[2026-09-08 10:08:41] queue out/queue/paper_mlp_1m.txt started, pid 11301
[2026-09-08 10:08:41] start [1]: .venv/bin/python scripts/train_paper_mlp.py --steps 1000000 --out out/paper_mlp_1m
[10:08:42] 45 checkpoints to 1000000 steps on 1000 digits, depth 4 (3 hidden layers)
[10:08:43]   plain step      0: train 0.111 test 0.094 mse 1.064e-01 (1s)
[10:08:44]   plain step    100: train 0.999 test 0.913 mse 3.880e-03 (1s)
[10:08:51]   plain step   3000: train 1.000 test 0.913 mse 5.508e-05 (8s)
[10:09:57]   plain step  30000: train 1.000 test 0.899 mse 5.319e-08 (75s)
[10:51:35]   plain step 1000000: train 1.000 test 0.882 mse 3.373e-09 (2572s)
[10:51:37] plain: wrote 45 checkpoints; train 1.000 test 0.882 (2574s)
[10:51:37]   res step      0: train 0.128 test 0.113 mse 1.277e-01 (0s)
[10:51:38]   res step    100: train 0.999 test 0.911 mse 4.859e-03 (1s)
[10:51:48]   res step   3000: train 1.000 test 0.910 mse 9.489e-06 (12s)
[10:53:19]   res step  30000: train 1.000 test 0.859 mse 4.173e-07 (102s)
[11:38:21]   res step 1000000: train 0.997 test 0.802 mse 6.136e-04 (2805s)
[11:38:23] res: wrote 45 checkpoints; train 0.997 test 0.802 (2807s)
[2026-09-08 11:38:24] exit [1]: status 0 after 5383s
[2026-09-08 11:38:24] queue finished: 1 commands