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report_for_15pct.md

@@ -0,0 +1,98 @@
+# 15% Repeated-Holdout Report
+
+Comparison of `strategy_3` vs `strategy_2` on `split_001`, across matched repeats `01`–`03`, using **test** metrics from:
+
+- [pct_015 split_001](/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_015)
+
+Paired comparisons were done within each repeat on matched `per_sample[].sample_id`.
+
+## Setup
+
+- Split: `001`
+- Percent: `15%`
+- Repeats: `3`
+- Samples per repeat:
+  - `65` paired test samples for most metrics
+  - `hd95` uses finite paired values only, so `n` is slightly smaller in some repeats
+- Interpretation:
+  - Positive gain means `strategy_3` is better
+  - For `hd95`, lower is better, so positive beneficial gain means `strategy_3` reduced `hd95`
+
+## Per-Repeat All-Metric Results
+
+### Repeat 01
+
+| Metric | n | S2 test mean | S3 test mean | Beneficial gain | t p | Wilcoxon p | Cohen dz | Verdict |
+|---|---:|---:|---:|---:|---:|---:|---:|---|
+| `biou` | 65 | 0.1112 | 0.1273 | +0.0160 | 0.0630 | 0.0166 | +0.235 | Mild positive signal |
+| `dice` | 65 | 0.7066 | 0.7082 | +0.0017 | 0.8080 | 0.4261 | +0.030 | Negligible |
+| `hd95` | 64 | NA | NA | +1.3167 | 0.1591 | 0.1885 | +0.178 | No clear difference |
+| `iou` | 65 | 0.6126 | 0.6178 | +0.0052 | 0.4839 | 0.3920 | +0.087 | Small positive, not significant |
+| `ppv` | 65 | 0.7720 | 0.7893 | +0.0173 | 0.0073 | 0.0196 | +0.344 | Significant positive |
+| `sen` | 65 | 0.7290 | 0.7200 | -0.0090 | 0.1938 | 0.0864 | -0.163 | Slight negative tendency |
+
+### Repeat 02
+
+| Metric | n | S2 test mean | S3 test mean | Beneficial gain | t p | Wilcoxon p | Cohen dz | Verdict |
+|---|---:|---:|---:|---:|---:|---:|---:|---|
+| `biou` | 65 | 0.1330 | 0.1278 | -0.0053 | 0.4646 | 0.3126 | -0.091 | No clear difference |
+| `dice` | 65 | 0.7376 | 0.7444 | +0.0068 | 0.1233 | 0.0698 | +0.194 | Positive tendency |
+| `hd95` | 64 | NA | 15.4551 | +0.3862 | 0.2359 | 0.4158 | +0.150 | No clear difference |
+| `iou` | 65 | 0.6429 | 0.6478 | +0.0049 | 0.3429 | 0.1515 | +0.119 | Small positive, not significant |
+| `ppv` | 65 | 0.8238 | 0.7988 | -0.0250 | <0.0001 | <0.0001 | -0.789 | Significant negative |
+| `sen` | 65 | 0.7363 | 0.7706 | +0.0343 | <0.0001 | <0.0001 | +1.052 | Significant positive |
+
+### Repeat 03
+
+| Metric | n | S2 test mean | S3 test mean | Beneficial gain | t p | Wilcoxon p | Cohen dz | Verdict |
+|---|---:|---:|---:|---:|---:|---:|---:|---|
+| `biou` | 65 | 0.0935 | 0.1288 | +0.0353 | 0.0005 | <0.0001 | +0.456 | Significant positive |
+| `dice` | 65 | 0.7208 | 0.7232 | +0.0024 | 0.7209 | 0.1424 | +0.045 | Negligible |
+| `hd95` | 64 | 17.1104 | NA | +0.0026 | 0.9976 | 0.6428 | +0.000 | Negligible |
+| `iou` | 65 | 0.6196 | 0.6298 | +0.0102 | 0.1795 | 0.0963 | +0.168 | Positive tendency |
+| `ppv` | 65 | 0.7476 | 0.7898 | +0.0422 | <0.0001 | <0.0001 | +0.589 | Significant positive |
+| `sen` | 65 | 0.7862 | 0.7561 | -0.0301 | 0.0003 | 0.0002 | -0.471 | Significant negative |
+
+## Repeat-Level Variability
+
+This asks whether the gains are stable when the 15% experiment is repeated within the same split.
+
+| Metric | Repeat beneficial gains | Mean gain | SD | CV | Pos/Neg repeats | Repeat-level p vs 0 | 95% CI | Variability |
+|---|---|---:|---:|---:|---|---:|---|---|
+| `biou` | `+0.0160, -0.0053, +0.0353` | +0.0154 | 0.0203 | 1.32 | 2 / 1 | 0.3204 | `[-0.0351, +0.0658]` | High |
+| `dice` | `+0.0017, +0.0068, +0.0024` | +0.0036 | 0.0028 | 0.76 | 3 / 0 | 0.1518 | `[-0.0033, +0.0105]` | Moderate |
+| `hd95` | `+1.3167, +0.3862, +0.0026` | +0.5685 | 0.6758 | 1.19 | 3 / 0 | 0.2824 | `[-1.1102, +2.2472]` | High |
+| `iou` | `+0.0052, +0.0049, +0.0102` | +0.0067 | 0.0030 | 0.44 | 3 / 0 | 0.0588 | `[-0.0006, +0.0141]` | Moderate |
+| `ppv` | `+0.0173, -0.0250, +0.0422` | +0.0115 | 0.0340 | 2.95 | 2 / 1 | 0.6164 | `[-0.0728, +0.0959]` | Very high |
+| `sen` | `-0.0090, +0.0343, -0.0301` | -0.0016 | 0.0328 | 20.73 | 1 / 2 | 0.9410 | `[-0.0832, +0.0800]` | Very high |
+
+## Interpretation
+
+At `15%`, the story is a bit cleaner than at `5%`, especially for the main metric `iou`:
+
+- `iou` is positive in all 3 repeats
+- the repeat-level mean IoU gain is `+0.0067`
+- the repeat-level variability for `iou` is lower than at `5%`
+- but the repeat-level p-value is still `0.0588`, so it is not quite strong enough to call proven
+
+Metric-by-metric:
+
+- `iou`: consistently positive but still modest in size
+- `dice`: consistently positive and fairly stable, but very small
+- `biou`: mostly positive, but one repeat flips negative
+- `ppv`: unstable, with one strong negative repeat and two positive repeats
+- `sen`: mixed and unstable
+- `hd95`: all beneficial gains are positive, but variability is still large and the aggregate test is inconclusive
+
+## Final Conclusion
+
+For `15%` on `split_001`:
+
+- `strategy_3` looks **more promising** than it did at `5%`
+- the main metric `iou` is **positive in all 3 repeats**
+- repeat-to-repeat variability is **lower for IoU** than at `5%`, but still not negligible
+- the evidence is **suggestive**, not definitive
+
+Most defensible summary:
+
+> At `15%`, `strategy_3` shows a more consistent positive trend than at `5%`, especially on test IoU, but with only 3 repeats from one split the repeat-level evidence is still not strong enough to conclusively rule out noise.

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/exports/aggregated_metrics_by_percent_strategy.csv

@@ -2,4 +2,5 @@ biou_mean,biou_std,biou_within_run_std_mean,dataset_percent,dice_mean,dice_std,d
 0.06466282065957785,0.00953483571676484,0.06649409607052803,5,0.6050734668970108,0.03023559301226978,0.2927761599421501,inf,nan,23.593538284301758,0.49355799704790115,0.03225753983113101,0.28389157354831696,4,0.6719067841768265,0.022031379130521566,0.312969446182251,0.7040574848651886,0.03790876175543375,0.3186602145433426,2
 0.07903043180704117,0.008153989486373291,0.07914803735911846,5,0.6103315651416779,0.035090577895154525,0.30421245843172073,inf,nan,23.2492618560791,0.5044481679797173,0.035670504784065964,0.2976440042257309,4,0.69980189204216,0.03008510259234326,0.31494972854852676,0.6930132657289505,0.019605269163031375,0.3212347775697708,3
 0.11258647839228313,0.016161837793387673,0.09654420614242554,15,0.721669058005015,0.01270088513400081,0.27682066957155865,inf,nan,17.465185165405273,0.6250362594922384,0.01291772865771139,0.28242023785909015,3,0.7811280886332194,0.031786595348891805,0.28003228704134625,0.7504779696464539,0.025409932833793576,0.2813696662584941,2
-0.12750211358070374,0.00025062263011932373,0.11153290048241615,15,0.7263399064540863,0.01809486746788025,0.2797660827636719,inf,nan,18.628873825073242,0.6327749192714691,0.014979630708694458,0.28644971549510956,2,0.7940810024738312,0.004759758710861206,0.27997760474681854,0.7452897131443024,0.02533671259880066,0.2927027940750122,3
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+0.11652208119630814,0.0,0.09807921946048737,30,0.7199507355690002,0.0,0.2808053493499756,inf,nan,,0.6247969269752502,0.0,0.2888670563697815,1,0.7414674758911133,0.0,0.28721702098846436,0.8016334176063538,0.0,0.2781200706958771,2

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/exports/aggregated_metrics_by_percent_strategy.json

@@ -69,26 +69,49 @@
     "strategy": 2
   },
   {
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-    "biou_std": 0.00025062263011932373,
-    "biou_within_run_std_mean": 0.11153290048241615,
+    "biou_mean": 0.12794344623883566,
+    "biou_std": 0.0006568283632371949,
+    "biou_within_run_std_mean": 0.11166758090257645,
     "dataset_percent": 15,
-    "dice_mean": 0.7263399064540863,
-    "dice_std": 0.01809486746788025,
-    "dice_within_run_std_mean": 0.2797660827636719,
+    "dice_mean": 0.725291391213735,
+    "dice_std": 0.01484862241214985,
+    "dice_within_run_std_mean": 0.28007103006045025,
     "hd95_mean": Infinity,
     "hd95_std": NaN,
     "hd95_within_run_std_mean": 18.628873825073242,
-    "iou_mean": 0.6327749192714691,
-    "iou_std": 0.014979630708694458,
-    "iou_within_run_std_mean": 0.28644971549510956,
-    "n_runs": 2,
-    "ppv_mean": 0.7940810024738312,
-    "ppv_std": 0.004759758710861206,
-    "ppv_within_run_std_mean": 0.27997760474681854,
-    "sen_mean": 0.7452897131443024,
-    "sen_std": 0.02533671259880066,
-    "sen_within_run_std_mean": 0.2927027940750122,
+    "iou_mean": 0.6317858497301737,
+    "iou_std": 0.012310540519988462,
+    "iou_within_run_std_mean": 0.28842970728874207,
+    "n_runs": 3,
+    "ppv_mean": 0.7926456332206726,
+    "ppv_std": 0.004384530203975343,
+    "ppv_within_run_std_mean": 0.28180763125419617,
+    "sen_mean": 0.7488938570022583,
+    "sen_std": 0.02130600172346982,
+    "sen_within_run_std_mean": 0.28848464290301007,
     "strategy": 3
+  },
+  {
+    "biou_mean": 0.11652208119630814,
+    "biou_std": 0.0,
+    "biou_within_run_std_mean": 0.09807921946048737,
+    "dataset_percent": 30,
+    "dice_mean": 0.7199507355690002,
+    "dice_std": 0.0,
+    "dice_within_run_std_mean": 0.2808053493499756,
+    "hd95_mean": Infinity,
+    "hd95_std": NaN,
+    "hd95_within_run_std_mean": null,
+    "iou_mean": 0.6247969269752502,
+    "iou_std": 0.0,
+    "iou_within_run_std_mean": 0.2888670563697815,
+    "n_runs": 1,
+    "ppv_mean": 0.7414674758911133,
+    "ppv_std": 0.0,
+    "ppv_within_run_std_mean": 0.28721702098846436,
+    "sen_mean": 0.8016334176063538,
+    "sen_std": 0.0,
+    "sen_within_run_std_mean": 0.2781200706958771,
+    "strategy": 2
   }
 ]

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/exports/raw_run_metrics.csv

@@ -12,3 +12,5 @@ biou_mean,biou_std,dataset_percent,dice_mean,dice_std,evaluation_path,hd95_mean,
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runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/exports/raw_run_metrics.json

@@ -284,5 +284,49 @@
     "strategy": 2,
     "subset_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_03.json",
     "subset_repeat_index": 3
+  },
+  {
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+    "biou_std": 0.11193694174289703,
+    "dataset_percent": 15,
+    "dice_mean": 0.7231943607330322,
+    "dice_std": 0.28068092465400696,
+    "evaluation_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_03/strategy_3/final/evaluation.json",
+    "hd95_mean": Infinity,
+    "hd95_std": null,
+    "iou_mean": 0.629807710647583,
+    "iou_std": 0.2923896908760071,
+    "ppv_mean": 0.7897748947143555,
+    "ppv_std": 0.2854676842689514,
+    "run_dir": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_03/strategy_3/final",
+    "sen_mean": 0.7561021447181702,
+    "sen_std": 0.28004834055900574,
+    "split_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/splits/split_001.json",
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+    "strategy": 3,
+    "subset_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_03.json",
+    "subset_repeat_index": 3
+  },
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+    "biou_std": 0.09807921946048737,
+    "dataset_percent": 30,
+    "dice_mean": 0.7199507355690002,
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+    "evaluation_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_030/repeat_01/strategy_2/final/evaluation.json",
+    "hd95_mean": Infinity,
+    "hd95_std": null,
+    "iou_mean": 0.6247969269752502,
+    "iou_std": 0.2888670563697815,
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+    "split_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/splits/split_001.json",
+    "split_repeat_index": 1,
+    "strategy": 2,
+    "subset_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_030_repeat_01.json",
+    "subset_repeat_index": 1
   }
 ]

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_03/strategy_3/final/checkpoints/best.pt.meta.json

@@ -3,6 +3,26 @@
   "checkpoint_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_03/strategy_3/final/checkpoints/best.pt",
   "dataset_percent": 0.15,
   "epoch": 132,
+  "last_restore": {
+    "expected_run_type": null,
+    "restored_at_epoch": 132,
+    "restored_keys": {
+      "alpha_optimizer_state_dict": true,
+      "best_metric_name": true,
+      "best_metric_value": true,
+      "elapsed_seconds": true,
+      "epoch_metrics": true,
+      "history": true,
+      "log_alpha": true,
+      "model_state_dict": true,
+      "optimizer_state_dict": true,
+      "patience_counter": true,
+      "resume_source": false,
+      "run_config": true,
+      "scaler_state_dict": false,
+      "scheduler_state_dict": true
+    }
+  },
   "run_type": "final",
   "saved_keys": [
     "alpha_optimizer_state_dict",

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_03/strategy_3/final/checkpoints/latest.pt.meta.json

@@ -2,7 +2,7 @@
   "backbone_family": "smp",
   "checkpoint_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_03/strategy_3/final/checkpoints/latest.pt",
   "dataset_percent": 0.15,
-  "epoch": 202,
+  "epoch": 250,
   "run_type": "final",
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     "alpha_optimizer_state_dict",

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_03/strategy_3/final/evaluation.json

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runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_03/strategy_3/final/evaluation_summary.json

@@ -0,0 +1,4 @@
+{
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+  "mean_iou": 0.629807710647583
+}

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_03/strategy_3/final/low_iou_samples.csv

@@ -0,0 +1,4 @@
+sample_id
+BUSI_0349_B
+BUSI_0157_M
+BUSI_0192_M

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_03/strategy_3/final/summary.json

@@ -0,0 +1,26 @@
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+}

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_030/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_030pct_repeat01.json

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runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_030/repeat_01/strategy_2/final/checkpoints/best.pt.meta.json

@@ -0,0 +1,59 @@
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runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_030/repeat_01/strategy_2/final/checkpoints/latest.pt.meta.json

@@ -0,0 +1,39 @@
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runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_030/repeat_01/strategy_2/final/evaluation.json

@@ -0,0 +1,620 @@
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runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_030/repeat_01/strategy_2/final/evaluation_summary.json

@@ -0,0 +1,4 @@
+{
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+}

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_030/repeat_01/strategy_2/final/low_iou_samples.csv

@@ -0,0 +1,5 @@
+sample_id
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+BUSI_0349_B
+BUSI_0119_B
+BUSI_0157_M

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_030/repeat_01/strategy_2/final/run_config.json

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runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_030/repeat_01/strategy_2/final/summary.json

@@ -0,0 +1,20 @@
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+}

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_030/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json

@@ -0,0 +1,41 @@
+{
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+  "checkpoint_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_030/repeat_01/strategy_3/final/checkpoints/best.pt",
+  "dataset_percent": 0.3,
+  "epoch": 72,
+  "run_type": "final",
+  "saved_keys": [
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+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "history",
+    "log_alpha",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "alpha_optimizer_state_dict": true,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "elapsed_seconds": true,
+    "epoch_metrics": true,
+    "history": true,
+    "log_alpha": true,
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "patience_counter": true,
+    "resume_source": false,
+    "run_config": true,
+    "scaler_state_dict": false,
+    "scheduler_state_dict": true
+  },
+  "strategy": 3
+}

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_030/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json

@@ -0,0 +1,41 @@
+{
+  "backbone_family": "smp",
+  "checkpoint_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_030/repeat_01/strategy_3/final/checkpoints/latest.pt",
+  "dataset_percent": 0.3,
+  "epoch": 87,
+  "run_type": "final",
+  "saved_keys": [
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+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "history",
+    "log_alpha",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "alpha_optimizer_state_dict": true,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "elapsed_seconds": true,
+    "epoch_metrics": true,
+    "history": true,
+    "log_alpha": true,
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "patience_counter": true,
+    "resume_source": false,
+    "run_config": true,
+    "scaler_state_dict": false,
+    "scheduler_state_dict": true
+  },
+  "strategy": 3
+}

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_030/repeat_01/strategy_3/final/run_config.json

@@ -0,0 +1,91 @@
+{
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+  "asymmetric_reward_alpha": 0.5553304210317992,
+  "backbone_family": "smp",
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+  "best_checkpoint_metric_name": "val_iou_gain",
+  "best_checkpoint_metrics": {
+    "1": "val_iou",
+    "2": "val_iou",
+    "3": "val_iou_gain",
+    "4": "val_iou_gain",
+    "5": "val_iou_gain"
+  },
+  "binary_reward_weight": 0.6016074139373169,
+  "boundary_reward_weight": 0.6095643339798968,
+  "critic_loss_weight": 0.5212296337434775,
+  "data_root": "/workspace/BUSI_with_classes",
+  "dataset_name": "BUSI_with_classes",
+  "dataset_percent": 0.3,
+  "dataset_split_policy": "stratified",
+  "dataset_splits_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/splits/split_001.json",
+  "decoder_lr": 0.0,
+  "dropout_p": 0.0599326836668414,
+  "early_stopping_min_delta": 0.0,
+  "early_stopping_mode": "auto",
+  "early_stopping_monitor": "auto",
+  "early_stopping_patience": 0,
+  "early_stopping_start_epoch": 1,
+  "encoder_lr": 0,
+  "entropy_alpha_init": 0.16391552721668934,
+  "entropy_lr": 0.0007688106801474952,
+  "entropy_target_ratio": 0.43871283308838427,
+  "evaluation_checkpoint_mode": "best",
+  "execution_mode": "train_eval",
+  "folds_experiment_name": "stratified_holdout_v1",
+  "gae_lambda": 0.8944772161195532,
+  "gamma": 0.95,
+  "grad_clip_norm": 6.0,
+  "gt_error_dropout": 0.4,
+  "head_lr": 0,
+  "max_epochs": 250,
+  "mc_dropout_p": 0.49497765893871026,
+  "mc_n_passes": 4,
+  "min_alpha": 0.0005693074767644616,
+  "normalization_cache_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_030/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_030pct_repeat01.json",
+  "num_actions": 5,
+  "project_dir": "/workspace",
+  "refine_delta_large": 0.20071320523192807,
+  "refine_delta_small": 0.09791237813339448,
+  "reward_boundary_focus": 0.33346118831249305,
+  "reward_inaction_cost": 0.0490105049931256,
+  "rl_lr": 0.00010813783435909571,
+  "run_name": "split=001 | repeat=01 | strategy=3 | pct=30%",
+  "run_type": "final",
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+  "scheduler_factor": 0.5,
+  "scheduler_min_lr": 1e-05,
+  "scheduler_patience": 5,
+  "scheduler_threshold": 0.001,
+  "selected_split_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_030_repeat_01.json",
+  "smp_decoder_type": "Unet",
+  "smp_encoder_depth": 5,
+  "smp_encoder_name": "efficientnet-b0",
+  "smp_encoder_proj_dim": 192,
+  "smp_encoder_weights": "imagenet",
+  "split_repeat_index": 1,
+  "split_seed": 293900785,
+  "split_type": "80_10_10",
+  "strategy": 3,
+  "strategy2_checkpoint_mode": "best",
+  "strategy2_checkpoint_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_030/repeat_01/strategy_2/final/checkpoints/best.pt",
+  "strategy3_action_mode": "delta",
+  "strategy3_decoder_ce_weight": 0.0,
+  "strategy3_decoder_dice_weight": 0.0,
+  "strategy3_freeze_bootstrapped_segmentation": true,
+  "strategy3_rl_grad_clip_norm": 3.678930600883288,
+  "subset_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_030_repeat_01.json",
+  "subset_repeat_index": 1,
+  "subset_seed": 300298394,
+  "threshold": 0.49683582808326887,
+  "tmax": 5,
+  "train_resume_mode": "off",
+  "train_resume_specific_checkpoint": "",
+  "train_subset_key": "30",
+  "train_subset_source": "repeated_holdout_repeat",
+  "train_subset_variant": 1,
+  "vgg_feature_dilation": 1,
+  "vgg_feature_scales": 4,
+  "weight_decay": 7.7344821566468e-06,
+  "write_epoch_diagnostic": false
+}