---
pid: 3228691
cwd: "/home/ubuntu/hpml_nyu"
command: "cd /home/ubuntu/hpml_nyu && source venv/bin/activate && PYTHONUNBUFFERED=1 python lab2.py --cuda --task c5 2>&1"
started_at: 2026-03-05T10:31:29.986Z
running_for_seconds: 135   
---
Device: cuda
ResNet-18 params: 11,173,962

============================================================
 C5: Optimizer Comparison
============================================================

  [SGD]
   Ep     Loss    Acc%  Train(s)  Total(s)
    1   2.1353  25.98%      5.73      6.74
    2   1.5751  41.53%      5.61      6.81
    3   1.3404  50.82%      5.72      6.80
    4   1.1142  60.08%      7.42      8.75
    5   0.9739  65.43%      9.71     11.47

  [SGD_NESTEROV]
   Ep     Loss    Acc%  Train(s)  Total(s)
    1   1.9066  33.69%      5.39      6.35
    2   1.3929  48.91%      5.39      6.37
    3   1.1329  59.16%      5.38      6.40
    4   0.9300  66.97%      5.39      6.36
    5   0.7943  72.10%      5.45      6.44

  [ADAM]
   Ep     Loss    Acc%  Train(s)  Total(s)
    1   2.2132  21.68%      6.05      7.18
    2   1.8489  28.71%      6.03      7.09
    3   1.8214  29.52%     11.86     14.01
    4   1.8208  29.86%     12.31     14.54
    5   1.8181  29.83%     12.28     14.56

============================================================
 C5 Summary: Optimizer Comparison (workers=4)
============================================================
  Optimizer        AvgLoss  AvgAcc%  AvgTrain(s)
  sgd               1.4278   48.77%         6.84
  sgd_nesterov      1.2313   56.17%         5.40
  adam              1.9045   27.92%         9.70

---
exit_code: 0
elapsed_ms: 136365
ended_at: 2026-03-05T10:33:46.351Z
---