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resnet50
Best Validation Accuracy: 0.8933
Metadata
- Model Name:
resnet50 - Optimizer:
adamw - Scheduler:
cosine - Weight Decay:
0.0005 - Warmup Epochs:
3 - Patience:
10 - Amp:
True - Seed:
42 - Batch Size:
32 - Initial Lr:
0.0005 - Total Epochs Ran:
23 - Early Stopped:
True - Training Time Seconds:
54549.823322057724 - Num Parameters:
22067009 - Device:
NVIDIA A100-SXM4-40GB - Run Id:
resnet-tuned-sota
Training Configuration
- Epochs:
23 - Batch size:
32 - Learning rate (initial):
0.0005
Training Logs (Per Epoch)
| Epoch | Train Loss | Train Acc | Val Loss | Val Acc | LR |
|---|---|---|---|---|---|
| 1 | 0.3234 | 0.8624 | 0.2944 | 0.8783 | 0.000167 |
| 2 | 0.2762 | 0.8876 | 0.3729 | 0.8444 | 0.000333 |
| 3 | 0.2600 | 0.8955 | 0.4210 | 0.8333 | 0.000500 |
| 4 | 0.2325 | 0.9082 | 0.4866 | 0.8172 | 0.000500 |
| 5 | 0.2136 | 0.9169 | 0.3266 | 0.8844 | 0.000500 |
| 6 | 0.1992 | 0.9234 | 0.4922 | 0.8232 | 0.000498 |
| 7 | 0.1883 | 0.9283 | 0.3691 | 0.8651 | 0.000496 |
| 8 | 0.1794 | 0.9327 | 0.3691 | 0.8743 | 0.000492 |
| 9 | 0.1722 | 0.9354 | 0.3569 | 0.8720 | 0.000488 |
| 10 | 0.1640 | 0.9392 | 0.5330 | 0.8265 | 0.000482 |
| 11 | 0.1591 | 0.9410 | 0.3193 | 0.8854 | 0.000476 |
| 12 | 0.1543 | 0.9430 | 0.4663 | 0.8514 | 0.000469 |
| 13 | 0.1495 | 0.9444 | 0.3060 | 0.8933 | 0.000461 |
| 14 | 0.1430 | 0.9471 | 0.4198 | 0.8758 | 0.000452 |
| 15 | 0.1389 | 0.9491 | 0.3489 | 0.8885 | 0.000443 |
| 16 | 0.1347 | 0.9507 | 0.4273 | 0.8712 | 0.000432 |
| 17 | 0.1303 | 0.9521 | 0.4914 | 0.8585 | 0.000421 |
| 18 | 0.1273 | 0.9535 | 0.4911 | 0.8599 | 0.000409 |
| 19 | 0.1231 | 0.9554 | 0.4286 | 0.8658 | 0.000397 |
| 20 | 0.1190 | 0.9568 | 0.5047 | 0.8569 | 0.000384 |
| 21 | 0.1156 | 0.9579 | 0.4728 | 0.8651 | 0.000370 |
| 22 | 0.1118 | 0.9597 | 0.3897 | 0.8899 | 0.000356 |
| 23 | 0.1104 | 0.9599 | 0.5710 | 0.8513 | 0.000342 |
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