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geointel/.env.example
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JensandClaude Opus 5 c8d32a4801 serve a promoted model at the post-processing it was gated on 
scripts/evaluate_belgium_building_candidate.py freezes its post-processing
before the protected test — NMS IoU and a containment threshold selected during
calibration, defaulting to 1.0. The runtime applied a hardcoded 0.85, so a
promoted candidate was served under suppression its evaluation never measured
and dropped detections the gate had counted. Neither report showed the
difference. That constant was mine, added without noticing the evaluation
pipeline already had a tuned value for the same concept.

Containment is now configuration, recorded on every run beside the duplicate
IoU threshold, so an operator can serve a candidate at the value it was gated
at and afterwards see which value produced a given score.

Two runs that post-processed differently produced different candidate sets from
the same model output, so the comparison endpoint refuses to rank them. Runs
recorded before those values were persisted carry none, and absence is not
treated as a difference.

The remaining gap is deliberate and documented rather than closed: the gate
scores the model on its protected test set, the workbench scores the whole
pipeline including coverage clipping and the tile-edge filter. A promoted
candidate will not reproduce its gate F1 exactly, and pretending otherwise
would be the worse answer.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-22 21:15:05 +02:00

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# Backend
GEOINTEL_ENV=development
GEOINTEL_API_PREFIX=/api/v1
DATABASE_URL=postgresql+psycopg://geointel:geointel@localhost:5432/geointel?connect_timeout=1
STORAGE_ROOT=./storage
MAX_UPLOAD_MB=500
CORS_ORIGINS=http://localhost:1202,http://127.0.0.1:1202
# Optional single-operator access gate. Store only a PBKDF2-SHA256 hash and
# a unique 32+ character signing secret. Guest access is enabled by default
# whenever this gate is active; disable it explicitly on non-demo instances.
GEOINTEL_AUTH_ENABLED=false
GEOINTEL_AUTH_USERNAME=
GEOINTEL_AUTH_PASSWORD_HASH=
GEOINTEL_AUTH_SESSION_SECRET=
GEOINTEL_AUTH_SESSION_TTL_SECONDS=43200
GEOINTEL_GUEST_ACCESS_ENABLED=true
GEOINTEL_GUEST_DISPLAY_NAME=Gast
GEOINTEL_GUEST_SESSION_TTL_SECONDS=7200
ORTHOPHOTO_ENABLED=true
ORTHOPHOTO_WMS_URL=https://geo.api.vlaanderen.be/OMWRGBMRVL/wms
SPW_ORTHOPHOTO_WMS_URL=https://geoservices.wallonie.be/arcgis/services/IMAGERIE/ORTHO_LAST/MapServer/WMSServer
BRUSSELS_ORTHOPHOTO_WMS_URL=https://geoservices-grid.irisnet.be/geoserver/urbisgrid/ows
ORTHOPHOTO_WMS_LAYER=Ortho
ORTHOPHOTO_RESOLUTION_M=1.0
ORTHOPHOTO_MIN_SIDE_M=128
ORTHOPHOTO_MAX_SIDE_M=1024
ORTHOPHOTO_CACHE_TTL_HOURS=24
SOURCE_CATALOG_PROBE_ENABLED=true
SOURCE_CATALOG_GRB_WFS_URL=https://geo.api.vlaanderen.be/GRB/wfs
GRB_ENABLED=true
GRB_OGC_API_URL=https://geo.api.vlaanderen.be/GRB/ogc/features/v1
GRB_MIN_SIDE_M=10
GRB_MAX_SIDE_M=20000
GRB_PAGE_SIZE=1000
GRB_MAX_PAGES=200
GRB_MAX_FEATURES=150000
GRB_TIMEOUT_SECONDS=180
GRB_MAX_RESPONSE_MB=20
GRB_MAX_TOTAL_RESPONSE_MB=256
GRB_CACHE_TTL_HOURS=24
OFFICIAL_VECTOR_ENABLED=true
BWK_WFS_URL=https://geo.api.vlaanderen.be/BWK/wfs
DOV_SOIL_WFS_URL=https://www.dov.vlaanderen.be/geoserver/wfs
SPW_PICC_ENABLED=true
SPW_PICC_MAPSERVER_URL=https://geoservices.wallonie.be/arcgis/rest/services/TOPOGRAPHIE/PICC_VDIFF/MapServer
SPW_FLOOD_HAZARD_ENABLED=true
SPW_FLOOD_HAZARD_MAPSERVER_URL=https://geoservices.wallonie.be/arcgis/rest/services/EAU/ALEA_INOND/MapServer
URBIS_ENABLED=true
URBIS_WFS_URL=https://geoservices-vector.irisnet.be/geoserver/urbisvector/ows
OFFICIAL_VECTOR_MIN_SIDE_M=10
OFFICIAL_VECTOR_MAX_SIDE_M=20000
OFFICIAL_VECTOR_PAGE_SIZE=1000
OFFICIAL_VECTOR_MAX_PAGES=200
OFFICIAL_VECTOR_MAX_FEATURES=100000
OFFICIAL_VECTOR_TIMEOUT_SECONDS=180
OFFICIAL_VECTOR_MAX_RESPONSE_MB=20
OFFICIAL_VECTOR_MAX_TOTAL_RESPONSE_MB=256
OFFICIAL_VECTOR_CACHE_TTL_HOURS=24
SOURCE_CATALOG_STATBEL_DCAT_URL=https://doc.statbel.be/publications/DCAT/DCAT_opendata_datasets.ttl
SOURCE_CATALOG_STATBEL_MAX_RESPONSE_MB=5
SOURCE_CATALOG_ALZ_RELEASE_URL=https://landbouwcijfers.vlaanderen.be/open-geodata-landbouwgebruikspercelen
SOURCE_CATALOG_PROBE_TIMEOUT_SECONDS=10
SOURCE_CATALOG_PROBE_MAX_RESPONSE_MB=2
SOURCE_CATALOG_PROBE_CACHE_TTL_SECONDS=900
DHMV_ENABLED=true
DHMV_WCS_URL=https://geo.api.vlaanderen.be/DHMV/wcs
DHMV_RESOLUTION_M=5.0
DHMV_MIN_SIDE_M=10
DHMV_MAX_SIDE_M=20000
DHMV_MAX_PIXELS=12000000
DHMV_TIMEOUT_SECONDS=300
DHMV_MAX_RESPONSE_MB=160
FLOOD_HAZARD_ENABLED=true
FLOOD_HAZARD_WCS_URL=https://geoservice.waterinfo.be/OGRK/wcs
FLOOD_HAZARD_RESOLUTION_M=5.0
FLOOD_HAZARD_MIN_SIDE_M=10
FLOOD_HAZARD_MAX_SIDE_M=20000
FLOOD_HAZARD_MAX_PIXELS=12000000
FLOOD_HAZARD_TIMEOUT_SECONDS=300
FLOOD_HAZARD_MAX_RESPONSE_MB=160
BATHYMETRY_PROFILES_ENABLED=true
BATHYMETRY_PROFILES_LAYER_URL=https://vha.waterinfo.be/arcgis/rest/services/digitale_atlas/MapServer/0
BATHYMETRY_WATERCOURSE_LAYER_URL=https://vha.waterinfo.be/arcgis/rest/services/digitale_atlas/MapServer/1
BATHYMETRY_PROFILES_PAGE_SIZE=1000
BATHYMETRY_PROFILES_MAX_FEATURES=50000
BATHYMETRY_PROFILES_TIMEOUT_SECONDS=120
BATHYMETRY_PROFILES_MAX_RESPONSE_MB=32
MDK_BATHYMETRY_PROBE_ENABLED=true
MDK_BATHYMETRY_WCS_URL=https://bathy.agentschapmdk.be/spatialfusionserver/services/ows/wcs/EL_wcs
MDK_BATHYMETRY_PROBE_TIMEOUT_SECONDS=20
MDK_BATHYMETRY_PROBE_MAX_RESPONSE_MB=4
# Bounded MDK acquisition stays fail-closed until the readiness probe reports
# "reachable" and an advertised coverage id is configured explicitly.
MDK_BATHYMETRY_ACQUISITION_ENABLED=false
MDK_BATHYMETRY_COVERAGE_ID=
MDK_BATHYMETRY_REQUEST_CRS=EPSG:4326
MDK_BATHYMETRY_MAX_BBOX_DEG2=0.25
MDK_BATHYMETRY_ACQUISITION_TIMEOUT_SECONDS=120
MDK_BATHYMETRY_ACQUISITION_MAX_RESPONSE_MB=160
THEMATIC_RASTER_ENABLED=true
THEMATIC_RASTER_WCS_URL=https://www.mercator.vlaanderen.be/raadpleegdienstenmercatorpubliek/wcs
THEMATIC_RASTER_MIN_SIDE_M=100
THEMATIC_RASTER_MAX_SIDE_M=60000
THEMATIC_RASTER_MAX_PIXELS=30000000
THEMATIC_RASTER_TIMEOUT_SECONDS=300
THEMATIC_RASTER_MAX_RESPONSE_MB=160
WALOUS_ENABLED=true
WALOUS_SOURCE_DIR=/app/storage/source-cache/walous
WALOUS_ANALYSIS_RESOLUTION_M=10
WALOUS_MAX_SIDE_M=60000
WALOUS_MAX_PIXELS=36000000
YOLO_ENABLED=false
YOLO_MODELS_DIR=/app/models
YOLO_MODEL_PATH=
YOLO_MODEL_ID=yolo-configured
YOLO_MODEL_DISPLAY_NAME=Configured YOLO detector
YOLO_MODEL_VERSION=
YOLO_MODEL_CLASSES=building
YOLO_ENFORCE_VALIDATION_SCOPE=false
# Required when scope enforcement is enabled. The manifest is bound to exact
# model bytes and contains the allowed EPSG:4326 validation geometry.
YOLO_VALIDATION_SCOPE_MANIFEST_PATH=
YOLO_VALIDATION_SCOPE_MANIFEST_SHA256=
# Deprecated display metadata; never used as an inference authorization gate.
YOLO_VALIDATED_AREA_NAMES=Mol,Kempen
YOLO_CONFIG_DIR=./storage/ultralytics
YOLO_DEVICE=cpu
YOLO_REQUIRE_CUDA=false
YOLO_IMAGE_SIZE=640
YOLO_MAX_TILES=100
YOLO_MAX_DETECTIONS=1000
YOLO_DUPLICATE_IOU_THRESHOLD=0.5
# Tiles per model.predict call. 1 leaves most of a modern GPU idle on a run of
# a hundred tiles; raise it until VRAM is the limit.
YOLO_BATCH_SIZE=1
# Drop boxes truncated by an interior tile edge. Because tiles overlap, the
# neighbouring tile saw the same object whole, so the truncated half is a
# duplicate and a shape error at once. Boxes on the outer raster edge are kept.
YOLO_SUPPRESS_TILE_EDGE_DETECTIONS=true
# Intersection over the smaller box. scripts/evaluate_belgium_building_candidate.py
# freezes this during calibration (--containment-nms) before the protected test.
# Serving a promoted model at a different value means the runtime suppresses
# detections its gate counted, so set this to the value the candidate was gated at.
YOLO_CONTAINMENT_NMS_THRESHOLD=0.85
# Local segmentation models. GeoIntel never downloads model weights
# automatically; point these to existing local files to enable inference.
YOLO_SEG_ENABLED=false
YOLO_SEG_MODEL_PATH=
YOLO_SEG_MODEL_ID=yolo-seg-configured
YOLO_SEG_MODEL_DISPLAY_NAME=Configured YOLO segmentation
YOLO_SEG_MODEL_VERSION=
SAM_ENABLED=false
SAM_MODEL_PATH=
SAM_MODEL_ID=sam-configured
SAM_MODEL_DISPLAY_NAME=Configured SAM segmentation
SAM_MODEL_VERSION=
SEGMENTATION_MAX_MASKS_PER_TILE=300
SEGMENTATION_DUPLICATE_IOU_THRESHOLD=0.5
ENABLE_GRB_WFS=false
GRB_WFS_URL=
OSM_OVERPASS_URL=https://overpass-api.de/api/interpreter
# Install backend raster dependencies when needed:
# python -m pip install rasterio
# Frontend
VITE_API_BASE_URL=
VITE_API_PROXY_TARGET=http://localhost:8000
# Leave empty to use the local/demo OpenStreetMap fallback with visible attribution.
# Set this to a managed MapLibre style URL for production or heavier tile traffic.
VITE_MAP_STYLE_URL=
# Docker Compose / Unraid
GEOINTEL_FRONTEND_PORT=1202
GEOINTEL_BACKEND_PORT=8000
GEOINTEL_INSTALL_AI=false
GEOINTEL_STORAGE_PATH=./storage
GEOINTEL_BACKUPS_PATH=./backups
GEOINTEL_MODELS_PATH=./models
GEOINTEL_POSTGIS_DATA_PATH=./postgres-data
GEOINTEL_POSTGRES_DB=geointel
GEOINTEL_POSTGRES_USER=geointel
GEOINTEL_POSTGRES_PASSWORD=geointel
GEOINTEL_CORS_ORIGINS=https://geointel.itworx.tech,http://geointel.itworx.tech,http://localhost:1202,http://127.0.0.1:1202,http://192.168.10.150:1202
GEOINTEL_MAX_UPLOAD_MB=500
GEOINTEL_AOI_WORKER_ENABLED=false
GEOINTEL_AOI_WORKER_POLL_SECONDS=2
# Executes queued detection.run / segmentation.run jobs from POST
# /detection/run-async, so tiled GPU inference never blocks an HTTP request.
GEOINTEL_ANALYSIS_WORKER_ENABLED=false
GEOINTEL_ANALYSIS_WORKER_POLL_SECONDS=2
# Analysis consumes only artifacts under STORAGE_ROOT: a tile manifest path
# arrives in the request and a manifest entry may name an absolute tile
# path, so without this an API field is an unbounded filesystem reference.
# Provisioning workflows that stage tiles elsewhere before ingest can opt out.
GEOINTEL_ALLOW_EXTERNAL_ARTIFACT_PATHS=false
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