step 27040/50462 | Loss: 2.5417 | LR: 2.27e-04 | 5264.8ms/step | 11.4 samples/s
+Step 27050/50462 | Loss: 2.5429 | LR: 2.27e-04 | 5263.9ms/step | 11.4 samples/s
+Step 27060/50462 | Loss: 2.5310 | LR: 2.27e-04 | 5259.9ms/step | 11.4 samples/s
+Step 27070/50462 | Loss: 2.5241 | LR: 2.27e-04 | 5250.3ms/step | 11.4 samples/s
+Step 27080/50462 | Loss: 2.5489 | LR: 2.27e-04 | 5259.6ms/step | 11.4 samples/s
+Step 27090/50462 | Loss: 2.5665 | LR: 2.27e-04 | 5259.3ms/step | 11.4 samples/s
+Step 27100/50462 | Loss: 2.5524 | LR: 2.26e-04 | 5261.7ms/step | 11.4 samples/s
+Step 27110/50462 | Loss: 2.5511 | LR: 2.26e-04 | 5258.3ms/step | 11.4 samples/s
+Step 27120/50462 | Loss: 2.5439 | LR: 2.26e-04 | 5262.8ms/step | 11.4 samples/s
+Step 27130/50462 | Loss: 2.5308 | LR: 2.26e-04 | 5257.1ms/step | 11.4 samples/s
+Step 27140/50462 | Loss: 2.5517 | LR: 2.26e-04 | 5251.9ms/step | 11.4 samples/s
+Step 27150/50462 | Loss: 2.5360 | LR: 2.26e-04 | 5256.2ms/step | 11.4 samples/s
+Step 27160/50462 | Loss: 2.5471 | LR: 2.25e-04 | 5258.7ms/step | 11.4 samples/s
+Step 27170/50462 | Loss: 2.5520 | LR: 2.25e-04 | 5258.6ms/step | 11.4 samples/s
+Step 27180/50462 | Loss: 2.5487 | LR: 2.25e-04 | 5255.7ms/step | 11.4 samples/s
+Step 27190/50462 | Loss: 2.5513 | LR: 2.25e-04 | 5259.4ms/step | 11.4 samples/s
+Step 27200/50462 | Loss: 2.5424 | LR: 2.25e-04 | 5262.5ms/step | 11.4 samples/s
+Step 27210/50462 | Loss: 2.5416 | LR: 2.25e-04 | 5260.5ms/step | 11.4 samples/s
+Step 27220/50462 | Loss: 2.5302 | LR: 2.25e-04 | 5260.9ms/step | 11.4 samples/s
+Step 27230/50462 | Loss: 2.5520 | LR: 2.24e-04 | 5261.9ms/step | 11.4 samples/s
+Step 27240/50462 | Loss: 2.5634 | LR: 2.24e-04 | 5254.5ms/step | 11.4 samples/s
+Step 27250/50462 | Loss: 2.5306 | LR: 2.24e-04 | 5257.4ms/step | 11.4 samples/s
+Validation at step 27250: Loss = 2.5583, Perplexity = 12.91
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-27250
+Step 27260/50462 | Loss: 2.5551 | LR: 2.24e-04 | 10187.5ms/step | 5.9 samples/s
+Step 27270/50462 | Loss: 2.5729 | LR: 2.24e-04 | 5256.5ms/step | 11.4 samples/s
+Step 27280/50462 | Loss: 2.5839 | LR: 2.24e-04 | 5263.4ms/step | 11.4 samples/s
+Step 27290/50462 | Loss: 2.5326 | LR: 2.23e-04 | 5264.9ms/step | 11.4 samples/s
+Step 27300/50462 | Loss: 2.5496 | LR: 2.23e-04 | 5266.5ms/step | 11.4 samples/s
+Step 27310/50462 | Loss: 2.5701 | LR: 2.23e-04 | 5266.9ms/step | 11.4 samples/s
+Step 27320/50462 | Loss: 2.5553 | LR: 2.23e-04 | 5264.2ms/step | 11.4 samples/s
+Step 27330/50462 | Loss: 2.5670 | LR: 2.23e-04 | 5259.7ms/step | 11.4 samples/s
+Step 27340/50462 | Loss: 2.5194 | LR: 2.23e-04 | 5267.5ms/step | 11.4 samples/s
+Step 27350/50462 | Loss: 2.5437 | LR: 2.23e-04 | 5263.0ms/step | 11.4 samples/s
+Step 27360/50462 | Loss: 2.5266 | LR: 2.22e-04 | 5265.7ms/step | 11.4 samples/s
+Step 27370/50462 | Loss: 2.5356 | LR: 2.22e-04 | 5262.9ms/step | 11.4 samples/s
+Step 27380/50462 | Loss: 2.5331 | LR: 2.22e-04 | 5265.5ms/step | 11.4 samples/s
+Step 27390/50462 | Loss: 2.5479 | LR: 2.22e-04 | 5264.2ms/step | 11.4 samples/s
+Step 27400/50462 | Loss: 2.5478 | LR: 2.22e-04 | 5266.9ms/step | 11.4 samples/s
+Step 27410/50462 | Loss: 2.5555 | LR: 2.22e-04 | 5267.3ms/step | 11.4 samples/s
+Step 27420/50462 | Loss: 2.5394 | LR: 2.21e-04 | 5263.9ms/step | 11.4 samples/s
+Step 27430/50462 | Loss: 2.5522 | LR: 2.21e-04 | 5268.5ms/step | 11.4 samples/s
+Step 27440/50462 | Loss: 2.5588 | LR: 2.21e-04 | 5269.8ms/step | 11.4 samples/s
+Step 27450/50462 | Loss: 2.5416 | LR: 2.21e-04 | 5271.3ms/step | 11.4 samples/s
+Step 27460/50462 | Loss: 2.5404 | LR: 2.21e-04 | 5257.9ms/step | 11.4 samples/s
+Step 27470/50462 | Loss: 2.5315 | LR: 2.21e-04 | 5267.7ms/step | 11.4 samples/s
+Step 27480/50462 | Loss: 2.5513 | LR: 2.20e-04 | 5268.0ms/step | 11.4 samples/s
+Step 27490/50462 | Loss: 2.5399 | LR: 2.20e-04 | 5262.2ms/step | 11.4 samples/s
+Step 27500/50462 | Loss: 2.5737 | LR: 2.20e-04 | 5261.6ms/step | 11.4 samples/s
+Validation at step 27500: Loss = 2.5566, Perplexity = 12.89
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-27500
+Step 27510/50462 | Loss: 2.5543 | LR: 2.20e-04 | 10188.2ms/step | 5.9 samples/s
+Step 27520/50462 | Loss: 2.5230 | LR: 2.20e-04 | 5250.6ms/step | 11.4 samples/s
+Step 27530/50462 | Loss: 2.5456 | LR: 2.20e-04 | 5265.3ms/step | 11.4 samples/s
+Step 27540/50462 | Loss: 2.5183 | LR: 2.20e-04 | 5265.4ms/step | 11.4 samples/s
+Step 27550/50462 | Loss: 2.5393 | LR: 2.19e-04 | 5265.4ms/step | 11.4 samples/s
+Step 27560/50462 | Loss: 2.5420 | LR: 2.19e-04 | 5263.4ms/step | 11.4 samples/s
+Step 27570/50462 | Loss: 2.5377 | LR: 2.19e-04 | 5265.7ms/step | 11.4 samples/s
+Step 27580/50462 | Loss: 2.5277 | LR: 2.19e-04 | 5264.9ms/step | 11.4 samples/s
+Step 27590/50462 | Loss: 2.5272 | LR: 2.19e-04 | 5258.7ms/step | 11.4 samples/s
+Step 27600/50462 | Loss: 2.5710 | LR: 2.19e-04 | 5264.2ms/step | 11.4 samples/s
+Step 27610/50462 | Loss: 2.5337 | LR: 2.18e-04 | 5268.2ms/step | 11.4 samples/s
+Step 27620/50462 | Loss: 2.5532 | LR: 2.18e-04 | 5269.2ms/step | 11.4 samples/s
+Step 27630/50462 | Loss: 2.5491 | LR: 2.18e-04 | 5267.2ms/step | 11.4 samples/s
+Step 27640/50462 | Loss: 2.5527 | LR: 2.18e-04 | 5270.9ms/step | 11.4 samples/s
+Step 27650/50462 | Loss: 2.5575 | LR: 2.18e-04 | 5264.6ms/step | 11.4 samples/s
+Step 27660/50462 | Loss: 2.5284 | LR: 2.18e-04 | 5270.9ms/step | 11.4 samples/s
+Step 27670/50462 | Loss: 2.5542 | LR: 2.17e-04 | 5257.6ms/step | 11.4 samples/s
+Step 27680/50462 | Loss: 2.5464 | LR: 2.17e-04 | 5263.7ms/step | 11.4 samples/s
+Step 27690/50462 | Loss: 2.5485 | LR: 2.17e-04 | 5258.9ms/step | 11.4 samples/s
+Step 27700/50462 | Loss: 2.5395 | LR: 2.17e-04 | 5255.9ms/step | 11.4 samples/s
+Step 27710/50462 | Loss: 2.5392 | LR: 2.17e-04 | 5265.2ms/step | 11.4 samples/s
+Step 27720/50462 | Loss: 2.5337 | LR: 2.17e-04 | 5260.7ms/step | 11.4 samples/s
+Step 27730/50462 | Loss: 2.5611 | LR: 2.17e-04 | 5255.3ms/step | 11.4 samples/s
+Step 27740/50462 | Loss: 2.5562 | LR: 2.16e-04 | 5259.9ms/step | 11.4 samples/s
+Step 27750/50462 | Loss: 2.5304 | LR: 2.16e-04 | 5261.2ms/step | 11.4 samples/s
+Validation at step 27750: Loss = 2.5544, Perplexity = 12.86
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-27750
+Step 27760/50462 | Loss: 2.5423 | LR: 2.16e-04 | 10131.2ms/step | 5.9 samples/s
+Step 27770/50462 | Loss: 2.5413 | LR: 2.16e-04 | 5253.4ms/step | 11.4 samples/s
+Step 27780/50462 | Loss: 2.5463 | LR: 2.16e-04 | 5258.1ms/step | 11.4 samples/s
+Step 27790/50462 | Loss: 2.5480 | LR: 2.16e-04 | 5262.4ms/step | 11.4 samples/s
+Step 27800/50462 | Loss: 2.5220 | LR: 2.15e-04 | 5266.4ms/step | 11.4 samples/s
+Step 27810/50462 | Loss: 2.5394 | LR: 2.15e-04 | 5263.1ms/step | 11.4 samples/s
+Step 27820/50462 | Loss: 2.5454 | LR: 2.15e-04 | 5258.1ms/step | 11.4 samples/s
+Step 27830/50462 | Loss: 2.5460 | LR: 2.15e-04 | 5262.4ms/step | 11.4 samples/s
+Step 27840/50462 | Loss: 2.5400 | LR: 2.15e-04 | 5258.7ms/step | 11.4 samples/s
+Step 27850/50462 | Loss: 2.5068 | LR: 2.15e-04 | 5259.7ms/step | 11.4 samples/s
+Step 27860/50462 | Loss: 2.5375 | LR: 2.15e-04 | 5258.9ms/step | 11.4 samples/s
+Step 27870/50462 | Loss: 2.5526 | LR: 2.14e-04 | 5259.5ms/step | 11.4 samples/s
+Step 27880/50462 | Loss: 2.5222 | LR: 2.14e-04 | 5251.8ms/step | 11.4 samples/s
+Step 27890/50462 | Loss: 2.5494 | LR: 2.14e-04 | 5258.5ms/step | 11.4 samples/s
+Step 27900/50462 | Loss: 2.5263 | LR: 2.14e-04 | 5253.9ms/step | 11.4 samples/s
+Step 27910/50462 | Loss: 2.5251 | LR: 2.14e-04 | 5251.5ms/step | 11.4 samples/s
+Step 27920/50462 | Loss: 2.5378 | LR: 2.14e-04 | 5252.6ms/step | 11.4 samples/s
+Step 27930/50462 | Loss: 2.5478 | LR: 2.13e-04 | 5246.8ms/step | 11.4 samples/s
+Step 27940/50462 | Loss: 2.5401 | LR: 2.13e-04 | 5248.0ms/step | 11.4 samples/s
+Step 27950/50462 | Loss: 2.5372 | LR: 2.13e-04 | 5245.2ms/step | 11.4 samples/s
+Step 27960/50462 | Loss: 2.5426 | LR: 2.13e-04 | 5256.1ms/step | 11.4 samples/s
+Step 27970/50462 | Loss: 2.5752 | LR: 2.13e-04 | 5253.6ms/step | 11.4 samples/s
+Step 27980/50462 | Loss: 2.5507 | LR: 2.13e-04 | 5252.0ms/step | 11.4 samples/s
+Step 27990/50462 | Loss: 2.5516 | LR: 2.12e-04 | 5255.1ms/step | 11.4 samples/s
+Step 28000/50462 | Loss: 2.5391 | LR: 2.12e-04 | 5258.8ms/step | 11.4 samples/s
+Validation at step 28000: Loss = 2.5527, Perplexity = 12.84
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-28000
+Step 28010/50462 | Loss: 2.5627 | LR: 2.12e-04 | 10195.1ms/step | 5.9 samples/s
+Step 28020/50462 | Loss: 2.5472 | LR: 2.12e-04 | 5242.4ms/step | 11.4 samples/s
+Step 28030/50462 | Loss: 2.5410 | LR: 2.12e-04 | 5258.4ms/step | 11.4 samples/s
+Step 28040/50462 | Loss: 2.5492 | LR: 2.12e-04 | 5261.7ms/step | 11.4 samples/s
+Step 28050/50462 | Loss: 2.5236 | LR: 2.12e-04 | 5262.7ms/step | 11.4 samples/s
+Step 28060/50462 | Loss: 2.5275 | LR: 2.11e-04 | 5262.0ms/step | 11.4 samples/s
+Step 28070/50462 | Loss: 2.5235 | LR: 2.11e-04 | 5265.7ms/step | 11.4 samples/s
+Step 28080/50462 | Loss: 2.5544 | LR: 2.11e-04 | 5257.6ms/step | 11.4 samples/s
+Step 28090/50462 | Loss: 2.5210 | LR: 2.11e-04 | 5257.9ms/step | 11.4 samples/s
+Step 28100/50462 | Loss: 2.5418 | LR: 2.11e-04 | 5263.2ms/step | 11.4 samples/s
+Step 28110/50462 | Loss: 2.5275 | LR: 2.11e-04 | 5256.4ms/step | 11.4 samples/s
+Step 28120/50462 | Loss: 2.5278 | LR: 2.10e-04 | 5265.4ms/step | 11.4 samples/s
+Step 28130/50462 | Loss: 2.5235 | LR: 2.10e-04 | 5263.9ms/step | 11.4 samples/s
+Step 28140/50462 | Loss: 2.5428 | LR: 2.10e-04 | 5261.0ms/step | 11.4 samples/s
+Step 28150/50462 | Loss: 2.5422 | LR: 2.10e-04 | 5262.3ms/step | 11.4 samples/s
+Step 28160/50462 | Loss: 2.5169 | LR: 2.10e-04 | 5263.3ms/step | 11.4 samples/s
+Step 28170/50462 | Loss: 2.5341 | LR: 2.10e-04 | 5262.7ms/step | 11.4 samples/s
+Step 28180/50462 | Loss: 2.5402 | LR: 2.10e-04 | 5262.2ms/step | 11.4 samples/s
+Step 28190/50462 | Loss: 2.5424 | LR: 2.09e-04 | 5265.1ms/step | 11.4 samples/s
+Step 28200/50462 | Loss: 2.5146 | LR: 2.09e-04 | 5266.3ms/step | 11.4 samples/s
+Step 28210/50462 | Loss: 2.5325 | LR: 2.09e-04 | 5256.8ms/step | 11.4 samples/s
+Step 28220/50462 | Loss: 2.5630 | LR: 2.09e-04 | 5259.7ms/step | 11.4 samples/s
+Step 28230/50462 | Loss: 2.5407 | LR: 2.09e-04 | 5266.9ms/step | 11.4 samples/s
+Step 28240/50462 | Loss: 2.5368 | LR: 2.09e-04 | 5262.7ms/step | 11.4 samples/s
+Step 28250/50462 | Loss: 2.5530 | LR: 2.08e-04 | 5261.8ms/step | 11.4 samples/s
+Validation at step 28250: Loss = 2.5511, Perplexity = 12.82
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-28250
+Step 28260/50462 | Loss: 2.5321 | LR: 2.08e-04 | 10167.7ms/step | 5.9 samples/s
+Step 28270/50462 | Loss: 2.5436 | LR: 2.08e-04 | 5249.7ms/step | 11.4 samples/s
+Step 28280/50462 | Loss: 2.5219 | LR: 2.08e-04 | 5261.0ms/step | 11.4 samples/s
+Step 28290/50462 | Loss: 2.5453 | LR: 2.08e-04 | 5266.5ms/step | 11.4 samples/s
+Step 28300/50462 | Loss: 2.5472 | LR: 2.08e-04 | 5266.3ms/step | 11.4 samples/s
+Step 28310/50462 | Loss: 2.5197 | LR: 2.07e-04 | 5269.2ms/step | 11.4 samples/s
+Step 28320/50462 | Loss: 2.5512 | LR: 2.07e-04 | 5262.5ms/step | 11.4 samples/s
+Step 28330/50462 | Loss: 2.5459 | LR: 2.07e-04 | 5261.9ms/step | 11.4 samples/s
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_211848-rgmkfpnl/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260825_211848-rgmkfpnl/files/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0c3e38c4cce87cb53d52f45f6ac8cbf8688a7d92
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_211848-rgmkfpnl/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-20260825_211848-rgmkfpnl/files/wandb-metadata.json b/epfl_final/SparseAtt/wandb/run-20260825_211848-rgmkfpnl/files/wandb-metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..c1132bbb64665d79be823bb36921859c1bb2851d
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_211848-rgmkfpnl/files/wandb-metadata.json
@@ -0,0 +1,51 @@
+{
+  "os":  "Linux-6.8.0-124-generic-x86_64-with-glibc2.35",
+  "python":  "CPython 3.13.13",
+  "startedAt":  "2026-08-25T21:18:48.108361Z",
+  "args":  [
+    "--config",
+    "configs/p2_1p2b_dense_seed70_2gpu.json"
+  ],
+  "program":  "/mloscratch/homes/navasard/sparse/SparseAtt/train.py",
+  "codePath":  "train.py",
+  "codePathLocal":  "train.py",
+  "git":  {
+    "remote":  "https://github.com/rubentium/SparseAtt.git",
+    "commit":  "8f862f749eb4d5c17f688eb1562235e3fe5b2550"
+  },
+  "email":  "ruben.navasardyan@mail.utoronto.ca",
+  "root":  "/mloscratch/homes/navasard/sparse/SparseAtt",
+  "host":  "h100-workspace-2-gpu-0-18",
+  "executable":  "/mloscratch/homes/navasard/conda/bin/python3.13",
+  "cpu_count":  96,
+  "cpu_count_logical":  192,
+  "gpu":  "NVIDIA H100 80GB HBM3",
+  "gpu_count":  2,
+  "disk":  {
+    "/":  {
+      "total":  "9374931091456",
+      "used":  "6969043943424"
+    }
+  },
+  "memory":  {
+    "total":  "1623005732864"
+  },
+  "gpu_nvidia":  [
+    {
+      "name":  "NVIDIA H100 80GB HBM3",
+      "memoryTotal":  "85520809984",
+      "cudaCores":  16896,
+      "architecture":  "Hopper",
+      "uuid":  "GPU-cd5c7d97-0f62-2f41-36c8-233c8f57b814"
+    },
+    {
+      "name":  "NVIDIA H100 80GB HBM3",
+      "memoryTotal":  "85520809984",
+      "cudaCores":  16896,
+      "architecture":  "Hopper",
+      "uuid":  "GPU-b97c2df9-b38b-c4e9-4d9d-780e91b62380"
+    }
+  ],
+  "cudaVersion":  "13.0",
+  "writerId":  "nuwd316huzbbqyzdlgs1q4u9oj6wbi3f"
+}
\ No newline at end of file
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_211848-rgmkfpnl/logs/debug-internal.log b/epfl_final/SparseAtt/wandb/run-20260825_211848-rgmkfpnl/logs/debug-internal.log
new file mode 100644
index 0000000000000000000000000000000000000000..2d4ad92f950741373f3d76bc782f3672619bf080
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_211848-rgmkfpnl/logs/debug-internal.log
@@ -0,0 +1,2742 @@
+{"time":"2026-08-25T21:18:49.17217705Z","level":"INFO","msg":"wandb-core"}
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+{"time":"2026-08-25T21:18:49.713391587Z","level":"INFO","msg":"writer: started","stream_id":"rgmkfpnl"}
+{"time":"2026-08-25T21:18:50.348200864Z","level":"INFO","msg":"filestream: sending request","total_files":1}
+{"time":"2026-08-25T21:18:50.6166798Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-08-25T21:19:05.349026236Z","level":"INFO","msg":"filestream: sending request","total_files":1,"console_offset":0,"console_lines":1,"uploaded_len":2}
+{"time":"2026-08-25T21:19:05.550496178Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
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+{"time":"2026-08-25T21:20:35.558525705Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
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+{"time":"2026-08-25T21:21:20.587020251Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
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diff --git a/epfl_final/SparseAtt/wandb/run-20260825_211848-rgmkfpnl/logs/debug.log b/epfl_final/SparseAtt/wandb/run-20260825_211848-rgmkfpnl/logs/debug.log
new file mode 100644
index 0000000000000000000000000000000000000000..6d99d1ebae474d178f023dae2271f9ac1e7f0213
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_211848-rgmkfpnl/logs/debug.log
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+2026-08-25 21:18:50,643 INFO    MainThread:244 [wandb_init.py:init():1094] run started, returning control to user process
diff --git a/epfl_final/SparseAtt/wandb/run-20260825_211848-rgmkfpnl/run-rgmkfpnl.wandb b/epfl_final/SparseAtt/wandb/run-20260825_211848-rgmkfpnl/run-rgmkfpnl.wandb
new file mode 100644
index 0000000000000000000000000000000000000000..6fa02e46ba444897e30ea308d24455a145dc1022
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260825_211848-rgmkfpnl/run-rgmkfpnl.wandb
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c4ad58bcddb9e1d7768e6959b1375723931d0117c844f2320e58dd3bc81e931b
+size 4227072
diff --git a/epfl_final/SparseAtt/wandb/run-20260826_034845-rgmkfpnl/files/output.log b/epfl_final/SparseAtt/wandb/run-20260826_034845-rgmkfpnl/files/output.log
new file mode 100644
index 0000000000000000000000000000000000000000..2fed30ae4dad3712cb72f09fa7aa43e9e5ca7951
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260826_034845-rgmkfpnl/files/output.log
@@ -0,0 +1,429 @@
+Starting training...
+Validation at step 28250: Loss = 2.5511, Perplexity = 12.82
+wandb: WARNING Tried to log to step 28250 that is less than the current step 28321. 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 28251: dense (dense step interval)
+Step 28260/50462 | Loss: 2.5321 | LR: 2.08e-04 | 76912.1ms/step | 0.8 samples/s
+wandb: WARNING Tried to log to step 28260 that is less than the current step 28321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 28270/50462 | Loss: 2.5436 | LR: 2.08e-04 | 5139.4ms/step | 11.7 samples/s
+wandb: WARNING Tried to log to step 28270 that is less than the current step 28321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 28280/50462 | Loss: 2.5219 | LR: 2.08e-04 | 5143.6ms/step | 11.7 samples/s
+wandb: WARNING Tried to log to step 28280 that is less than the current step 28321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 28290/50462 | Loss: 2.5452 | LR: 2.08e-04 | 5144.2ms/step | 11.7 samples/s
+wandb: WARNING Tried to log to step 28290 that is less than the current step 28321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 28300/50462 | Loss: 2.5472 | LR: 2.08e-04 | 5148.4ms/step | 11.7 samples/s
+wandb: WARNING Tried to log to step 28300 that is less than the current step 28321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 28310/50462 | Loss: 2.5197 | LR: 2.07e-04 | 5142.9ms/step | 11.7 samples/s
+wandb: WARNING Tried to log to step 28310 that is less than the current step 28321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 28320/50462 | Loss: 2.5512 | LR: 2.07e-04 | 5144.7ms/step | 11.7 samples/s
+wandb: WARNING Tried to log to step 28320 that is less than the current step 28321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Step 28330/50462 | Loss: 2.5459 | LR: 2.07e-04 | 5144.8ms/step | 11.7 samples/s
+Step 28340/50462 | Loss: 2.5545 | LR: 2.07e-04 | 5145.0ms/step | 11.7 samples/s
+Step 28350/50462 | Loss: 2.5360 | LR: 2.07e-04 | 5146.2ms/step | 11.7 samples/s
+Step 28360/50462 | Loss: 2.5467 | LR: 2.07e-04 | 5141.6ms/step | 11.7 samples/s
+Step 28370/50462 | Loss: 2.5317 | LR: 2.07e-04 | 5144.0ms/step | 11.7 samples/s
+Step 28380/50462 | Loss: 2.5360 | LR: 2.06e-04 | 5136.2ms/step | 11.7 samples/s
+Step 28390/50462 | Loss: 2.5145 | LR: 2.06e-04 | 5140.8ms/step | 11.7 samples/s
+Step 28400/50462 | Loss: 2.5183 | LR: 2.06e-04 | 5140.7ms/step | 11.7 samples/s
+Step 28410/50462 | Loss: 2.5360 | LR: 2.06e-04 | 5142.0ms/step | 11.7 samples/s
+Step 28420/50462 | Loss: 2.5411 | LR: 2.06e-04 | 5139.5ms/step | 11.7 samples/s
+Step 28430/50462 | Loss: 2.5263 | LR: 2.06e-04 | 5136.6ms/step | 11.7 samples/s
+Step 28440/50462 | Loss: 2.5300 | LR: 2.05e-04 | 5140.9ms/step | 11.7 samples/s
+Step 28450/50462 | Loss: 2.5634 | LR: 2.05e-04 | 5138.3ms/step | 11.7 samples/s
+Step 28460/50462 | Loss: 2.5436 | LR: 2.05e-04 | 5139.3ms/step | 11.7 samples/s
+Step 28470/50462 | Loss: 2.5500 | LR: 2.05e-04 | 5144.1ms/step | 11.7 samples/s
+Step 28480/50462 | Loss: 2.5425 | LR: 2.05e-04 | 5140.5ms/step | 11.7 samples/s
+Step 28490/50462 | Loss: 2.5057 | LR: 2.05e-04 | 5132.6ms/step | 11.7 samples/s
+Step 28500/50462 | Loss: 2.5371 | LR: 2.05e-04 | 5137.4ms/step | 11.7 samples/s
+Validation at step 28500: Loss = 2.5497, Perplexity = 12.80
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-28500
+Step 28510/50462 | Loss: 2.5348 | LR: 2.04e-04 | 9964.7ms/step | 6.0 samples/s
+Step 28520/50462 | Loss: 2.5404 | LR: 2.04e-04 | 5147.3ms/step | 11.7 samples/s
+Step 28530/50462 | Loss: 2.5389 | LR: 2.04e-04 | 5149.2ms/step | 11.7 samples/s
+Step 28540/50462 | Loss: 2.5463 | LR: 2.04e-04 | 5149.7ms/step | 11.7 samples/s
+Step 28550/50462 | Loss: 2.5395 | LR: 2.04e-04 | 5144.5ms/step | 11.7 samples/s
+Step 28560/50462 | Loss: 2.5355 | LR: 2.04e-04 | 5150.0ms/step | 11.7 samples/s
+Step 28570/50462 | Loss: 2.5366 | LR: 2.03e-04 | 5145.3ms/step | 11.7 samples/s
+Step 28580/50462 | Loss: 2.5209 | LR: 2.03e-04 | 5147.2ms/step | 11.7 samples/s
+Step 28590/50462 | Loss: 2.5474 | LR: 2.03e-04 | 5150.7ms/step | 11.6 samples/s
+Step 28600/50462 | Loss: 2.5342 | LR: 2.03e-04 | 5147.2ms/step | 11.7 samples/s
+Step 28610/50462 | Loss: 2.5474 | LR: 2.03e-04 | 5150.3ms/step | 11.6 samples/s
+Step 28620/50462 | Loss: 2.5448 | LR: 2.03e-04 | 5148.3ms/step | 11.7 samples/s
+Step 28630/50462 | Loss: 2.5446 | LR: 2.03e-04 | 5151.9ms/step | 11.6 samples/s
+Step 28640/50462 | Loss: 2.5584 | LR: 2.02e-04 | 5150.2ms/step | 11.7 samples/s
+Step 28650/50462 | Loss: 2.5331 | LR: 2.02e-04 | 5152.5ms/step | 11.6 samples/s
+Step 28660/50462 | Loss: 2.5328 | LR: 2.02e-04 | 5145.3ms/step | 11.7 samples/s
+Step 28670/50462 | Loss: 2.5057 | LR: 2.02e-04 | 5145.2ms/step | 11.7 samples/s
+Step 28680/50462 | Loss: 2.5223 | LR: 2.02e-04 | 5147.1ms/step | 11.7 samples/s
+Step 28690/50462 | Loss: 2.5598 | LR: 2.02e-04 | 5144.0ms/step | 11.7 samples/s
+Step 28700/50462 | Loss: 2.5483 | LR: 2.01e-04 | 5142.3ms/step | 11.7 samples/s
+Step 28710/50462 | Loss: 2.5629 | LR: 2.01e-04 | 5151.0ms/step | 11.6 samples/s
+Step 28720/50462 | Loss: 2.5199 | LR: 2.01e-04 | 5146.9ms/step | 11.7 samples/s
+Step 28730/50462 | Loss: 2.5480 | LR: 2.01e-04 | 5152.2ms/step | 11.6 samples/s
+Step 28740/50462 | Loss: 2.5272 | LR: 2.01e-04 | 5154.1ms/step | 11.6 samples/s
+Step 28750/50462 | Loss: 2.5215 | LR: 2.01e-04 | 5145.8ms/step | 11.7 samples/s
+Validation at step 28750: Loss = 2.5477, Perplexity = 12.78
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-28750
+Step 28760/50462 | Loss: 2.5648 | LR: 2.00e-04 | 9987.8ms/step | 6.0 samples/s
+Step 28770/50462 | Loss: 2.5296 | LR: 2.00e-04 | 5150.4ms/step | 11.6 samples/s
+Step 28780/50462 | Loss: 2.5427 | LR: 2.00e-04 | 5154.3ms/step | 11.6 samples/s
+Step 28790/50462 | Loss: 2.5264 | LR: 2.00e-04 | 5157.3ms/step | 11.6 samples/s
+Step 28800/50462 | Loss: 2.5500 | LR: 2.00e-04 | 5147.7ms/step | 11.7 samples/s
+Step 28810/50462 | Loss: 2.5199 | LR: 2.00e-04 | 5146.6ms/step | 11.7 samples/s
+Step 28820/50462 | Loss: 2.5492 | LR: 2.00e-04 | 5155.7ms/step | 11.6 samples/s
+Step 28830/50462 | Loss: 2.5150 | LR: 1.99e-04 | 5146.3ms/step | 11.7 samples/s
+Step 28840/50462 | Loss: 2.5315 | LR: 1.99e-04 | 5147.9ms/step | 11.7 samples/s
+Step 28850/50462 | Loss: 2.5170 | LR: 1.99e-04 | 5151.2ms/step | 11.6 samples/s
+Step 28860/50462 | Loss: 2.5327 | LR: 1.99e-04 | 5148.6ms/step | 11.7 samples/s
+Step 28870/50462 | Loss: 2.5415 | LR: 1.99e-04 | 5151.5ms/step | 11.6 samples/s
+Step 28880/50462 | Loss: 2.5410 | LR: 1.99e-04 | 5140.1ms/step | 11.7 samples/s
+Step 28890/50462 | Loss: 2.5383 | LR: 1.98e-04 | 5142.3ms/step | 11.7 samples/s
+Step 28900/50462 | Loss: 2.5227 | LR: 1.98e-04 | 5139.4ms/step | 11.7 samples/s
+Step 28910/50462 | Loss: 2.5265 | LR: 1.98e-04 | 5146.5ms/step | 11.7 samples/s
+Step 28920/50462 | Loss: 2.5359 | LR: 1.98e-04 | 5150.8ms/step | 11.6 samples/s
+Step 28930/50462 | Loss: 2.5423 | LR: 1.98e-04 | 5150.3ms/step | 11.6 samples/s
+Step 28940/50462 | Loss: 2.5474 | LR: 1.98e-04 | 5143.3ms/step | 11.7 samples/s
+Step 28950/50462 | Loss: 2.5194 | LR: 1.98e-04 | 5149.7ms/step | 11.7 samples/s
+Step 28960/50462 | Loss: 2.5347 | LR: 1.97e-04 | 5148.5ms/step | 11.7 samples/s
+Step 28970/50462 | Loss: 2.5122 | LR: 1.97e-04 | 5149.6ms/step | 11.7 samples/s
+Step 28980/50462 | Loss: 2.5339 | LR: 1.97e-04 | 5145.8ms/step | 11.7 samples/s
+Step 28990/50462 | Loss: 2.5345 | LR: 1.97e-04 | 5147.5ms/step | 11.7 samples/s
+Step 29000/50462 | Loss: 2.5544 | LR: 1.97e-04 | 5147.8ms/step | 11.7 samples/s
+Validation at step 29000: Loss = 2.5463, Perplexity = 12.76
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-29000
+Step 29010/50462 | Loss: 2.5448 | LR: 1.97e-04 | 9953.1ms/step | 6.0 samples/s
+Step 29020/50462 | Loss: 2.5409 | LR: 1.96e-04 | 5135.4ms/step | 11.7 samples/s
+Step 29030/50462 | Loss: 2.5424 | LR: 1.96e-04 | 5138.4ms/step | 11.7 samples/s
+Step 29040/50462 | Loss: 2.5426 | LR: 1.96e-04 | 5137.3ms/step | 11.7 samples/s
+Step 29050/50462 | Loss: 2.5210 | LR: 1.96e-04 | 5138.9ms/step | 11.7 samples/s
+Step 29060/50462 | Loss: 2.5210 | LR: 1.96e-04 | 5136.4ms/step | 11.7 samples/s
+Step 29070/50462 | Loss: 2.5534 | LR: 1.96e-04 | 5138.7ms/step | 11.7 samples/s
+Step 29080/50462 | Loss: 2.5518 | LR: 1.96e-04 | 5139.3ms/step | 11.7 samples/s
+Step 29090/50462 | Loss: 2.5484 | LR: 1.95e-04 | 5144.5ms/step | 11.7 samples/s
+Step 29100/50462 | Loss: 2.5496 | LR: 1.95e-04 | 5139.3ms/step | 11.7 samples/s
+Step 29110/50462 | Loss: 2.5552 | LR: 1.95e-04 | 5132.6ms/step | 11.7 samples/s
+Step 29120/50462 | Loss: 2.5222 | LR: 1.95e-04 | 5136.4ms/step | 11.7 samples/s
+Step 29130/50462 | Loss: 2.5404 | LR: 1.95e-04 | 5139.6ms/step | 11.7 samples/s
+Step 29140/50462 | Loss: 2.5239 | LR: 1.95e-04 | 5142.1ms/step | 11.7 samples/s
+Step 29150/50462 | Loss: 2.5382 | LR: 1.94e-04 | 5137.7ms/step | 11.7 samples/s
+Step 29160/50462 | Loss: 2.5373 | LR: 1.94e-04 | 5138.3ms/step | 11.7 samples/s
+Step 29170/50462 | Loss: 2.4782 | LR: 1.94e-04 | 5139.4ms/step | 11.7 samples/s
+Step 29180/50462 | Loss: 2.5339 | LR: 1.94e-04 | 5136.9ms/step | 11.7 samples/s
+Step 29190/50462 | Loss: 2.5229 | LR: 1.94e-04 | 5137.2ms/step | 11.7 samples/s
+Step 29200/50462 | Loss: 2.5423 | LR: 1.94e-04 | 5136.0ms/step | 11.7 samples/s
+Step 29210/50462 | Loss: 2.5133 | LR: 1.94e-04 | 5142.1ms/step | 11.7 samples/s
+Step 29220/50462 | Loss: 2.5252 | LR: 1.93e-04 | 5135.9ms/step | 11.7 samples/s
+Step 29230/50462 | Loss: 2.5181 | LR: 1.93e-04 | 5135.7ms/step | 11.7 samples/s
+Step 29240/50462 | Loss: 2.5331 | LR: 1.93e-04 | 5135.0ms/step | 11.7 samples/s
+Step 29250/50462 | Loss: 2.5178 | LR: 1.93e-04 | 5136.2ms/step | 11.7 samples/s
+Validation at step 29250: Loss = 2.5451, Perplexity = 12.74
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-29250
+Step 29260/50462 | Loss: 2.5439 | LR: 1.93e-04 | 9952.6ms/step | 6.0 samples/s
+Step 29270/50462 | Loss: 2.5307 | LR: 1.93e-04 | 5138.0ms/step | 11.7 samples/s
+Step 29280/50462 | Loss: 2.5416 | LR: 1.92e-04 | 5138.1ms/step | 11.7 samples/s
+Step 29290/50462 | Loss: 2.5319 | LR: 1.92e-04 | 5138.4ms/step | 11.7 samples/s
+Step 29300/50462 | Loss: 2.5354 | LR: 1.92e-04 | 5135.3ms/step | 11.7 samples/s
+Step 29310/50462 | Loss: 2.5549 | LR: 1.92e-04 | 5131.9ms/step | 11.7 samples/s
+Step 29320/50462 | Loss: 2.5470 | LR: 1.92e-04 | 5141.0ms/step | 11.7 samples/s
+Step 29330/50462 | Loss: 2.5519 | LR: 1.92e-04 | 5135.1ms/step | 11.7 samples/s
+Step 29340/50462 | Loss: 2.5504 | LR: 1.92e-04 | 5132.8ms/step | 11.7 samples/s
+Step 29350/50462 | Loss: 2.5222 | LR: 1.91e-04 | 5135.4ms/step | 11.7 samples/s
+Step 29360/50462 | Loss: 2.5275 | LR: 1.91e-04 | 5132.7ms/step | 11.7 samples/s
+Step 29370/50462 | Loss: 2.5207 | LR: 1.91e-04 | 5136.7ms/step | 11.7 samples/s
+Step 29380/50462 | Loss: 2.5210 | LR: 1.91e-04 | 5130.8ms/step | 11.7 samples/s
+Step 29390/50462 | Loss: 2.5474 | LR: 1.91e-04 | 5133.8ms/step | 11.7 samples/s
+Step 29400/50462 | Loss: 2.5374 | LR: 1.91e-04 | 5138.5ms/step | 11.7 samples/s
+Step 29410/50462 | Loss: 2.5266 | LR: 1.90e-04 | 5139.6ms/step | 11.7 samples/s
+Step 29420/50462 | Loss: 2.5165 | LR: 1.90e-04 | 5145.1ms/step | 11.7 samples/s
+Step 29430/50462 | Loss: 2.5440 | LR: 1.90e-04 | 5144.7ms/step | 11.7 samples/s
+Step 29440/50462 | Loss: 2.5247 | LR: 1.90e-04 | 5141.3ms/step | 11.7 samples/s
+Step 29450/50462 | Loss: 2.5191 | LR: 1.90e-04 | 5138.6ms/step | 11.7 samples/s
+Step 29460/50462 | Loss: 2.5407 | LR: 1.90e-04 | 5137.7ms/step | 11.7 samples/s
+Step 29470/50462 | Loss: 2.5446 | LR: 1.90e-04 | 5132.6ms/step | 11.7 samples/s
+Step 29480/50462 | Loss: 2.5514 | LR: 1.89e-04 | 5135.7ms/step | 11.7 samples/s
+Step 29490/50462 | Loss: 2.5377 | LR: 1.89e-04 | 5132.9ms/step | 11.7 samples/s
+Step 29500/50462 | Loss: 2.5328 | LR: 1.89e-04 | 5139.2ms/step | 11.7 samples/s
+Validation at step 29500: Loss = 2.5437, Perplexity = 12.73
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-29500
+Step 29510/50462 | Loss: 2.5185 | LR: 1.89e-04 | 9944.8ms/step | 6.0 samples/s
+Step 29520/50462 | Loss: 2.5428 | LR: 1.89e-04 | 5139.4ms/step | 11.7 samples/s
+Step 29530/50462 | Loss: 2.5175 | LR: 1.89e-04 | 5145.1ms/step | 11.7 samples/s
+Step 29540/50462 | Loss: 2.5268 | LR: 1.88e-04 | 5147.5ms/step | 11.7 samples/s
+Step 29550/50462 | Loss: 2.5328 | LR: 1.88e-04 | 5143.5ms/step | 11.7 samples/s
+Step 29560/50462 | Loss: 2.5377 | LR: 1.88e-04 | 5142.1ms/step | 11.7 samples/s
+Step 29570/50462 | Loss: 2.5374 | LR: 1.88e-04 | 5142.1ms/step | 11.7 samples/s
+Step 29580/50462 | Loss: 2.5672 | LR: 1.88e-04 | 5146.8ms/step | 11.7 samples/s
+Step 29590/50462 | Loss: 2.5259 | LR: 1.88e-04 | 5145.8ms/step | 11.7 samples/s
+Step 29600/50462 | Loss: 2.5331 | LR: 1.88e-04 | 5149.2ms/step | 11.7 samples/s
+Step 29610/50462 | Loss: 2.5265 | LR: 1.87e-04 | 5150.7ms/step | 11.6 samples/s
+Step 29620/50462 | Loss: 2.5408 | LR: 1.87e-04 | 5148.1ms/step | 11.7 samples/s
+Step 29630/50462 | Loss: 2.5457 | LR: 1.87e-04 | 5140.7ms/step | 11.7 samples/s
+Step 29640/50462 | Loss: 2.5242 | LR: 1.87e-04 | 5145.3ms/step | 11.7 samples/s
+Step 29650/50462 | Loss: 2.5293 | LR: 1.87e-04 | 5149.8ms/step | 11.7 samples/s
+Step 29660/50462 | Loss: 2.5272 | LR: 1.87e-04 | 5140.6ms/step | 11.7 samples/s
+Step 29670/50462 | Loss: 2.5336 | LR: 1.86e-04 | 5140.2ms/step | 11.7 samples/s
+Step 29680/50462 | Loss: 2.5255 | LR: 1.86e-04 | 5144.6ms/step | 11.7 samples/s
+Step 29690/50462 | Loss: 2.5065 | LR: 1.86e-04 | 5145.0ms/step | 11.7 samples/s
+Step 29700/50462 | Loss: 2.5423 | LR: 1.86e-04 | 5144.1ms/step | 11.7 samples/s
+Step 29710/50462 | Loss: 2.5312 | LR: 1.86e-04 | 5147.7ms/step | 11.7 samples/s
+Step 29720/50462 | Loss: 2.5327 | LR: 1.86e-04 | 5139.8ms/step | 11.7 samples/s
+Step 29730/50462 | Loss: 2.5201 | LR: 1.86e-04 | 5144.1ms/step | 11.7 samples/s
+Step 29740/50462 | Loss: 2.5250 | LR: 1.85e-04 | 5148.1ms/step | 11.7 samples/s
+Step 29750/50462 | Loss: 2.5408 | LR: 1.85e-04 | 5148.2ms/step | 11.7 samples/s
+Validation at step 29750: Loss = 2.5424, Perplexity = 12.71
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-29750
+Step 29760/50462 | Loss: 2.5271 | LR: 1.85e-04 | 10007.9ms/step | 6.0 samples/s
+Step 29770/50462 | Loss: 2.5362 | LR: 1.85e-04 | 5138.8ms/step | 11.7 samples/s
+Step 29780/50462 | Loss: 2.5315 | LR: 1.85e-04 | 5141.3ms/step | 11.7 samples/s
+Step 29790/50462 | Loss: 2.5265 | LR: 1.85e-04 | 5138.5ms/step | 11.7 samples/s
+Step 29800/50462 | Loss: 2.5272 | LR: 1.85e-04 | 5143.6ms/step | 11.7 samples/s
+Step 29810/50462 | Loss: 2.5472 | LR: 1.84e-04 | 5138.1ms/step | 11.7 samples/s
+Step 29820/50462 | Loss: 2.5302 | LR: 1.84e-04 | 5147.5ms/step | 11.7 samples/s
+Step 29830/50462 | Loss: 2.5165 | LR: 1.84e-04 | 5153.2ms/step | 11.6 samples/s
+Step 29840/50462 | Loss: 2.5171 | LR: 1.84e-04 | 5155.3ms/step | 11.6 samples/s
+Step 29850/50462 | Loss: 2.5390 | LR: 1.84e-04 | 5138.9ms/step | 11.7 samples/s
+Step 29860/50462 | Loss: 2.5055 | LR: 1.84e-04 | 5141.5ms/step | 11.7 samples/s
+Step 29870/50462 | Loss: 2.5327 | LR: 1.83e-04 | 5149.5ms/step | 11.7 samples/s
+Step 29880/50462 | Loss: 2.5393 | LR: 1.83e-04 | 5145.8ms/step | 11.7 samples/s
+Step 29890/50462 | Loss: 2.5329 | LR: 1.83e-04 | 5142.9ms/step | 11.7 samples/s
+Step 29900/50462 | Loss: 2.5094 | LR: 1.83e-04 | 5144.0ms/step | 11.7 samples/s
+Step 29910/50462 | Loss: 2.5271 | LR: 1.83e-04 | 5146.8ms/step | 11.7 samples/s
+Step 29920/50462 | Loss: 2.5292 | LR: 1.83e-04 | 5139.3ms/step | 11.7 samples/s
+Step 29930/50462 | Loss: 2.5389 | LR: 1.83e-04 | 5143.6ms/step | 11.7 samples/s
+Step 29940/50462 | Loss: 2.5375 | LR: 1.82e-04 | 5139.8ms/step | 11.7 samples/s
+Step 29950/50462 | Loss: 2.5272 | LR: 1.82e-04 | 5145.7ms/step | 11.7 samples/s
+Step 29960/50462 | Loss: 2.5328 | LR: 1.82e-04 | 5146.1ms/step | 11.7 samples/s
+Step 29970/50462 | Loss: 2.5421 | LR: 1.82e-04 | 5152.0ms/step | 11.6 samples/s
+Step 29980/50462 | Loss: 2.5263 | LR: 1.82e-04 | 5147.3ms/step | 11.7 samples/s
+Step 29990/50462 | Loss: 2.5593 | LR: 1.82e-04 | 5146.8ms/step | 11.7 samples/s
+Step 30000/50462 | Loss: 2.5241 | LR: 1.81e-04 | 5147.1ms/step | 11.7 samples/s
+Validation at step 30000: Loss = 2.5412, Perplexity = 12.69
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-30000
+Step 30010/50462 | Loss: 2.5122 | LR: 1.81e-04 | 9964.1ms/step | 6.0 samples/s
+Step 30020/50462 | Loss: 2.5166 | LR: 1.81e-04 | 5129.9ms/step | 11.7 samples/s
+Step 30030/50462 | Loss: 2.5387 | LR: 1.81e-04 | 5133.3ms/step | 11.7 samples/s
+Step 30040/50462 | Loss: 2.5279 | LR: 1.81e-04 | 5127.8ms/step | 11.7 samples/s
+Step 30050/50462 | Loss: 2.5394 | LR: 1.81e-04 | 5129.6ms/step | 11.7 samples/s
+Step 30060/50462 | Loss: 2.5046 | LR: 1.81e-04 | 5135.1ms/step | 11.7 samples/s
+Step 30070/50462 | Loss: 2.5198 | LR: 1.80e-04 | 5133.2ms/step | 11.7 samples/s
+Step 30080/50462 | Loss: 2.5059 | LR: 1.80e-04 | 5129.2ms/step | 11.7 samples/s
+Step 30090/50462 | Loss: 2.5388 | LR: 1.80e-04 | 5129.8ms/step | 11.7 samples/s
+Step 30100/50462 | Loss: 2.5356 | LR: 1.80e-04 | 5129.5ms/step | 11.7 samples/s
+Step 30110/50462 | Loss: 2.5330 | LR: 1.80e-04 | 5139.1ms/step | 11.7 samples/s
+Step 30120/50462 | Loss: 2.5094 | LR: 1.80e-04 | 5138.9ms/step | 11.7 samples/s
+Step 30130/50462 | Loss: 2.5400 | LR: 1.79e-04 | 5140.5ms/step | 11.7 samples/s
+Step 30140/50462 | Loss: 2.5472 | LR: 1.79e-04 | 5133.4ms/step | 11.7 samples/s
+Step 30150/50462 | Loss: 2.5217 | LR: 1.79e-04 | 5130.2ms/step | 11.7 samples/s
+Step 30160/50462 | Loss: 2.5274 | LR: 1.79e-04 | 5141.0ms/step | 11.7 samples/s
+Step 30170/50462 | Loss: 2.5281 | LR: 1.79e-04 | 5136.7ms/step | 11.7 samples/s
+Step 30180/50462 | Loss: 2.5324 | LR: 1.79e-04 | 5142.3ms/step | 11.7 samples/s
+Step 30190/50462 | Loss: 2.5035 | LR: 1.79e-04 | 5137.5ms/step | 11.7 samples/s
+Step 30200/50462 | Loss: 2.5499 | LR: 1.78e-04 | 5139.9ms/step | 11.7 samples/s
+Step 30210/50462 | Loss: 2.5274 | LR: 1.78e-04 | 5138.4ms/step | 11.7 samples/s
+Step 30220/50462 | Loss: 2.5143 | LR: 1.78e-04 | 5134.4ms/step | 11.7 samples/s
+Step 30230/50462 | Loss: 2.5193 | LR: 1.78e-04 | 5133.9ms/step | 11.7 samples/s
+Step 30240/50462 | Loss: 2.5251 | LR: 1.78e-04 | 5140.1ms/step | 11.7 samples/s
+Step 30250/50462 | Loss: 2.5539 | LR: 1.78e-04 | 5136.9ms/step | 11.7 samples/s
+Validation at step 30250: Loss = 2.5400, Perplexity = 12.68
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-30250
+Step 30260/50462 | Loss: 2.5122 | LR: 1.78e-04 | 9945.5ms/step | 6.0 samples/s
+Step 30270/50462 | Loss: 2.5175 | LR: 1.77e-04 | 5144.7ms/step | 11.7 samples/s
+Step 30280/50462 | Loss: 2.5336 | LR: 1.77e-04 | 5140.7ms/step | 11.7 samples/s
+Step 30290/50462 | Loss: 2.5398 | LR: 1.77e-04 | 5145.6ms/step | 11.7 samples/s
+Step 30300/50462 | Loss: 2.5386 | LR: 1.77e-04 | 5146.3ms/step | 11.7 samples/s
+Step 30310/50462 | Loss: 2.5192 | LR: 1.77e-04 | 5147.3ms/step | 11.7 samples/s
+Step 30320/50462 | Loss: 2.5271 | LR: 1.77e-04 | 5143.8ms/step | 11.7 samples/s
+Step 30330/50462 | Loss: 2.5433 | LR: 1.76e-04 | 5146.0ms/step | 11.7 samples/s
+Step 30340/50462 | Loss: 2.5222 | LR: 1.76e-04 | 5144.2ms/step | 11.7 samples/s
+Step 30350/50462 | Loss: 2.5191 | LR: 1.76e-04 | 5152.5ms/step | 11.6 samples/s
+Step 30360/50462 | Loss: 2.5035 | LR: 1.76e-04 | 5147.0ms/step | 11.7 samples/s
+Step 30370/50462 | Loss: 2.5282 | LR: 1.76e-04 | 5150.2ms/step | 11.7 samples/s
+Step 30380/50462 | Loss: 2.5425 | LR: 1.76e-04 | 5149.3ms/step | 11.7 samples/s
+Step 30390/50462 | Loss: 2.5307 | LR: 1.76e-04 | 5144.4ms/step | 11.7 samples/s
+Step 30400/50462 | Loss: 2.5262 | LR: 1.75e-04 | 5140.9ms/step | 11.7 samples/s
+Step 30410/50462 | Loss: 2.5053 | LR: 1.75e-04 | 5146.7ms/step | 11.7 samples/s
+Step 30420/50462 | Loss: 2.5265 | LR: 1.75e-04 | 5145.6ms/step | 11.7 samples/s
+Step 30430/50462 | Loss: 2.5347 | LR: 1.75e-04 | 5145.1ms/step | 11.7 samples/s
+Step 30440/50462 | Loss: 2.5251 | LR: 1.75e-04 | 5147.0ms/step | 11.7 samples/s
+Step 30450/50462 | Loss: 2.5256 | LR: 1.75e-04 | 5148.4ms/step | 11.7 samples/s
+Step 30460/50462 | Loss: 2.5226 | LR: 1.75e-04 | 5143.1ms/step | 11.7 samples/s
+Step 30470/50462 | Loss: 2.5142 | LR: 1.74e-04 | 5143.3ms/step | 11.7 samples/s
+Step 30480/50462 | Loss: 2.5086 | LR: 1.74e-04 | 5149.7ms/step | 11.7 samples/s
+Step 30490/50462 | Loss: 2.5353 | LR: 1.74e-04 | 5147.8ms/step | 11.7 samples/s
+Step 30500/50462 | Loss: 2.5111 | LR: 1.74e-04 | 5145.0ms/step | 11.7 samples/s
+Validation at step 30500: Loss = 2.5385, Perplexity = 12.66
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-30500
+Step 30510/50462 | Loss: 2.5266 | LR: 1.74e-04 | 9961.6ms/step | 6.0 samples/s
+Step 30520/50462 | Loss: 2.5220 | LR: 1.74e-04 | 5144.3ms/step | 11.7 samples/s
+Step 30530/50462 | Loss: 2.5127 | LR: 1.73e-04 | 5139.3ms/step | 11.7 samples/s
+Step 30540/50462 | Loss: 2.5188 | LR: 1.73e-04 | 5144.5ms/step | 11.7 samples/s
+Step 30550/50462 | Loss: 2.5182 | LR: 1.73e-04 | 5144.2ms/step | 11.7 samples/s
+Step 30560/50462 | Loss: 2.4971 | LR: 1.73e-04 | 5151.7ms/step | 11.6 samples/s
+Step 30570/50462 | Loss: 2.5434 | LR: 1.73e-04 | 5152.2ms/step | 11.6 samples/s
+Step 30580/50462 | Loss: 2.5222 | LR: 1.73e-04 | 5156.5ms/step | 11.6 samples/s
+Step 30590/50462 | Loss: 2.5259 | LR: 1.73e-04 | 5147.5ms/step | 11.7 samples/s
+Step 30600/50462 | Loss: 2.4988 | LR: 1.72e-04 | 5151.6ms/step | 11.6 samples/s
+Step 30610/50462 | Loss: 2.5448 | LR: 1.72e-04 | 5150.4ms/step | 11.6 samples/s
+Step 30620/50462 | Loss: 2.5127 | LR: 1.72e-04 | 5144.1ms/step | 11.7 samples/s
+Step 30630/50462 | Loss: 2.5224 | LR: 1.72e-04 | 5145.4ms/step | 11.7 samples/s
+Step 30640/50462 | Loss: 2.5325 | LR: 1.72e-04 | 5148.0ms/step | 11.7 samples/s
+Step 30650/50462 | Loss: 2.5178 | LR: 1.72e-04 | 5141.0ms/step | 11.7 samples/s
+Step 30660/50462 | Loss: 2.5372 | LR: 1.72e-04 | 5150.9ms/step | 11.6 samples/s
+Step 30670/50462 | Loss: 2.5402 | LR: 1.71e-04 | 5144.8ms/step | 11.7 samples/s
+Step 30680/50462 | Loss: 2.5405 | LR: 1.71e-04 | 5143.8ms/step | 11.7 samples/s
+Step 30690/50462 | Loss: 2.4944 | LR: 1.71e-04 | 5147.4ms/step | 11.7 samples/s
+Step 30700/50462 | Loss: 2.5313 | LR: 1.71e-04 | 5152.3ms/step | 11.6 samples/s
+Step 30710/50462 | Loss: 2.5200 | LR: 1.71e-04 | 5142.8ms/step | 11.7 samples/s
+Step 30720/50462 | Loss: 2.5346 | LR: 1.71e-04 | 5149.0ms/step | 11.7 samples/s
+Step 30730/50462 | Loss: 2.5389 | LR: 1.70e-04 | 5151.2ms/step | 11.6 samples/s
+Step 30740/50462 | Loss: 2.5250 | LR: 1.70e-04 | 5144.6ms/step | 11.7 samples/s
+Step 30750/50462 | Loss: 2.5406 | LR: 1.70e-04 | 5150.7ms/step | 11.6 samples/s
+Validation at step 30750: Loss = 2.5372, Perplexity = 12.64
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-30750
+Step 30760/50462 | Loss: 2.5100 | LR: 1.70e-04 | 9955.9ms/step | 6.0 samples/s
+Step 30770/50462 | Loss: 2.5020 | LR: 1.70e-04 | 5141.9ms/step | 11.7 samples/s
+Step 30780/50462 | Loss: 2.5337 | LR: 1.70e-04 | 5145.8ms/step | 11.7 samples/s
+Step 30790/50462 | Loss: 2.4997 | LR: 1.70e-04 | 5158.2ms/step | 11.6 samples/s
+Step 30800/50462 | Loss: 2.5205 | LR: 1.69e-04 | 5156.8ms/step | 11.6 samples/s
+Step 30810/50462 | Loss: 2.5365 | LR: 1.69e-04 | 5151.3ms/step | 11.6 samples/s
+Step 30820/50462 | Loss: 2.5294 | LR: 1.69e-04 | 5143.4ms/step | 11.7 samples/s
+Step 30830/50462 | Loss: 2.4878 | LR: 1.69e-04 | 5148.8ms/step | 11.7 samples/s
+Step 30840/50462 | Loss: 2.5177 | LR: 1.69e-04 | 5143.4ms/step | 11.7 samples/s
+Step 30850/50462 | Loss: 2.5314 | LR: 1.69e-04 | 5144.5ms/step | 11.7 samples/s
+Step 30860/50462 | Loss: 2.5213 | LR: 1.69e-04 | 5147.4ms/step | 11.7 samples/s
+Step 30870/50462 | Loss: 2.4878 | LR: 1.68e-04 | 5149.3ms/step | 11.7 samples/s
+Step 30880/50462 | Loss: 2.5344 | LR: 1.68e-04 | 5149.4ms/step | 11.7 samples/s
+Step 30890/50462 | Loss: 2.5251 | LR: 1.68e-04 | 5148.8ms/step | 11.7 samples/s
+Step 30900/50462 | Loss: 2.5364 | LR: 1.68e-04 | 5147.1ms/step | 11.7 samples/s
+Step 30910/50462 | Loss: 2.5404 | LR: 1.68e-04 | 5149.5ms/step | 11.7 samples/s
+Step 30920/50462 | Loss: 2.5313 | LR: 1.68e-04 | 5150.5ms/step | 11.6 samples/s
+Step 30930/50462 | Loss: 2.5581 | LR: 1.67e-04 | 5147.8ms/step | 11.7 samples/s
+Step 30940/50462 | Loss: 2.5334 | LR: 1.67e-04 | 5147.3ms/step | 11.7 samples/s
+Step 30950/50462 | Loss: 2.5254 | LR: 1.67e-04 | 5148.5ms/step | 11.7 samples/s
+Step 30960/50462 | Loss: 2.5400 | LR: 1.67e-04 | 5154.7ms/step | 11.6 samples/s
+Step 30970/50462 | Loss: 2.5188 | LR: 1.67e-04 | 5156.5ms/step | 11.6 samples/s
+Step 30980/50462 | Loss: 2.5286 | LR: 1.67e-04 | 5152.7ms/step | 11.6 samples/s
+Step 30990/50462 | Loss: 2.5265 | LR: 1.67e-04 | 5150.1ms/step | 11.7 samples/s
+Step 31000/50462 | Loss: 2.5254 | LR: 1.66e-04 | 5151.1ms/step | 11.6 samples/s
+Validation at step 31000: Loss = 2.5363, Perplexity = 12.63
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-31000
+Step 31010/50462 | Loss: 2.5515 | LR: 1.66e-04 | 9975.4ms/step | 6.0 samples/s
+Step 31020/50462 | Loss: 2.5364 | LR: 1.66e-04 | 5142.3ms/step | 11.7 samples/s
+Step 31030/50462 | Loss: 2.5313 | LR: 1.66e-04 | 5136.7ms/step | 11.7 samples/s
+Step 31040/50462 | Loss: 2.5236 | LR: 1.66e-04 | 5142.6ms/step | 11.7 samples/s
+Step 31050/50462 | Loss: 2.5110 | LR: 1.66e-04 | 5143.2ms/step | 11.7 samples/s
+Step 31060/50462 | Loss: 2.5398 | LR: 1.66e-04 | 5141.8ms/step | 11.7 samples/s
+Step 31070/50462 | Loss: 2.5341 | LR: 1.65e-04 | 5140.5ms/step | 11.7 samples/s
+Step 31080/50462 | Loss: 2.5368 | LR: 1.65e-04 | 5141.8ms/step | 11.7 samples/s
+Step 31090/50462 | Loss: 2.5110 | LR: 1.65e-04 | 5140.6ms/step | 11.7 samples/s
+Step 31100/50462 | Loss: 2.5243 | LR: 1.65e-04 | 5140.8ms/step | 11.7 samples/s
+Step 31110/50462 | Loss: 2.5508 | LR: 1.65e-04 | 5138.1ms/step | 11.7 samples/s
+Step 31120/50462 | Loss: 2.5251 | LR: 1.65e-04 | 5134.1ms/step | 11.7 samples/s
+Step 31130/50462 | Loss: 2.5051 | LR: 1.64e-04 | 5140.0ms/step | 11.7 samples/s
+Step 31140/50462 | Loss: 2.5174 | LR: 1.64e-04 | 5146.0ms/step | 11.7 samples/s
+Step 31150/50462 | Loss: 2.5170 | LR: 1.64e-04 | 5141.5ms/step | 11.7 samples/s
+Step 31160/50462 | Loss: 2.5268 | LR: 1.64e-04 | 5140.2ms/step | 11.7 samples/s
+Step 31170/50462 | Loss: 2.5207 | LR: 1.64e-04 | 5140.6ms/step | 11.7 samples/s
+Step 31180/50462 | Loss: 2.5312 | LR: 1.64e-04 | 5138.6ms/step | 11.7 samples/s
+Step 31190/50462 | Loss: 2.5342 | LR: 1.64e-04 | 5140.0ms/step | 11.7 samples/s
+Step 31200/50462 | Loss: 2.5385 | LR: 1.63e-04 | 5142.1ms/step | 11.7 samples/s
+Step 31210/50462 | Loss: 2.5112 | LR: 1.63e-04 | 5144.2ms/step | 11.7 samples/s
+Step 31220/50462 | Loss: 2.5466 | LR: 1.63e-04 | 5142.3ms/step | 11.7 samples/s
+Step 31230/50462 | Loss: 2.5345 | LR: 1.63e-04 | 5140.5ms/step | 11.7 samples/s
+Step 31240/50462 | Loss: 2.5363 | LR: 1.63e-04 | 5138.7ms/step | 11.7 samples/s
+Step 31250/50462 | Loss: 2.5174 | LR: 1.63e-04 | 5142.0ms/step | 11.7 samples/s
+Validation at step 31250: Loss = 2.5350, Perplexity = 12.62
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-31250
+Step 31260/50462 | Loss: 2.5199 | LR: 1.63e-04 | 9946.1ms/step | 6.0 samples/s
+Step 31270/50462 | Loss: 2.5336 | LR: 1.62e-04 | 5154.0ms/step | 11.6 samples/s
+Step 31280/50462 | Loss: 2.5056 | LR: 1.62e-04 | 5152.6ms/step | 11.6 samples/s
+Step 31290/50462 | Loss: 2.5165 | LR: 1.62e-04 | 5146.2ms/step | 11.7 samples/s
+Step 31300/50462 | Loss: 2.5397 | LR: 1.62e-04 | 5151.8ms/step | 11.6 samples/s
+Step 31310/50462 | Loss: 2.5255 | LR: 1.62e-04 | 5144.0ms/step | 11.7 samples/s
+Step 31320/50462 | Loss: 2.5186 | LR: 1.62e-04 | 5149.4ms/step | 11.7 samples/s
+Step 31330/50462 | Loss: 2.5165 | LR: 1.62e-04 | 5142.6ms/step | 11.7 samples/s
+Step 31340/50462 | Loss: 2.5136 | LR: 1.61e-04 | 5150.0ms/step | 11.7 samples/s
+Step 31350/50462 | Loss: 2.5411 | LR: 1.61e-04 | 5145.7ms/step | 11.7 samples/s
+Step 31360/50462 | Loss: 2.5102 | LR: 1.61e-04 | 5143.5ms/step | 11.7 samples/s
+Step 31370/50462 | Loss: 2.5493 | LR: 1.61e-04 | 5148.8ms/step | 11.7 samples/s
+Step 31380/50462 | Loss: 2.5335 | LR: 1.61e-04 | 5146.7ms/step | 11.7 samples/s
+Step 31390/50462 | Loss: 2.5218 | LR: 1.61e-04 | 5151.1ms/step | 11.6 samples/s
+Step 31400/50462 | Loss: 2.5431 | LR: 1.60e-04 | 5144.5ms/step | 11.7 samples/s
+Step 31410/50462 | Loss: 2.5111 | LR: 1.60e-04 | 5140.9ms/step | 11.7 samples/s
+Step 31420/50462 | Loss: 2.5354 | LR: 1.60e-04 | 5142.9ms/step | 11.7 samples/s
+Step 31430/50462 | Loss: 2.5124 | LR: 1.60e-04 | 5144.6ms/step | 11.7 samples/s
+Step 31440/50462 | Loss: 2.5088 | LR: 1.60e-04 | 5146.5ms/step | 11.7 samples/s
+Step 31450/50462 | Loss: 2.5154 | LR: 1.60e-04 | 5140.7ms/step | 11.7 samples/s
+Step 31460/50462 | Loss: 2.5273 | LR: 1.60e-04 | 5144.6ms/step | 11.7 samples/s
+Step 31470/50462 | Loss: 2.4992 | LR: 1.59e-04 | 5144.1ms/step | 11.7 samples/s
+Step 31480/50462 | Loss: 2.5265 | LR: 1.59e-04 | 5151.3ms/step | 11.6 samples/s
+Step 31490/50462 | Loss: 2.5165 | LR: 1.59e-04 | 5153.1ms/step | 11.6 samples/s
+Step 31500/50462 | Loss: 2.5075 | LR: 1.59e-04 | 5142.7ms/step | 11.7 samples/s
+Validation at step 31500: Loss = 2.5343, Perplexity = 12.61
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-31500
+Step 31510/50462 | Loss: 2.5341 | LR: 1.59e-04 | 9943.6ms/step | 6.0 samples/s
+Step 31520/50462 | Loss: 2.5090 | LR: 1.59e-04 | 5138.3ms/step | 11.7 samples/s
+Step 31530/50462 | Loss: 2.5263 | LR: 1.59e-04 | 5144.1ms/step | 11.7 samples/s
+Step 31540/50462 | Loss: 2.5157 | LR: 1.58e-04 | 5142.4ms/step | 11.7 samples/s
+Step 31550/50462 | Loss: 2.5256 | LR: 1.58e-04 | 5130.8ms/step | 11.7 samples/s
+Step 31560/50462 | Loss: 2.5026 | LR: 1.58e-04 | 5141.4ms/step | 11.7 samples/s
+Step 31570/50462 | Loss: 2.5285 | LR: 1.58e-04 | 5137.0ms/step | 11.7 samples/s
+Step 31580/50462 | Loss: 2.5375 | LR: 1.58e-04 | 5137.4ms/step | 11.7 samples/s
+Step 31590/50462 | Loss: 2.5116 | LR: 1.58e-04 | 5140.3ms/step | 11.7 samples/s
+Step 31600/50462 | Loss: 2.5131 | LR: 1.58e-04 | 5131.6ms/step | 11.7 samples/s
+Step 31610/50462 | Loss: 2.5202 | LR: 1.57e-04 | 5141.6ms/step | 11.7 samples/s
+Step 31620/50462 | Loss: 2.5300 | LR: 1.57e-04 | 5139.8ms/step | 11.7 samples/s
+Step 31630/50462 | Loss: 2.5382 | LR: 1.57e-04 | 5134.2ms/step | 11.7 samples/s
+Step 31640/50462 | Loss: 2.5199 | LR: 1.57e-04 | 5134.2ms/step | 11.7 samples/s
+Step 31650/50462 | Loss: 2.5267 | LR: 1.57e-04 | 5141.9ms/step | 11.7 samples/s
+Step 31660/50462 | Loss: 2.5279 | LR: 1.57e-04 | 5134.7ms/step | 11.7 samples/s
+Step 31670/50462 | Loss: 2.5177 | LR: 1.57e-04 | 5137.8ms/step | 11.7 samples/s
+Step 31680/50462 | Loss: 2.5320 | LR: 1.56e-04 | 5138.7ms/step | 11.7 samples/s
+Step 31690/50462 | Loss: 2.5197 | LR: 1.56e-04 | 5144.9ms/step | 11.7 samples/s
+Step 31700/50462 | Loss: 2.5384 | LR: 1.56e-04 | 5141.6ms/step | 11.7 samples/s
+Step 31710/50462 | Loss: 2.5334 | LR: 1.56e-04 | 5143.4ms/step | 11.7 samples/s
+Step 31720/50462 | Loss: 2.5329 | LR: 1.56e-04 | 5139.4ms/step | 11.7 samples/s
+Step 31730/50462 | Loss: 2.5299 | LR: 1.56e-04 | 5140.3ms/step | 11.7 samples/s
+Step 31740/50462 | Loss: 2.5305 | LR: 1.55e-04 | 5137.7ms/step | 11.7 samples/s
+Step 31750/50462 | Loss: 2.4836 | LR: 1.55e-04 | 5130.3ms/step | 11.7 samples/s
+Validation at step 31750: Loss = 2.5330, Perplexity = 12.59
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-31750
+Step 31760/50462 | Loss: 2.5261 | LR: 1.55e-04 | 9947.7ms/step | 6.0 samples/s
+Step 31770/50462 | Loss: 2.5266 | LR: 1.55e-04 | 5145.3ms/step | 11.7 samples/s
+Step 31780/50462 | Loss: 2.5081 | LR: 1.55e-04 | 5149.0ms/step | 11.7 samples/s
+Step 31790/50462 | Loss: 2.5100 | LR: 1.55e-04 | 5151.0ms/step | 11.6 samples/s
+Step 31800/50462 | Loss: 2.5277 | LR: 1.55e-04 | 5144.3ms/step | 11.7 samples/s
+Step 31810/50462 | Loss: 2.4963 | LR: 1.54e-04 | 5148.3ms/step | 11.7 samples/s
+Step 31820/50462 | Loss: 2.5122 | LR: 1.54e-04 | 5151.3ms/step | 11.6 samples/s
+Step 31830/50462 | Loss: 2.5154 | LR: 1.54e-04 | 5150.8ms/step | 11.6 samples/s
+Step 31840/50462 | Loss: 2.5283 | LR: 1.54e-04 | 5145.3ms/step | 11.7 samples/s
+Step 31850/50462 | Loss: 2.4963 | LR: 1.54e-04 | 5145.5ms/step | 11.7 samples/s
+Step 31860/50462 | Loss: 2.5295 | LR: 1.54e-04 | 5147.2ms/step | 11.7 samples/s
+Step 31870/50462 | Loss: 2.5388 | LR: 1.54e-04 | 5149.5ms/step | 11.7 samples/s
+Step 31880/50462 | Loss: 2.5248 | LR: 1.53e-04 | 5154.4ms/step | 11.6 samples/s
+Step 31890/50462 | Loss: 2.5228 | LR: 1.53e-04 | 5153.6ms/step | 11.6 samples/s
+Step 31900/50462 | Loss: 2.5279 | LR: 1.53e-04 | 5152.8ms/step | 11.6 samples/s
+Step 31910/50462 | Loss: 2.5341 | LR: 1.53e-04 | 5150.9ms/step | 11.6 samples/s
+Step 31920/50462 | Loss: 2.5112 | LR: 1.53e-04 | 5144.5ms/step | 11.7 samples/s
+Step 31930/50462 | Loss: 2.5328 | LR: 1.53e-04 | 5149.8ms/step | 11.7 samples/s
+Step 31940/50462 | Loss: 2.5061 | LR: 1.53e-04 | 5142.5ms/step | 11.7 samples/s
+Step 31950/50462 | Loss: 2.5239 | LR: 1.52e-04 | 5152.1ms/step | 11.6 samples/s
+Step 31960/50462 | Loss: 2.5142 | LR: 1.52e-04 | 5149.9ms/step | 11.7 samples/s
+Step 31970/50462 | Loss: 2.5299 | LR: 1.52e-04 | 5145.2ms/step | 11.7 samples/s
+Step 31980/50462 | Loss: 2.5221 | LR: 1.52e-04 | 5149.0ms/step | 11.7 samples/s
+Step 31990/50462 | Loss: 2.5190 | LR: 1.52e-04 | 5144.5ms/step | 11.7 samples/s
+Step 32000/50462 | Loss: 2.5284 | LR: 1.52e-04 | 5153.6ms/step | 11.6 samples/s
+Validation at step 32000: Loss = 2.5319, Perplexity = 12.58
+Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-32000
+Step 32010/50462 | Loss: 2.5123 | LR: 1.52e-04 | 9971.0ms/step | 6.0 samples/s
+Step 32020/50462 | Loss: 2.5099 | LR: 1.51e-04 | 5139.9ms/step | 11.7 samples/s
+Step 32030/50462 | Loss: 2.5202 | LR: 1.51e-04 | 5149.4ms/step | 11.7 samples/s
+Step 32040/50462 | Loss: 2.5107 | LR: 1.51e-04 | 5146.4ms/step | 11.7 samples/s
+Step 32050/50462 | Loss: 2.4930 | LR: 1.51e-04 | 5146.7ms/step | 11.7 samples/s
+Step 32060/50462 | Loss: 2.5326 | LR: 1.51e-04 | 5149.2ms/step | 11.7 samples/s
+Step 32070/50462 | Loss: 2.5345 | LR: 1.51e-04 | 5152.7ms/step | 11.6 samples/s
+Step 32080/50462 | Loss: 2.5027 | LR: 1.51e-04 | 5149.6ms/step | 11.7 samples/s
+Step 32090/50462 | Loss: 2.5296 | LR: 1.50e-04 | 5146.0ms/step | 11.7 samples/s
+Step 32100/50462 | Loss: 2.5338 | LR: 1.50e-04 | 5149.3ms/step | 11.7 samples/s
+Step 32110/50462 | Loss: 2.5115 | LR: 1.50e-04 | 5148.1ms/step | 11.7 samples/s
+Step 32120/50462 | Loss: 2.5324 | LR: 1.50e-04 | 5144.5ms/step | 11.7 samples/s
+Step 32130/50462 | Loss: 2.4905 | LR: 1.50e-04 | 5148.7ms/step | 11.7 samples/s
diff --git a/epfl_final/SparseAtt/wandb/run-20260826_034845-rgmkfpnl/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260826_034845-rgmkfpnl/files/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0c3e38c4cce87cb53d52f45f6ac8cbf8688a7d92
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260826_034845-rgmkfpnl/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
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+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-20260826_034845-rgmkfpnl/files/wandb-metadata.json b/epfl_final/SparseAtt/wandb/run-20260826_034845-rgmkfpnl/files/wandb-metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..f011f80ec4ec3f160bf65014b8df1becfb21f1eb
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260826_034845-rgmkfpnl/files/wandb-metadata.json
@@ -0,0 +1,51 @@
+{
+  "os":  "Linux-6.8.0-124-generic-x86_64-with-glibc2.35",
+  "python":  "CPython 3.13.13",
+  "startedAt":  "2026-08-26T03:48:45.664626Z",
+  "args":  [
+    "--config",
+    "configs/p2_1p2b_dense_seed70_2gpu.json"
+  ],
+  "program":  "/mloscratch/homes/navasard/sparse/SparseAtt/train.py",
+  "codePath":  "train.py",
+  "codePathLocal":  "train.py",
+  "git":  {
+    "remote":  "https://github.com/rubentium/SparseAtt.git",
+    "commit":  "8f862f749eb4d5c17f688eb1562235e3fe5b2550"
+  },
+  "email":  "ruben.navasardyan@mail.utoronto.ca",
+  "root":  "/mloscratch/homes/navasard/sparse/SparseAtt",
+  "host":  "h100-workspace-2-gpu-0-19",
+  "executable":  "/mloscratch/homes/navasard/conda/bin/python3.13",
+  "cpu_count":  96,
+  "cpu_count_logical":  192,
+  "gpu":  "NVIDIA H100 80GB HBM3",
+  "gpu_count":  2,
+  "disk":  {
+    "/":  {
+      "total":  "9374931091456",
+      "used":  "6504904605696"
+    }
+  },
+  "memory":  {
+    "total":  "1623005732864"
+  },
+  "gpu_nvidia":  [
+    {
+      "name":  "NVIDIA H100 80GB HBM3",
+      "memoryTotal":  "85520809984",
+      "cudaCores":  16896,
+      "architecture":  "Hopper",
+      "uuid":  "GPU-fd3a94c5-cb60-deec-b7e0-5ab205a565ca"
+    },
+    {
+      "name":  "NVIDIA H100 80GB HBM3",
+      "memoryTotal":  "85520809984",
+      "cudaCores":  16896,
+      "architecture":  "Hopper",
+      "uuid":  "GPU-af79466d-4300-4171-b5bd-7697eca27264"
+    }
+  ],
+  "cudaVersion":  "13.0",
+  "writerId":  "2jvz4bo069w92gp14il4hh1rqmghk647"
+}
\ No newline at end of file
diff --git a/epfl_final/SparseAtt/wandb/run-20260826_034845-rgmkfpnl/logs/debug-internal.log b/epfl_final/SparseAtt/wandb/run-20260826_034845-rgmkfpnl/logs/debug-internal.log
new file mode 100644
index 0000000000000000000000000000000000000000..715016f3e91011202e5cba913ee27d6281dddc53
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260826_034845-rgmkfpnl/logs/debug-internal.log
@@ -0,0 +1,2873 @@
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diff --git a/epfl_final/SparseAtt/wandb/run-20260826_034845-rgmkfpnl/logs/debug.log b/epfl_final/SparseAtt/wandb/run-20260826_034845-rgmkfpnl/logs/debug.log
new file mode 100644
index 0000000000000000000000000000000000000000..f3f2dd4e07ae2468c03d4d79fcb5c349de95bb4c
--- /dev/null
+++ b/epfl_final/SparseAtt/wandb/run-20260826_034845-rgmkfpnl/logs/debug.log
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