Add files using upload-large-folder tool

.gitattributes

@@ -58,3 +58,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
+__pycache__/Changed_MLR_All_Strategies.cpython-312.pyc filter=lfs diff=lfs merge=lfs -text

hard_coded_param/strat1_pct10.json

@@ -0,0 +1,8 @@
+{
+  "head_lr": 1e-3,
+  "encoder_lr": 1e-3,
+  "weight_decay": 1e-4,
+  "dropout_p": 0.2,
+  "tmax": 6,
+  "entropy_lr": 2e-05
+}

hard_coded_param/strat3_pct10.json

@@ -0,0 +1,8 @@
+{
+  "head_lr": 2e-3,
+  "encoder_lr": 2e-4,
+  "weight_decay": 2e-3,
+  "dropout_p": 0.3,
+  "tmax": 6,
+  "entropy_lr": 2e-04
+}

requirements_runpod.txt

@@ -0,0 +1,13 @@
+# Use this with a RunPod PyTorch image that already includes torch/torchvision + CUDA.
+# This avoids wasting setup time reinstalling large GPU wheels.
+
+numpy>=1.24.0
+scipy>=1.10.0
+pillow>=10.0.0
+tqdm>=4.66.0
+matplotlib>=3.8.0
+pandas>=2.2.0
+openpyxl>=3.1.0
+optuna>=3.6.0
+segmentation-models-pytorch>=0.5.0
+timm>=1.0.0

runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=32/pct_50/norm_stats_BUSI_with_classes_stratified_80_10_10_50pct.json

@@ -0,0 +1,266 @@
+{
+  "global_mean": 85.12605579417583,
+  "global_std": 56.68613974260357,
+  "total_pixels": 244630659,
+  "num_images": 258,
+  "filenames": [
+    "BUSI_0034_B.png",
+    "BUSI_0155_M.png",
+    "BUSI_0005_M.png",
+    "BUSI_0260_B.png",
+    "BUSI_0386_B.png",
+    "BUSI_0280_B.png",
+    "BUSI_0047_B.png",
+    "BUSI_0222_B.png",
+    "BUSI_0205_B.png",
+    "BUSI_0403_B.png",
+    "BUSI_0133_B.png",
+    "BUSI_0016_B.png",
+    "BUSI_0105_M.png",
+    "BUSI_0220_B.png",
+    "BUSI_0066_B.png",
+    "BUSI_0060_B.png",
+    "BUSI_0351_B.png",
+    "BUSI_0029_M.png",
+    "BUSI_0287_B.png",
+    "BUSI_0046_M.png",
+    "BUSI_0123_B.png",
+    "BUSI_0359_B.png",
+    "BUSI_0215_B.png",
+    "BUSI_0377_B.png",
+    "BUSI_0029_B.png",
+    "BUSI_0158_M.png",
+    "BUSI_0375_B.png",
+    "BUSI_0221_B.png",
+    "BUSI_0120_B.png",
+    "BUSI_0404_B.png",
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+    "BUSI_0106_M.png",
+    "BUSI_0030_B.png",
+    "BUSI_0407_B.png",
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+    "BUSI_0092_B.png",
+    "BUSI_0112_M.png",
+    "BUSI_0177_M.png",
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+    "BUSI_0206_B.png",
+    "BUSI_0239_B.png",
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+    "BUSI_0396_B.png",
+    "BUSI_0207_B.png",
+    "BUSI_0158_B.png",
+    "BUSI_0160_B.png",
+    "BUSI_0091_B.png",
+    "BUSI_0090_M.png",
+    "BUSI_0035_B.png",
+    "BUSI_0281_B.png",
+    "BUSI_0410_B.png",
+    "BUSI_0322_B.png",
+    "BUSI_0236_B.png",
+    "BUSI_0385_B.png",
+    "BUSI_0193_M.png",
+    "BUSI_0388_B.png",
+    "BUSI_0144_M.png",
+    "BUSI_0293_B.png",
+    "BUSI_0088_M.png",
+    "BUSI_0052_B.png",
+    "BUSI_0346_B.png",
+    "BUSI_0262_B.png",
+    "BUSI_0408_B.png",
+    "BUSI_0146_M.png",
+    "BUSI_0309_B.png",
+    "BUSI_0083_B.png",
+    "BUSI_0190_B.png",
+    "BUSI_0426_B.png",
+    "BUSI_0019_B.png",
+    "BUSI_0274_B.png",
+    "BUSI_0162_M.png",
+    "BUSI_0179_M.png",
+    "BUSI_0078_B.png",
+    "BUSI_0328_B.png",
+    "BUSI_0001_M.png",
+    "BUSI_0301_B.png",
+    "BUSI_0109_M.png",
+    "BUSI_0011_B.png",
+    "BUSI_0063_B.png",
+    "BUSI_0360_B.png",
+    "BUSI_0114_B.png",
+    "BUSI_0430_B.png",
+    "BUSI_0391_B.png",
+    "BUSI_0133_M.png",
+    "BUSI_0188_M.png",
+    "BUSI_0424_B.png",
+    "BUSI_0179_B.png",
+    "BUSI_0390_B.png",
+    "BUSI_0030_M.png",
+    "BUSI_0235_B.png",
+    "BUSI_0065_M.png",
+    "BUSI_0101_M.png",
+    "BUSI_0355_B.png",
+    "BUSI_0053_M.png",
+    "BUSI_0203_B.png",
+    "BUSI_0007_B.png",
+    "BUSI_0344_B.png",
+    "BUSI_0129_B.png",
+    "BUSI_0271_B.png",
+    "BUSI_0252_B.png",
+    "BUSI_0296_B.png",
+    "BUSI_0183_M.png",
+    "BUSI_0310_B.png",
+    "BUSI_0409_B.png",
+    "BUSI_0041_M.png",
+    "BUSI_0092_M.png",
+    "BUSI_0273_B.png",
+    "BUSI_0206_M.png",
+    "BUSI_0024_M.png",
+    "BUSI_0015_B.png",
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+    "BUSI_0055_B.png",
+    "BUSI_0094_B.png",
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+    "BUSI_0032_M.png",
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+    "BUSI_0027_B.png",
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+    "BUSI_0169_B.png",
+    "BUSI_0157_B.png",
+    "BUSI_0058_B.png",
+    "BUSI_0231_B.png",
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+    "BUSI_0020_M.png",
+    "BUSI_0182_B.png",
+    "BUSI_0397_B.png",
+    "BUSI_0045_M.png",
+    "BUSI_0138_M.png",
+    "BUSI_0036_M.png",
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+    "BUSI_0137_B.png",
+    "BUSI_0205_M.png",
+    "BUSI_0107_M.png",
+    "BUSI_0044_M.png",
+    "BUSI_0213_B.png",
+    "BUSI_0070_B.png",
+    "BUSI_0295_B.png",
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+    "BUSI_0039_M.png",
+    "BUSI_0421_B.png",
+    "BUSI_0174_B.png",
+    "BUSI_0416_B.png",
+    "BUSI_0124_M.png",
+    "BUSI_0428_B.png",
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+    "BUSI_0045_B.png",
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+    "BUSI_0272_B.png",
+    "BUSI_0405_B.png",
+    "BUSI_0425_B.png",
+    "BUSI_0212_B.png",
+    "BUSI_0156_M.png",
+    "BUSI_0339_B.png",
+    "BUSI_0160_M.png",
+    "BUSI_0204_M.png",
+    "BUSI_0082_B.png",
+    "BUSI_0070_M.png",
+    "BUSI_0061_M.png",
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+    "BUSI_0241_B.png",
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+    "BUSI_0292_B.png",
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+    "BUSI_0005_B.png",
+    "BUSI_0012_M.png",
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+    "BUSI_0025_B.png",
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+    "BUSI_0018_B.png",
+    "BUSI_0202_M.png",
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+    "BUSI_0184_M.png",
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+    "BUSI_0113_B.png",
+    "BUSI_0246_B.png",
+    "BUSI_0014_M.png",
+    "BUSI_0245_B.png",
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+    "BUSI_0031_B.png",
+    "BUSI_0365_B.png",
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+    "BUSI_0242_B.png",
+    "BUSI_0370_B.png",
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+    "BUSI_0035_M.png",
+    "BUSI_0240_B.png",
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+    "BUSI_0065_B.png",
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+    "BUSI_0181_M.png",
+    "BUSI_0353_B.png",
+    "BUSI_0038_M.png",
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+    "BUSI_0051_B.png",
+    "BUSI_0308_B.png",
+    "BUSI_0368_B.png",
+    "BUSI_0084_B.png",
+    "BUSI_0072_M.png",
+    "BUSI_0197_M.png",
+    "BUSI_0329_B.png",
+    "BUSI_0174_M.png",
+    "BUSI_0196_M.png",
+    "BUSI_0169_M.png",
+    "BUSI_0101_B.png",
+    "BUSI_0086_M.png",
+    "BUSI_0317_B.png",
+    "BUSI_0077_M.png",
+    "BUSI_0193_B.png",
+    "BUSI_0031_M.png"
+  ]
+}

runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=32/pct_50/strategy_3/final/best_params.json

@@ -0,0 +1,8 @@
+{
+  "head_lr": 0.002,
+  "encoder_lr": 0.0002,
+  "weight_decay": 0.002,
+  "dropout_p": 0.3,
+  "tmax": 6,
+  "entropy_lr": 0.0002
+}

runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=32/pct_50/strategy_3/final/checkpoints/epoch_0030.pt.meta.json

@@ -0,0 +1,39 @@
+{
+  "checkpoint_path": "/workspace/runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=32/pct_50/strategy_3/final/checkpoints/epoch_0030.pt",
+  "run_type": "final",
+  "epoch": 30,
+  "strategy": 3,
+  "dataset_percent": 0.5,
+  "backbone_family": "smp",
+  "saved_keys": [
+    "alpha_optimizer_state_dict",
+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "log_alpha",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "scheduler_state_dict": true,
+    "scaler_state_dict": false,
+    "log_alpha": true,
+    "alpha_optimizer_state_dict": true,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "patience_counter": true,
+    "elapsed_seconds": true,
+    "run_config": true,
+    "epoch_metrics": true,
+    "resume_source": false
+  }
+}

runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=32/pct_50/strategy_3/final/checkpoints/epoch_0040.pt.meta.json

@@ -0,0 +1,39 @@
+{
+  "checkpoint_path": "/workspace/runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=32/pct_50/strategy_3/final/checkpoints/epoch_0040.pt",
+  "run_type": "final",
+  "epoch": 40,
+  "strategy": 3,
+  "dataset_percent": 0.5,
+  "backbone_family": "smp",
+  "saved_keys": [
+    "alpha_optimizer_state_dict",
+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "log_alpha",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "scheduler_state_dict": true,
+    "scaler_state_dict": false,
+    "log_alpha": true,
+    "alpha_optimizer_state_dict": true,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "patience_counter": true,
+    "elapsed_seconds": true,
+    "run_config": true,
+    "epoch_metrics": true,
+    "resume_source": false
+  }
+}

runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=32/pct_50/strategy_3/final/checkpoints/epoch_0050.pt.meta.json

@@ -0,0 +1,39 @@
+{
+  "checkpoint_path": "/workspace/runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=32/pct_50/strategy_3/final/checkpoints/epoch_0050.pt",
+  "run_type": "final",
+  "epoch": 50,
+  "strategy": 3,
+  "dataset_percent": 0.5,
+  "backbone_family": "smp",
+  "saved_keys": [
+    "alpha_optimizer_state_dict",
+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "log_alpha",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "scheduler_state_dict": true,
+    "scaler_state_dict": false,
+    "log_alpha": true,
+    "alpha_optimizer_state_dict": true,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "patience_counter": true,
+    "elapsed_seconds": true,
+    "run_config": true,
+    "epoch_metrics": true,
+    "resume_source": false
+  }
+}

runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=32/pct_50/strategy_3/final/checkpoints/epoch_0060.pt.meta.json

@@ -0,0 +1,39 @@
+{
+  "checkpoint_path": "/workspace/runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=32/pct_50/strategy_3/final/checkpoints/epoch_0060.pt",
+  "run_type": "final",
+  "epoch": 60,
+  "strategy": 3,
+  "dataset_percent": 0.5,
+  "backbone_family": "smp",
+  "saved_keys": [
+    "alpha_optimizer_state_dict",
+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "log_alpha",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "scheduler_state_dict": true,
+    "scaler_state_dict": false,
+    "log_alpha": true,
+    "alpha_optimizer_state_dict": true,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "patience_counter": true,
+    "elapsed_seconds": true,
+    "run_config": true,
+    "epoch_metrics": true,
+    "resume_source": false
+  }
+}

runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=32/pct_50/strategy_3/final/checkpoints/epoch_0070.pt.meta.json

@@ -0,0 +1,39 @@
+{
+  "checkpoint_path": "/workspace/runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=32/pct_50/strategy_3/final/checkpoints/epoch_0070.pt",
+  "run_type": "final",
+  "epoch": 70,
+  "strategy": 3,
+  "dataset_percent": 0.5,
+  "backbone_family": "smp",
+  "saved_keys": [
+    "alpha_optimizer_state_dict",
+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "log_alpha",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "scheduler_state_dict": true,
+    "scaler_state_dict": false,
+    "log_alpha": true,
+    "alpha_optimizer_state_dict": true,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "patience_counter": true,
+    "elapsed_seconds": true,
+    "run_config": true,
+    "epoch_metrics": true,
+    "resume_source": false
+  }
+}

runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=32/pct_50/strategy_3/final/checkpoints/epoch_0080.pt.meta.json

@@ -0,0 +1,39 @@
+{
+  "checkpoint_path": "/workspace/runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=32/pct_50/strategy_3/final/checkpoints/epoch_0080.pt",
+  "run_type": "final",
+  "epoch": 80,
+  "strategy": 3,
+  "dataset_percent": 0.5,
+  "backbone_family": "smp",
+  "saved_keys": [
+    "alpha_optimizer_state_dict",
+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "log_alpha",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "scheduler_state_dict": true,
+    "scaler_state_dict": false,
+    "log_alpha": true,
+    "alpha_optimizer_state_dict": true,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "patience_counter": true,
+    "elapsed_seconds": true,
+    "run_config": true,
+    "epoch_metrics": true,
+    "resume_source": false
+  }
+}

runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=32/pct_50/strategy_3/final/checkpoints/epoch_0090.pt.meta.json

@@ -0,0 +1,39 @@
+{
+  "checkpoint_path": "/workspace/runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=32/pct_50/strategy_3/final/checkpoints/epoch_0090.pt",
+  "run_type": "final",
+  "epoch": 90,
+  "strategy": 3,
+  "dataset_percent": 0.5,
+  "backbone_family": "smp",
+  "saved_keys": [
+    "alpha_optimizer_state_dict",
+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "log_alpha",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
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runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=32/pct_50/strategy_3/final/checkpoints/epoch_0100.pt.meta.json

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runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=32/pct_50/strategy_3/final/evaluation.json

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runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=32/pct_50/strategy_3/final/evaluation_summary.json

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runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=32/pct_50/strategy_3/final/run_config.json

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runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=32/pct_50/strategy_3/final/summary.json

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runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64/pct_50/norm_stats_BUSI_with_classes_stratified_80_10_10_50pct.json

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+    "BUSI_0109_M.png",
+    "BUSI_0011_B.png",
+    "BUSI_0063_B.png",
+    "BUSI_0360_B.png",
+    "BUSI_0114_B.png",
+    "BUSI_0430_B.png",
+    "BUSI_0391_B.png",
+    "BUSI_0133_M.png",
+    "BUSI_0188_M.png",
+    "BUSI_0424_B.png",
+    "BUSI_0179_B.png",
+    "BUSI_0390_B.png",
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+    "BUSI_0065_M.png",
+    "BUSI_0101_M.png",
+    "BUSI_0355_B.png",
+    "BUSI_0053_M.png",
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+    "BUSI_0007_B.png",
+    "BUSI_0344_B.png",
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+    "BUSI_0252_B.png",
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+    "BUSI_0409_B.png",
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+    "BUSI_0126_M.png",
+    "BUSI_0186_M.png",
+    "BUSI_0145_M.png",
+    "BUSI_0054_M.png",
+    "BUSI_0074_M.png",
+    "BUSI_0111_B.png",
+    "BUSI_0032_M.png",
+    "BUSI_0176_M.png",
+    "BUSI_0002_M.png",
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+    "BUSI_0027_B.png",
+    "BUSI_0109_B.png",
+    "BUSI_0389_B.png",
+    "BUSI_0088_B.png",
+    "BUSI_0169_B.png",
+    "BUSI_0157_B.png",
+    "BUSI_0058_B.png",
+    "BUSI_0231_B.png",
+    "BUSI_0166_B.png",
+    "BUSI_0098_M.png",
+    "BUSI_0020_M.png",
+    "BUSI_0182_B.png",
+    "BUSI_0397_B.png",
+    "BUSI_0045_M.png",
+    "BUSI_0138_M.png",
+    "BUSI_0036_M.png",
+    "BUSI_0380_B.png",
+    "BUSI_0137_B.png",
+    "BUSI_0205_M.png",
+    "BUSI_0107_M.png",
+    "BUSI_0044_M.png",
+    "BUSI_0213_B.png",
+    "BUSI_0070_B.png",
+    "BUSI_0295_B.png",
+    "BUSI_0173_B.png",
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+    "BUSI_0039_M.png",
+    "BUSI_0421_B.png",
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+    "BUSI_0124_M.png",
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+    "BUSI_0005_B.png",
+    "BUSI_0012_M.png",
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+    "BUSI_0018_B.png",
+    "BUSI_0202_M.png",
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+    "BUSI_0096_B.png",
+    "BUSI_0184_M.png",
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+    "BUSI_0113_B.png",
+    "BUSI_0246_B.png",
+    "BUSI_0014_M.png",
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+    "BUSI_0031_B.png",
+    "BUSI_0365_B.png",
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+    "BUSI_0023_B.png",
+    "BUSI_0242_B.png",
+    "BUSI_0370_B.png",
+    "BUSI_0367_B.png",
+    "BUSI_0035_M.png",
+    "BUSI_0240_B.png",
+    "BUSI_0148_M.png",
+    "BUSI_0064_B.png",
+    "BUSI_0435_B.png",
+    "BUSI_0373_B.png",
+    "BUSI_0065_B.png",
+    "BUSI_0312_B.png",
+    "BUSI_0164_B.png",
+    "BUSI_0049_B.png",
+    "BUSI_0181_M.png",
+    "BUSI_0353_B.png",
+    "BUSI_0038_M.png",
+    "BUSI_0356_B.png",
+    "BUSI_0159_B.png",
+    "BUSI_0049_M.png",
+    "BUSI_0051_B.png",
+    "BUSI_0308_B.png",
+    "BUSI_0368_B.png",
+    "BUSI_0084_B.png",
+    "BUSI_0072_M.png",
+    "BUSI_0197_M.png",
+    "BUSI_0329_B.png",
+    "BUSI_0174_M.png",
+    "BUSI_0196_M.png",
+    "BUSI_0169_M.png",
+    "BUSI_0101_B.png",
+    "BUSI_0086_M.png",
+    "BUSI_0317_B.png",
+    "BUSI_0077_M.png",
+    "BUSI_0193_B.png",
+    "BUSI_0031_M.png"
+  ]
+}

runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64/pct_50/strategy_3/final/evaluation_summary.json

@@ -0,0 +1,4 @@
+{
+  "mean_iou": 0.6765084862709045,
+  "mean_dice": 0.7636451721191406
+}

runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64/pct_50/strategy_3/final/low_iou_samples.csv

@@ -0,0 +1,5 @@
+sample_id
+BUSI_0224_B
+BUSI_0116_M
+BUSI_0207_M
+BUSI_0067_M

runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64_2actions/pct_50/norm_stats_BUSI_with_classes_stratified_80_10_10_50pct.json

@@ -0,0 +1,266 @@
+{
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+    "BUSI_0148_M.png",
+    "BUSI_0064_B.png",
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+    "BUSI_0373_B.png",
+    "BUSI_0065_B.png",
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+    "BUSI_0164_B.png",
+    "BUSI_0049_B.png",
+    "BUSI_0181_M.png",
+    "BUSI_0353_B.png",
+    "BUSI_0038_M.png",
+    "BUSI_0356_B.png",
+    "BUSI_0159_B.png",
+    "BUSI_0049_M.png",
+    "BUSI_0051_B.png",
+    "BUSI_0308_B.png",
+    "BUSI_0368_B.png",
+    "BUSI_0084_B.png",
+    "BUSI_0072_M.png",
+    "BUSI_0197_M.png",
+    "BUSI_0329_B.png",
+    "BUSI_0174_M.png",
+    "BUSI_0196_M.png",
+    "BUSI_0169_M.png",
+    "BUSI_0101_B.png",
+    "BUSI_0086_M.png",
+    "BUSI_0317_B.png",
+    "BUSI_0077_M.png",
+    "BUSI_0193_B.png",
+    "BUSI_0031_M.png"
+  ]
+}

runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64_2actions/pct_50/strategy_3/final/best_params.json

@@ -0,0 +1,8 @@
+{
+  "head_lr": 0.002,
+  "encoder_lr": 0.0002,
+  "weight_decay": 0.002,
+  "dropout_p": 0.3,
+  "tmax": 6,
+  "entropy_lr": 0.0002
+}

runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64_2actions/pct_50/strategy_3/final/checkpoints/best.pt.meta.json

@@ -0,0 +1,39 @@
+{
+  "checkpoint_path": "/workspace/runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64_2actions/pct_50/strategy_3/final/checkpoints/best.pt",
+  "run_type": "final",
+  "epoch": 80,
+  "strategy": 3,
+  "dataset_percent": 0.5,
+  "backbone_family": "smp",
+  "saved_keys": [
+    "alpha_optimizer_state_dict",
+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "log_alpha",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "scheduler_state_dict": true,
+    "scaler_state_dict": false,
+    "log_alpha": true,
+    "alpha_optimizer_state_dict": true,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "patience_counter": true,
+    "elapsed_seconds": true,
+    "run_config": true,
+    "epoch_metrics": true,
+    "resume_source": false
+  }
+}

runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64_2actions/pct_50/strategy_3/final/checkpoints/epoch_0010.pt.meta.json

@@ -0,0 +1,39 @@
+{
+  "checkpoint_path": "/workspace/runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64_2actions/pct_50/strategy_3/final/checkpoints/epoch_0010.pt",
+  "run_type": "final",
+  "epoch": 10,
+  "strategy": 3,
+  "dataset_percent": 0.5,
+  "backbone_family": "smp",
+  "saved_keys": [
+    "alpha_optimizer_state_dict",
+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "log_alpha",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "scheduler_state_dict": true,
+    "scaler_state_dict": false,
+    "log_alpha": true,
+    "alpha_optimizer_state_dict": true,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "patience_counter": true,
+    "elapsed_seconds": true,
+    "run_config": true,
+    "epoch_metrics": true,
+    "resume_source": false
+  }
+}

runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64_2actions/pct_50/strategy_3/final/checkpoints/epoch_0020.pt.meta.json

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runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64_2actions/pct_50/strategy_3/final/checkpoints/epoch_0030.pt.meta.json

@@ -0,0 +1,39 @@
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runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64_2actions/pct_50/strategy_3/final/checkpoints/epoch_0040.pt.meta.json

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runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64_2actions/pct_50/strategy_3/final/checkpoints/epoch_0050.pt.meta.json

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runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64_2actions/pct_50/strategy_3/final/checkpoints/epoch_0060.pt.meta.json

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runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64_2actions/pct_50/strategy_3/final/checkpoints/epoch_0070.pt.meta.json

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runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64_2actions/pct_50/strategy_3/final/checkpoints/epoch_0080.pt.meta.json

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runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64_2actions/pct_50/strategy_3/final/checkpoints/epoch_0090.pt.meta.json

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runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64_2actions/pct_50/strategy_3/final/checkpoints/epoch_0100.pt.meta.json

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runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64_2actions/pct_50/strategy_3/final/checkpoints/latest.pt.meta.json

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runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64_2actions/pct_50/strategy_3/final/evaluation.json

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runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64_2actions/pct_50/strategy_3/final/low_iou_samples.csv

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+sample_id
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runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64_2actions/pct_50/strategy_3/final/run_config.json

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runs/EfficientNet_Strategy3_NewHyperParameters_RunPod_Proj=64_2actions/pct_50/strategy_3/final/summary.json

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