Files
geointel/backend/app/schemas/__init__.py
T
JensandClaude Opus 5 f6eced1b94 rank model variants on average precision, and say when they are not comparable
The workbench ranks model variants by a stored F1, each measured at that
variant's own confidence threshold. A conservatively calibrated detector then
looks worse than a liberal one without detecting anything differently: the
number says as much about the threshold as about the model. POST
/detection/runs/compare ranks on average precision instead, which describes the
whole ranking a model produced, and keeps each run's own-threshold F1 visible
next to it so the difference between the two readings is auditable.

Comparability comes before the ranking. Runs over different source rasters,
scored against different references, without a proven inference footprint, or
covering a different evaluated population are not alternatives to one another,
and no metric makes them so. The report names which of those applies and still
returns the numbers — they are simply not a ranking.

Each run is scored through the same QA path the workbench uses, so a comparison
and the persisted quality checks cannot drift apart.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-22 19:47:14 +02:00

358 lines
9.9 KiB
Python

from __future__ import annotations
from .common import (
ApiErrorEnvelope,
ApiErrorItem,
Envelope,
GeoJsonFeature,
GeoJsonFeatureCollection,
ItemList,
PaginationEnvelope,
)
from .coverage import (
CoverageBBox,
CoverageCatalogResponse,
CoverageResolutionItem,
CoverageResolveRequest,
CoverageResolveResponse,
CoverageSourceContract,
)
from .project import ProjectCreate, ProjectDeleteResult, ProjectList, ProjectRead, ProjectUpdate
from .area import AreaCreate, AreaList, AreaRead, AreaUpdate
from .analysis import ChangeDetectionRequest, ChangeDetectionSummary
from .dataset import DatasetCreateResponse, DatasetList
from .source_freshness import (
SourceFreshnessItem,
SourceFreshnessReport,
SourceFreshnessSummary,
SourceIntegritySummary,
)
from .source_catalog import (
SourceCatalogProbeItem,
SourceCatalogProbeReport,
SourceCatalogProbeSummary,
)
from .source_registry import (
DatasetProvenanceRead,
DatasetLineageEdgeRead,
DatasetQuarantineRead,
SourceRegistryDetailRead,
SourceRegistryRead,
SourceSnapshotRead,
)
from .grb_refresh import GrbRefreshLayerPlan, GrbRefreshPlan, GrbRefreshPlanSummary
from .grb import GrbAcquireRequest, GrbAcquisitionResult, GrbProductRead
from .official_vector import (
OfficialVectorAcquireRequest,
OfficialVectorAcquisitionResult,
OfficialVectorProductRead,
)
from .detection import (
DetectionListResponse,
DetectionModelCapability,
DetectionModelsResponse,
DetectionQaRequest,
DetectionRead,
DetectionRunListResponse,
DetectionRunRead,
DetectionRunRequest,
DetectionComparisonRequest,
DetectionComparisonResponse,
DetectionRunResponse,
ModelAssetListResponse,
ModelAssetRead,
YoloPreflightResponse,
)
from .detection_review import DetectionReviewList, DetectionReviewRead, DetectionReviewSummary, DetectionReviewUpsert
from .segmentation import (
SegmentationListResponse,
SegmentationModelCapability,
SegmentationModelsResponse,
SegmentationQaRequest,
SegmentationRead,
SegmentationRunListResponse,
SegmentationRunRead,
SegmentationRunRequest,
SegmentationRunResponse,
)
from .health import HealthResponse, SystemCapabilities
from .job import JobCreate, JobList, JobRead, JobStatus
from .orthophoto import OrthophotoAcquireRequest, OrthophotoAcquisitionResult, OrthophotoProductRead
from .dhmv import (
DhmvAcquireRequest,
DhmvAcquisitionResult,
DhmvProductRead,
TerrainMetric,
TerrainPartitionSelectionRequest,
TerrainSelectionRequest,
TerrainSelectionResponse,
TerrainSelectionSummary,
)
from .spw_terrain import (
SpwTerrainAcquireRequest,
SpwTerrainAcquisitionResult,
SpwTerrainProductRead,
)
from .flood_hazard import (
FloodHazardAcquireRequest,
FloodHazardAcquisitionResult,
FloodHazardMetric,
FloodHazardPartitionSelectionRequest,
FloodHazardProductRead,
FloodHazardSelectionRequest,
FloodHazardSelectionResponse,
FloodHazardSelectionSummary,
)
from .bathymetry import (
BathymetryPartitionFinalizeRequest,
BathymetryPartitionFinalizationResult,
BathymetryProfileAcquireRequest,
BathymetryProfileAcquisitionResult,
BathymetryRasterMetric,
BathymetryRasterSelectionRequest,
BathymetryRasterSelectionResponse,
BathymetryRasterSelectionSummary,
BathymetrySourceProbeRead,
BathymetrySourceRead,
MdkBathymetryAcquireRequest,
MdkBathymetryAcquisitionResult,
)
from .thematic_raster import (
ThematicRasterAcquireRequest,
ThematicRasterAcquisitionResult,
ThematicRasterMetric,
ThematicRasterProductRead,
ThematicRasterSelectionRequest,
ThematicRasterSelectionResponse,
ThematicRasterSelectionSummary,
)
from .external import (
ExternalFetchRequest,
ExternalFetchResponse,
ProviderCapabilitiesResponse,
ProviderCapabilityResponse,
ProviderImportRequest,
ProviderImportResponse,
ProviderLayersResponse,
ProviderStatusResponse,
)
from .export import (
ExportContentResponse,
ExportCreateResponse,
ExportListResponse,
ExportRead,
GeoJsonExportRequest,
MetadataExportRequest,
ReportExportRequest,
)
from .qa import (
AnalysisQaResponse,
QaProviderComparisonRequest,
QaProviderComparisonResult,
QualityEvidenceResponse,
)
from .operations import (
RasterClipRequest,
RasterIndexBaseRequest,
RasterMetadataResponse,
RasterNdviRequest,
RasterNdwiRequest,
RasterNdbiRequest,
RasterOperationResult,
RasterPreviewResponse,
RasterReprojectRequest,
RasterReprojectResponse,
RasterStatsResponse,
RasterTileManifest,
RasterTileManifestTile,
RasterTileRequest,
RasterTileResponse,
VectorBBoxResponse,
VectorBufferRequest,
VectorClipRequest,
VectorIntersectRequest,
VectorOperationRequest,
VectorOperationResult,
VectorSelectionBBox,
VectorSelectionDeriveRequest,
VectorSelectionRequest,
VectorSelectionResponse,
VectorSelectionMetric,
VectorSelectionSummary,
VectorStatsRequest,
VectorStatsResponse,
)
__all__ = [
"Envelope",
"ItemList",
"GeoJsonFeature",
"GeoJsonFeatureCollection",
"ApiErrorEnvelope",
"ApiErrorItem",
"PaginationEnvelope",
"CoverageBBox",
"CoverageCatalogResponse",
"CoverageResolutionItem",
"CoverageResolveRequest",
"CoverageResolveResponse",
"CoverageSourceContract",
"ProjectCreate",
"ProjectRead",
"ProjectUpdate",
"ProjectList",
"ProjectDeleteResult",
"AreaCreate",
"AreaRead",
"AreaUpdate",
"AreaList",
"ChangeDetectionRequest",
"ChangeDetectionSummary",
"DatasetCreateResponse",
"DatasetList",
"SourceFreshnessItem",
"SourceFreshnessReport",
"SourceFreshnessSummary",
"SourceIntegritySummary",
"SourceCatalogProbeItem",
"SourceCatalogProbeReport",
"SourceCatalogProbeSummary",
"SourceRegistryRead",
"SourceRegistryDetailRead",
"SourceSnapshotRead",
"DatasetLineageEdgeRead",
"DatasetQuarantineRead",
"DatasetProvenanceRead",
"GrbRefreshLayerPlan",
"GrbRefreshPlan",
"GrbRefreshPlanSummary",
"GrbAcquireRequest",
"GrbAcquisitionResult",
"GrbProductRead",
"OfficialVectorAcquireRequest",
"OfficialVectorAcquisitionResult",
"OfficialVectorProductRead",
"DetectionListResponse",
"DetectionModelCapability",
"DetectionModelsResponse",
"DetectionQaRequest",
"DetectionRead",
"DetectionRunListResponse",
"DetectionRunRead",
"DetectionRunRequest",
"DetectionComparisonRequest",
"DetectionComparisonResponse",
"DetectionRunResponse",
"ModelAssetListResponse",
"ModelAssetRead",
"YoloPreflightResponse",
"DetectionReviewList",
"DetectionReviewRead",
"DetectionReviewSummary",
"DetectionReviewUpsert",
"SegmentationListResponse",
"SegmentationModelCapability",
"SegmentationModelsResponse",
"SegmentationQaRequest",
"SegmentationRead",
"SegmentationRunListResponse",
"SegmentationRunRead",
"SegmentationRunRequest",
"SegmentationRunResponse",
"HealthResponse",
"SystemCapabilities",
"JobCreate",
"JobList",
"JobRead",
"JobStatus",
"OrthophotoAcquireRequest",
"OrthophotoAcquisitionResult",
"OrthophotoProductRead",
"DhmvAcquireRequest",
"DhmvAcquisitionResult",
"DhmvProductRead",
"SpwTerrainAcquireRequest",
"SpwTerrainAcquisitionResult",
"SpwTerrainProductRead",
"TerrainMetric",
"TerrainPartitionSelectionRequest",
"TerrainSelectionRequest",
"TerrainSelectionResponse",
"TerrainSelectionSummary",
"FloodHazardAcquireRequest",
"FloodHazardAcquisitionResult",
"FloodHazardMetric",
"FloodHazardPartitionSelectionRequest",
"FloodHazardProductRead",
"FloodHazardSelectionRequest",
"FloodHazardSelectionResponse",
"FloodHazardSelectionSummary",
"BathymetryProfileAcquireRequest",
"BathymetryProfileAcquisitionResult",
"BathymetryRasterMetric",
"BathymetryRasterSelectionRequest",
"BathymetryRasterSelectionResponse",
"BathymetryRasterSelectionSummary",
"BathymetryPartitionFinalizeRequest",
"BathymetryPartitionFinalizationResult",
"BathymetrySourceProbeRead",
"BathymetrySourceRead",
"MdkBathymetryAcquireRequest",
"MdkBathymetryAcquisitionResult",
"ThematicRasterAcquireRequest",
"ThematicRasterAcquisitionResult",
"ThematicRasterMetric",
"ThematicRasterProductRead",
"ThematicRasterSelectionRequest",
"ThematicRasterSelectionResponse",
"ThematicRasterSelectionSummary",
"VectorBBoxResponse",
"VectorClipRequest",
"VectorBufferRequest",
"VectorIntersectRequest",
"VectorOperationRequest",
"VectorOperationResult",
"VectorSelectionBBox",
"VectorSelectionDeriveRequest",
"VectorSelectionRequest",
"VectorSelectionResponse",
"VectorSelectionMetric",
"VectorSelectionSummary",
"RasterClipRequest",
"RasterStatsResponse",
"RasterReprojectRequest",
"RasterReprojectResponse",
"RasterTileRequest",
"RasterMetadataResponse",
"RasterOperationResult",
"RasterPreviewResponse",
"RasterTileManifestTile",
"RasterTileManifest",
"RasterTileResponse",
"RasterIndexBaseRequest",
"RasterNdviRequest",
"RasterNdwiRequest",
"RasterNdbiRequest",
"VectorStatsRequest",
"VectorStatsResponse",
"ExternalFetchRequest",
"ExternalFetchResponse",
"ProviderCapabilitiesResponse",
"ProviderCapabilityResponse",
"ProviderImportRequest",
"ProviderImportResponse",
"ProviderLayersResponse",
"ProviderStatusResponse",
"GeoJsonExportRequest",
"MetadataExportRequest",
"ReportExportRequest",
"ExportRead",
"ExportCreateResponse",
"ExportListResponse",
"ExportContentResponse",
"QaProviderComparisonRequest",
"QaProviderComparisonResult",
"AnalysisQaResponse",
"QualityEvidenceResponse",
]