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  1. .DS_Store +0 -0
  2. .gitattributes +1 -0
  3. BUSI_with_classes/.DS_Store +0 -0
  4. BUSI_with_classes/pipeline_check.json +0 -0
  5. __MACOSX/._BUSI_with_classes +0 -0
  6. __MACOSX/._dataset_splits_busi_with_classes_stratified.json +0 -0
  7. __MACOSX/._requirements_runpod.txt +0 -0
  8. __MACOSX/BUSI_with_classes/._.DS_Store +0 -0
  9. __MACOSX/BUSI_with_classes/._all_images +0 -0
  10. __MACOSX/BUSI_with_classes/._all_masks +0 -0
  11. __MACOSX/BUSI_with_classes/._pipeline_check.json +0 -0
  12. ablations/abl_ab0_control.py +0 -0
  13. ablations/abl_ab2_tmax1.py +0 -0
  14. ablations/abl_ab2_tmax10.py +0 -0
  15. ablations/abl_ab2_tmax4.py +0 -0
  16. ablations/abl_ab2_tmax6.py +0 -0
  17. ablations/abl_ab3_r1_only.py +0 -0
  18. ablations/abl_ab4_aux_only.py +0 -0
  19. ablations/abl_ab4_reward_only.py +0 -0
  20. ablations/abl_ab5_no_mcvar.py +0 -0
  21. ablations/abl_ab5_no_predentropy.py +0 -0
  22. ablations/abl_ab5_no_uncertainty.py +0 -0
  23. ablations/abl_ab6_no_multiscale.py +0 -0
  24. ablations/abl_ab8_minimal_state.py +0 -0
  25. dataset_splits_busi_with_classes_stratified.json +0 -0
  26. param_segformer/abl_ab2_tmax1.json +50 -0
  27. param_segformer/abl_ab2_tmax10.json +50 -0
  28. param_segformer/abl_ab2_tmax2.json +50 -0
  29. param_segformer/abl_ab2_tmax4.json +50 -0
  30. param_segformer/abl_ab2_tmax6.json +50 -0
  31. param_segformer/abl_ab3_r1_only.json +52 -0
  32. param_segformer/abl_ab3_r3_only.json +52 -0
  33. param_segformer/abl_ab4_aux_only.json +50 -0
  34. param_segformer/abl_ab4_reward_only.json +50 -0
  35. param_segformer/abl_ab5_no_uncertainty.json +50 -0
  36. param_segformer/best_params_strat2.json +13 -0
  37. param_segformer/best_params_strat3.json +50 -0
  38. param_unet/abl_ab2_tmax1.json +38 -0
  39. param_unet/abl_ab2_tmax10.json +38 -0
  40. param_unet/abl_ab2_tmax2.json +38 -0
  41. param_unet/abl_ab2_tmax4.json +38 -0
  42. param_unet/abl_ab2_tmax6.json +38 -0
  43. param_unet/abl_ab3_r1_only.json +39 -0
  44. param_unet/abl_ab3_r3_only.json +39 -0
  45. param_unet/abl_ab4_aux_only.json +41 -0
  46. param_unet/abl_ab4_reward_only.json +38 -0
  47. param_unet/abl_ab5_no_uncertainty.json +39 -0
  48. param_unet/best_params_strat2.json +13 -0
  49. param_unet/best_params_strat3.json +38 -0
  50. requirements_runpod.txt +13 -0
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31
+ "tmax": 6,
32
+ "weight_decay": 0.0016172900811143157,
33
+ "early_stopping_monitor": "auto",
34
+ "early_stopping_mode": "auto",
35
+ "early_stopping_min_delta": 0.0,
36
+ "early_stopping_start_epoch": 30,
37
+ "early_stopping_patience": 30
38
+ }
requirements_runpod.txt ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Use this with a RunPod PyTorch image that already includes torch/torchvision + CUDA.
2
+ # This avoids wasting setup time reinstalling large GPU wheels.
3
+
4
+ numpy>=1.24.0
5
+ scipy>=1.10.0
6
+ pillow>=10.0.0
7
+ tqdm>=4.66.0
8
+ matplotlib>=3.8.0
9
+ pandas>=2.2.0
10
+ openpyxl>=3.1.0
11
+ optuna>=3.6.0
12
+ segmentation-models-pytorch>=0.5.0
13
+ timm>=1.0.0