From 38a7c62de7a5389fb11c8f8407a54bf848853e88 Mon Sep 17 00:00:00 2001
From: Jens <jens@localhost>
Date: Wed, 29 Jul 2026 17:39:26 +0200
Subject: [PATCH] Version v31 building training handoff

---
 scripts/tower-v38-v31-loop-command.json | 73 +++++++++++++++++++++++++
 1 file changed, 73 insertions(+)
 create mode 100644 scripts/tower-v38-v31-loop-command.json

diff --git a/scripts/tower-v38-v31-loop-command.json b/scripts/tower-v38-v31-loop-command.json
new file mode 100644
index 00000000..da0413ef
--- /dev/null
+++ b/scripts/tower-v38-v31-loop-command.json
@@ -0,0 +1,73 @@
+[
+  "docker",
+  "exec",
+  "-d",
+  "geointel",
+  "/opt/geointel/venv/bin/python",
+  "/app/scripts/run_belgium_building_training_loop.py",
+  "--initial-model",
+  "/app/storage/training/building-be-v37-closed-loop-r1/runs/iteration-003/weights/best.pt",
+  "--train-yaml",
+  "/app/storage/operator-data/building-be-v31-rotated-holdouts-r1/train/dataset.yaml",
+  "--train-summary",
+  "/app/storage/operator-data/building-be-v31-rotated-holdouts-r1/train/yolo_tile_dataset_summary.json",
+  "--dataset-audit",
+  "/app/storage/operator-data/building-be-v31-rotated-holdouts-r1/audit/belgium-building-corpus-audit.json",
+  "--train-quality-audit",
+  "/app/storage/operator-data/building-be-v31-rotated-holdouts-r1/train/audit/operator_yolo_dataset_quality_audit.json",
+  "--calibration-summary",
+  "/app/storage/operator-data/building-be-v31-rotated-holdouts-r1/calibration/yolo_tile_dataset_summary.json",
+  "--test-summary",
+  "/app/storage/operator-data/building-be-v31-rotated-holdouts-r1/test/yolo_tile_dataset_summary.json",
+  "--background-summary",
+  "/app/storage/operator-data/building-be-v31-rotated-holdouts-r1/background-test/yolo_tile_dataset_summary.json",
+  "--corpus-manifest",
+  "/app/storage/operator-data/building-be-v31-rotated-holdouts-r1/operator_samples_manifest.json",
+  "--output-dir",
+  "/app/storage/training/building-be-v38-v31-closed-loop-r1",
+  "--iterations",
+  "20",
+  "--epochs",
+  "80",
+  "--patience",
+  "18",
+  "--batch",
+  "8",
+  "--workers",
+  "0",
+  "--max-det",
+  "1000",
+  "--imgsz",
+  "640",
+  "--optimizer",
+  "AdamW",
+  "--lr0",
+  "0.0001",
+  "--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",
+  "20260831",
+  "--yolo",
+  "/opt/geointel/venv/bin/yolo",
+  "--evaluate-initial-model"
+]