bvandeusen
48c8811d69
Auto-apply is now ON by default (operator-asked: opt-OUT, not opt-in) — migration 0059 + model default flipped. The support (>=30) + measured-precision gates keep it safe and every auto-tag is reversible. Observability so the operator can tune from real data: - MISFIRE = an auto-applied (source='head_auto') tag the operator later removes. UNDER-FIRE = a tag with a head the operator adds by hand (the head missed it). Both captured at correction time in TagService.add_to_image/remove_from_image (source is lost on delete) into durable per-tag counters (head_metric), keyed by tag so they survive head retrain/prune. - Daily snapshot_head_metrics writes a per-concept time-series point (head_metrics_snapshot): auto-applied volume + cumulative misfires/under-fires + head quality; 180-day retention; daily beat. - GET /api/heads/metrics: per-concept current counts + realized misfire rate + head quality, plus the snapshot time-series — the report to tune the precision target + support floor. Migration 0060. Tests: misfire/under-fire counting (and the negatives — manual removal isn't a misfire, headless manual add isn't an under-fire), snapshot time-series, metrics API. What's the autofire threshold? There's no single number — each graduated head derives its OWN probability cutoff from its PR curve: the operating point that holds precision >= head_auto_apply_precision (0.97) at max recall. The global knobs are that target + the >=30 support floor. NEXT (slice 3): UI — enable toggle, dry-run preview, per-concept trends. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01Ttrj5P7upUTueSfoJcxEqa
86 lines
2.5 KiB
Python
86 lines
2.5 KiB
Python
"""All ORM models. Import this module to make every model visible to Alembic."""
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from .app_setting import AppSetting
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from .artist import Artist
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from .artist_visit import ArtistVisit
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from .backup_run import BackupRun
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from .base import Base
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from .credential import Credential
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from .download_event import DownloadEvent
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from .external_link import ExternalLink
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from .head_auto_apply_run import HeadAutoApplyRun
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from .head_metric import HeadMetric
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from .head_metrics_snapshot import HeadMetricsSnapshot
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from .head_training_run import HeadTrainingRun
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from .image_prediction import ImagePrediction
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from .image_provenance import ImageProvenance
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from .image_record import ImageRecord
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from .import_batch import ImportBatch
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from .import_settings import ImportSettings
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from .import_task import ImportTask
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from .library_audit_run import LibraryAuditRun
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from .ml_settings import MLSettings
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from .patreon_failed_media import PatreonFailedMedia
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from .patreon_seen_media import PatreonSeenMedia
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from .post import Post
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from .post_attachment import PostAttachment
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from .series_chapter import SeriesChapter
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from .series_page import SeriesPage
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from .series_suggestion import SeriesSuggestion
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from .source import Source
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from .subscribestar_failed_media import SubscribeStarFailedMedia
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from .subscribestar_seen_media import SubscribeStarSeenMedia
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from .tag import Tag, TagKind, image_tag
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from .tag_alias import TagAlias
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from .tag_allowlist import TagAllowlist
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from .tag_eval_run import TagEvalRun
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from .tag_head import TagHead
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from .tag_positive_confirmation import TagPositiveConfirmation
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from .tag_reference_embedding import TagReferenceEmbedding
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from .tag_suggestion_rejection import TagSuggestionRejection
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from .task_run import TaskRun
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__all__ = [
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"Base",
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"AppSetting",
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"Artist",
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"ArtistVisit",
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"BackupRun",
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"Source",
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"Credential",
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"PatreonFailedMedia",
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"PatreonSeenMedia",
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"SubscribeStarFailedMedia",
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"SubscribeStarSeenMedia",
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"Post",
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"PostAttachment",
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"SeriesChapter",
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"SeriesPage",
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"SeriesSuggestion",
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"ImageRecord",
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"ImagePrediction",
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"ImageProvenance",
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"Tag",
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"TagKind",
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"image_tag",
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"DownloadEvent",
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"ExternalLink",
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"ImportBatch",
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"ImportTask",
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"ImportSettings",
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"LibraryAuditRun",
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"MLSettings",
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"HeadAutoApplyRun",
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"HeadMetric",
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"HeadMetricsSnapshot",
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"HeadTrainingRun",
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"TagAlias",
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"TagAllowlist",
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"TagEvalRun",
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"TagHead",
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"TagPositiveConfirmation",
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"TagReferenceEmbedding",
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"TagSuggestionRejection",
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"TaskRun",
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]
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