feat: complete Wallonia land cover and terrain sources

backend/app/services/model_registry_service.py

@@ -5,7 +5,10 @@ from typing import Type
 
 from app.core.config import Settings, get_settings
 from app.schemas.detection import DetectionModelCapability
-from app.services.segmentation_adapter import SamSegmentationAdapter, YoloSegmentationAdapter
+from app.services.segmentation_adapter import (
+    SamSegmentationAdapter,
+    YoloSegmentationAdapter,
+)
 from app.services.yolo_adapter import YoloDetectionAdapter
 
 
@@ -39,7 +42,9 @@ class ModelRegistryService:
                 limitation_message="YOLO/PyTorch inference is not configured in Sprint 8; no model is downloaded or executed.",
                 version=None,
             ),
-            ModelRegistryService._configured_yolo_capability(resolved_settings, yolo_adapter_class),
+            ModelRegistryService._configured_yolo_capability(
+                resolved_settings, yolo_adapter_class
+            ),
             DetectionModelCapability(
                 model_id="manual-fixture-detector",
                 display_name="Manual fixture detector",
@@ -104,8 +109,12 @@ class ModelRegistryService:
                 limitation_message="Fixture segmenter is for explicit tests/demo fixtures only and is not production inference.",
                 version="fixture-v1",
             ),
-            ModelRegistryService._configured_yolo_seg_capability(resolved_settings, yolo_seg_adapter_class),
-            ModelRegistryService._configured_sam_capability(resolved_settings, sam_adapter_class),
+            ModelRegistryService._configured_yolo_seg_capability(
+                resolved_settings, yolo_seg_adapter_class
+            ),
+            ModelRegistryService._configured_sam_capability(
+                resolved_settings, sam_adapter_class
+            ),
         ]
 
     @staticmethod
@@ -119,7 +128,11 @@ class ModelRegistryService:
             "YOLO segmentation is disabled. Set YOLO_SEG_ENABLED=true and YOLO_SEG_MODEL_PATH to a local "
             "segmentation model file to enable inference. GeoIntel never downloads model weights automatically."
         )
-        model_path = Path(settings.yolo_seg_model_path).expanduser() if settings.yolo_seg_model_path else None
+        model_path = (
+            Path(settings.yolo_seg_model_path).expanduser()
+            if settings.yolo_seg_model_path
+            else None
+        )
 
         if settings.yolo_seg_enabled:
             if not adapter_class.dependencies_available():
@@ -157,7 +170,11 @@ class ModelRegistryService:
             "SAM is disabled. Set SAM_ENABLED=true and SAM_MODEL_PATH to a local SAM-compatible model file to "
             "enable class-agnostic segmentation. GeoIntel never downloads model weights automatically."
         )
-        model_path = Path(settings.sam_model_path).expanduser() if settings.sam_model_path else None
+        model_path = (
+            Path(settings.sam_model_path).expanduser()
+            if settings.sam_model_path
+            else None
+        )
 
         if settings.sam_enabled:
             if not adapter_class.dependencies_available():
@@ -192,7 +209,11 @@ class ModelRegistryService:
         configured = False
         status = "not_configured"
         limitation = "YOLO is disabled. Set YOLO_ENABLED=true and YOLO_MODEL_PATH to a local model file to enable inference."
-        model_path = Path(settings.yolo_model_path).expanduser() if settings.yolo_model_path else None
+        model_path = (
+            Path(settings.yolo_model_path).expanduser()
+            if settings.yolo_model_path
+            else None
+        )
 
         if settings.yolo_enabled:
             if not yolo_adapter_class.dependencies_available():
@@ -217,4 +238,11 @@ class ModelRegistryService:
             status=status,
             limitation_message=limitation,
             version=settings.yolo_model_version,
+            training_scope=(
+                "Operator-managed local weights; the runtime has no nationally governed training-corpus evidence."
+            ),
+            validation_scope="Mol and the Kempen operator evidence; no Belgian national validation matrix is bound.",
+            validated_regions=["flanders_mol_kempen"],
+            nationally_validated=False,
+            operator_review_required=True,
         )