Seed failure-driven training from an evaluated incumbent

scripts/run_belgium_building_training_loop.py

@@ -231,6 +231,13 @@ def main() -> int:
     parser.add_argument("--workers", type=int, default=4)
     parser.add_argument("--max-det", type=int, default=1000)
     parser.add_argument("--imgsz", type=int, default=640)
+    parser.add_argument(
+        "--thresholds",
+        type=float,
+        nargs="+",
+        default=[0.05, 0.075, 0.1, 0.15, 0.2, 0.25, 0.3, 0.4],
+        help="Calibration-only confidence sweep used for threshold selection.",
+    )
     parser.add_argument("--optimizer", default="auto")
     parser.add_argument("--lr0", type=float)
     parser.add_argument("--mosaic", type=float, default=1.0)
@@ -368,6 +375,8 @@ def main() -> int:
                     str(args.max_det),
                     "--imgsz",
                     str(args.imgsz),
+                    "--thresholds",
+                    *map(str, args.thresholds),
                 ],
                 iteration_dir / f"{role}.log",
             )
@@ -422,6 +431,7 @@ def main() -> int:
                         "--device", "cuda:0",
                         "--max-det", str(args.max_det),
                         "--imgsz", str(args.imgsz),
+                        "--thresholds", *map(str, args.thresholds),
                     ],
                     iteration_dir / f"{role}.log",
                 )

scripts/tower-v49-v47-loop-command.json

@@ -0,0 +1,74 @@
+[
+  "docker",
+  "exec",
+  "-d",
+  "geointel",
+  "/opt/geointel/venv/bin/python",
+  "/app/scripts/run_belgium_building_training_loop.py",
+  "--initial-model",
+  "/app/storage/training/building-be-v43-v42-closed-loop-r1/iteration-005/candidate.pt",
+  "--train-yaml",
+  "/app/storage/operator-data/building-be-v47-merged-rotated-holdouts-r1/train/dataset.yaml",
+  "--train-summary",
+  "/app/storage/operator-data/building-be-v47-merged-rotated-holdouts-r1/train/yolo_tile_dataset_summary.json",
+  "--dataset-audit",
+  "/app/storage/training/building-be-v47-corpus-audit-r1/belgium-building-corpus-audit.json",
+  "--train-quality-audit",
+  "/app/storage/training/building-be-v47-yolo-quality-audit-r1/operator_yolo_dataset_quality_audit.json",
+  "--calibration-summary",
+  "/app/storage/operator-data/building-be-v47-merged-rotated-holdouts-r1/calibration/yolo_tile_dataset_summary.json",
+  "--test-summary",
+  "/app/storage/operator-data/building-be-v47-merged-rotated-holdouts-r1/test/yolo_tile_dataset_summary.json",
+  "--background-summary",
+  "/app/storage/operator-data/building-be-v47-merged-rotated-holdouts-r1/background-test/yolo_tile_dataset_summary.json",
+  "--corpus-manifest",
+  "/app/storage/operator-data/building-be-v47-merged-rotated-holdouts-r1/operator_samples_manifest.json",
+  "--output-dir",
+  "/app/storage/training/building-be-v49-v47-incumbent-loop-r1",
+  "--iterations",
+  "20",
+  "--epochs",
+  "100",
+  "--patience",
+  "12",
+  "--batch",
+  "8",
+  "--workers",
+  "0",
+  "--max-det",
+  "1000",
+  "--imgsz",
+  "640",
+  "--optimizer",
+  "AdamW",
+  "--lr0",
+  "0.00005",
+  "--mosaic",
+  "0",
+  "--scale",
+  "0.15",
+  "--translate",
+  "0.05",
+  "--degrees",
+  "180",
+  "--flipud",
+  "0.5",
+  "--fliplr",
+  "0.5",
+  "--warmup-epochs",
+  "1",
+  "--warmup-bias-lr",
+  "0.01",
+  "--hsv-h",
+  "0.01",
+  "--hsv-s",
+  "0.2",
+  "--hsv-v",
+  "0.15",
+  "--seed",
+  "20260949",
+  "--yolo",
+  "/opt/geointel/venv/bin/yolo",
+  "--evaluate-initial-model"
+]
+