dev
23 Commits
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a7f715ec43 |
test: stub ctx gains the auth_token key run_download now reads
The real phase-1 ctx has always carried auth_token; the native branch now threads it into the adapter constructors, so the stub ctx must match the contract (kept the strict ctx[...] read — it catches exactly this drift). Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01CDgx8bQS5YrGRK76v8HUnM |
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19b962f1a7 |
feat(b3): ml-worker becomes optional — embed-only role, decoupled GPU coordination, cpu-embed switch
The ml-worker's ONLY processing role is now the CPU whole-image embed fallback (tag_and_embed renamed embed_image — Camie tagging was retired #1189 and the name kept implying otherwise; videos were already handled agent-style: frame sampling + mean-pool). Detection/cropping/CCIP stay GPU-agent-only, and their completion is judged per-pipeline: ccip by gpu_job rows, siglip by concept regions at the current model version — never by image_record.siglip_embedding. A CPU embed therefore can NEVER close crop work for the agent (regression test pins this; only the whole-image 'embed' job, the same artifact, is satisfied). Making removal actually safe (operator will drop the container): - GPU-queue coordination (enqueue_gpu_backfill, recover_orphaned_gpu_jobs, reprocess_gpu_jobs) moved verbatim to tasks/gpu_queue.py on the maintenance quick lane — it lived on the 'ml' queue only by module colocation, which made the ml-worker a hard dependency of the whole agent pipeline. - New ml_settings.cpu_embed_enabled (migration 0074, default ON so agent-less installs keep working): OFF stops the four import hooks queueing embed work nothing will consume and no-ops the manual backfill; switch lives on the renamed 'CPU embedding backfill' card. - NB heads training / auto-apply still run on the ml image (sklearn) — a stack that removes the container gives those up too. Deploy note: in-flight messages under the old task names are dropped by the new workers; the 60s orphan sweep + hourly backfill re-fire under the new names immediately. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01CDgx8bQS5YrGRK76v8HUnM |
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eb811e11f6 |
refactor(ingest): per-post handling into run stdout via a downloader outcome (#842)
Two corrections from operator review: 1. Reuse the existing 'Raw stdout' panel instead of a bespoke structured UI section — the native ingester now writes a per-post line into the run stdout (parity with gallery-dl's per-file stdout), so the per-post handling shows in the panel the operator already uses. 2. DRY: stop re-reading post['attributes'] inline in ingest_core. write_post_record now returns a PostRecordOutcome (path, post_type, title, body_chars) — mirroring the download_post -> MediaOutcome contract — and the downloader owns the read; ingest_core only formats the outcome into the log line. Reverts the post_diagnostics metadata field + DownloadDetailModal 'Post capture' section added earlier. Per-post line: 'post <id> [<post_type>] body: N chars' (+ ' — EMPTY' when 0), so an empty body is self-explanatory by post_type. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com> |
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bcc7266021 |
feat(downloads): per-post body-capture diagnostics in the event UI (#842)
Operator can't (and shouldn't have to) hunt worker logs to see why a recapture
left a post body empty. Surface per-post handling ON THE EVENT, in the UI.
The feed already requests post_type (in _FIELDS_POST), so ingest_core builds a
per-post diagnostic {post_id, title, post_type, body_chars} with zero extra
fetching — a 0-char body next to its post_type explains an empty post at a
glance (e.g. polls/embeds whose body the API never returns).
- ingest_core: accumulate post_diagnostics; thread via DownloadResult
- download_service: write to DownloadEvent.metadata_['post_diagnostics']
- DownloadDetailModal: 'Post capture' section — totals + empty-body table
(post_type + chars, flagged) + all-posts table; included in Copy-all
- tests: ingester diag (post_type + body_chars), download_service metadata
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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65ec29ba9b |
feat(ingest): Recapture mode — re-grab post bodies/links + localize on-disk inline images (#830)
A plain backfill gates post-body capture on the seen-ledger, so a post whose media is already on disk AND whose post key is already seen never gets its body recaptured (operator-flagged: Industrial Lust description missing). Recovery recaptures unconditionally but re-downloads the whole source. New 'recapture' walk mode (4th beside tick/backfill/recovery): bypasses the post-record gate so EVERY post's body + external links are re-captured (detail-fetching empty bodies) WITHOUT re-downloading on-disk media; and surfaces already-present media via a separate non-deleting relink channel so the importer backfills ImageRecord.source_filehash for inline-image localization. - ingest_core: recapture mode + recapture_records gate bypass + relink collect - patreon_downloader: recapture surfaces seen-on-disk as skipped_disk(path), never refetches seen-missing media, still downloads genuinely-new - importer.relink_source_filehash: NULL-only sha256 backfill, never unlinks - download_service: mode derivation + phase-3 relink loop + lifecycle clear - source_service/api: start_recapture + backfill_recapture field + action - frontend: Recapture kebab action + 'Recapturing' badge across SourceActions/ Row/Card/SubscriptionsTab + sources store - tests across ingester/downloader/importer/source_service/api/download_service Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com> |
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fb7383eea7 |
feat(downloads): platform cooldown honors server Retry-After — B1 (plan #708)
Owning the native client means we see the 429 Retry-After header — previously discarded. PatreonAPIError now carries `retry_after`; on a PERSISTENT page-fetch 429 the client attaches the server's raw Retry-After seconds. New DownloadResult.retry_after_seconds; patreon_ingester._failure_result sets it on RATE_LIMITED. download_service._update_source_health passes it to set_platform_cooldown as `seconds=`, clamped to [60, 3600] (a tiny hint can't leave the platform effectively un-cooled; a huge one can't strand it for hours); no hint → the flat 900s default. So a rate-limited platform cools for as long as the server actually asks, not a fixed guess. Tests: terminal 429 surfaces retry_after (test_patreon_client); cooldown honors + clamps the hint, falls back to default when absent (test_download_service). Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> |
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e47fa0cf4b |
refactor(downloads): unify phase-2 dispatch in download_backends — A5 (plan #707)
Mirror verify_source_credential: download_backends.run_download is now the single download entry, so that module is the ONE registry of how each platform both downloads AND verifies — the seam that makes adding a platform a bounded job (write its adapter construction next to its verify). The native-ingester construction + campaign-id resolution moves out of download_service into download_backends._run_native_ingester. download_service.download_source drops its `if uses_native_ingester ... else gdl.download` branch and calls one `self._run_download(...)` (a thin delegate to run_download passing the service's gdl + sync sessionmaker). mode (tick/backfill/ recovery) is still chosen there from the backfill state machine and threaded through. Removed the now-unused PatreonIngester / resolve_campaign_id_for_source imports from download_service. Tests: the phase-2 stub seam moves from svc._run_patreon_ingester to svc._run_download (helper + the db-release test); the two native-construction tests repoint to download_backends.run_download (patching download_backends.resolve_campaign_id_for_source / PatreonIngester). Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> |
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697a86d31c |
fix(ingester): close #5 within-chunk live posts + #8 video transient retry
Review of the #1–#9 ingester roadmap found two real-but-small gaps; this closes both. #5 (live posts progress) shipped at per-chunk granularity — _apply_backfill_ lifecycle accumulated DownloadResult.posts_processed AFTER each chunk, so the badge didn't move during a chunk (up to ~14.5 min) and over-counted the re-walked resume page. The plan called for within-chunk live updates. Move ownership of _backfill_posts into the ingester: ingest_core writes a monotonic absolute (posts_base + net-new) via _checkpoint_posts at each page boundary and once at the end, EXCLUDING the resumed page so it no longer inflates across chunks. download_service seeds posts_base from prior chunks and stops touching the key (the lifecycle now carries the ingester's committed value forward). #8 (per-media transient/permanent retry) covered only the plain-GET path (_fetch_to_file); the Mux/video path returned None on any yt-dlp failure with no retry. Give _run_ytdlp the same split: TimeoutExpired/OSError are transient (back off + retry up to _MAX_MEDIA_RETRIES), a non-zero exit (CalledProcessError) is permanent (yt-dlp already did its own network retries) → fail fast to the per-item/dead-letter path. Tests: live-posts absolute + resume-page exclusion + tick-doesn't-persist (test_patreon_ingester); lifecycle-leaves-posts-to-ingester rewrite (test_download_service); video transient-retry + permanent-fail-fast (test_patreon_downloader). Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> |
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b2e59e7e17 |
feat(subscriptions): live posts-processed progress on backfill/recovery — #704 step 2
The running badge only showed the chunk counter; now it shows posts walked — real walk progress. The ingester already reports posts_processed per chunk (step 1); the backfill lifecycle accumulates it into config_overrides._backfill_posts across chunks. SourceRecord exposes backfill_posts; start_backfill/start_recovery clear it (fresh walk); stop clears it too. SourceRow/SourceCard badge renders "Recovering · 45 posts" (falls back to "(N)" chunks before any posts are counted). Per-chunk accumulation (no mid-walk DB write) — simple and race-free; a small over-count from each chunk re-walking its resumed page is fine for a progress indicator. Tests: lifecycle accumulates posts_processed across chunks; start clears a prior _backfill_posts and the record exposes it. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> |
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e53f8959af |
feat(patreon): structured ingester results + quarantine surfacing — #704 step 1
The native ingester faked gallery-dl stdout (`Cursor:` lines, summary) and phase 3 regex-scraped it back — so Patreon run-stats were mostly zero and quarantine stats blank. We own the ingester, so it now RETURNS structured data and phase 3 reads it directly. - DownloadResult gains run_stats/cursor/posts_processed (None/0 on the gallery-dl path, which keeps the text route). - Ingester builds real run_stats from per-media outcome counts, sets the checkpoint cursor structurally (no fake `Cursor:` stdout), and counts posts processed. download_service phase 3 uses dl_result.run_stats when present; the backfill lifecycle + TIMEOUT→PARTIAL block checkpoint dl_result.cursor instead of parse_last_cursor(stdout). - #4 quarantine: PatreonDownloader reports a distinct "quarantined" MediaOutcome (with the _quarantine dest); the ingester surfaces a real files_quarantined + quarantined_paths + run_stats.quarantined_count (was hardcoded 0). Quarantined media isn't written or marked seen. - Cleanup: parse_last_cursor + _CURSOR_RE (and the now-unused `import re`) removed from gallery_dl — the structured cursor replaced the scrape. Tests: ingester result carries real run_stats/cursor/posts_processed + quarantine counts; downloader quarantines an invalid file as "quarantined"; backfill cursor tests pass cursor= structurally; dropped the parse_last_cursor tests. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> |
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d6c15f4ea0 |
test(patreon): fake gdl needs real _rate_limit for native pacing — #703 step 1 fix
_run_patreon_ingester reads self.gdl._rate_limit for the native pacing config (max(0.5, rate_limit/4)); the MagicMock fake gdl broke the arithmetic. Give it real _rate_limit/_validate_files. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> |
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218bfebb92 |
feat(downloads): native Patreon verify + uniform backend dispatch (plan #697)
The credential Verify button still ran gallery-dl --simulate for Patreon after the cutover — testing the wrong path (and prone to the vanity "Failed to extract campaign ID" the native resolver fixes). Wire it to the native ingester, behind a DRY dispatch so callers never branch on platform. - services/download_backends.py (new): the ONE place that knows which platforms are native vs gallery-dl. `uses_native_ingester(platform)` is the shared predicate; `verify_source_credential(...)` is the uniform probe (same (ok|None, message) contract for both backends). As a platform migrates, it moves into NATIVE_INGESTER_PLATFORMS here and BOTH download routing and verify switch together. - PatreonClient.verify_auth(campaign_id): one authenticated /api/posts fetch → True (valid) / False (401/403/HTML-login) / None (drift or network — inconclusive, not a credential verdict). - patreon_ingester.verify_patreon_credential(): resolve campaign id, then verify_auth — the verify counterpart to the download path. - patreon_resolver.resolve_campaign_id_for_source(): extracted the override / id:-URL / vanity resolution into ONE helper now shared by the download ingester and verify (download_service no longer carries its own copy + regex; −`import re`). - download_service: routes on uses_native_ingester() instead of inline `== "patreon"` (3 sites); uses the shared resolver. - api/credentials: calls verify_source_credential — no platform branch. Tests: verify_auth mapping, resolve_campaign_id_for_source (override/id:/ vanity/none), the dispatch predicate, verify_patreon_credential glue, credentials endpoint proves Patreon uses the native path (gallery-dl verify asserted not-called); repointed the gallery-dl verify test to subscribestar. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> |
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96c30eba13 |
feat(patreon): phase-2 ingester integration — build step 3 (plan #697)
Branch download_service phase 2 by platform: Patreon now routes to the
native PatreonIngester (zero per-file HEADs, native cursor/resume, loud
drift detection) instead of gallery-dl; the other 5 platforms are
unchanged. The ingester returns a DownloadResult-shaped object so phase 1
(DB setup) and phase 3 (import → pHash → thumbs → ML) are untouched.
Three modes wired from config_overrides state:
- tick: skip seen (tier-1 ledger + tier-2 disk), early-out after N
contiguous already-have-it items.
- backfill: full-history time-boxed chunk, cursor checkpoint via
gallery-dl-style "Cursor: <token>" lines in stdout (reuses the #693
lifecycle + parse_last_cursor verbatim).
- recovery: backfill that BYPASSES the tier-1 seen-ledger so
dropped-and-deleted near-dups get re-fetched and re-evaluated under
the current pHash threshold. Rides the #693 state machine via a
_backfill_bypass_seen flag, cleared on completion / stop.
The seen-ledger uses short-lived sync sessions (injected sessionmaker),
never held across the walk (avoids the connection-reaping trap). Campaign
id resolves from override, an id: URL, or a vanity lookup; unresolvable =
loud NOT_FOUND, never a silent empty success.
Tests: new test_patreon_ingester.py (modes, ledger skip/idempotency,
budget→PARTIAL, recovery bypass, tier-2 disk, drift). The patreon-oriented
download_service tests now drive the ingester branch via a stub; the
gallery-dl campaign-retry test is replaced by resolution/caching coverage.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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96fffaff64 |
feat(download): smarter backfill — time-boxed chunks, run-until-done (backend)
Plan #693. Large-catalog backfill (Anduo) no longer sprints to the timeout wall and dies as an error each run. Builds on the cursor checkpoint (#689). - Time-boxed chunks: BACKFILL_TIMEOUT_SECONDS(1170)→BACKFILL_CHUNK_SECONDS(600), far under the 1350 soft limit. Hitting it = normal chunk boundary (the TimeoutExpired path already captures partial output + the cursor), not a near-wall death. - Run-until-done state machine driven by config_overrides[_backfill_state] (running/complete/stalled). A running backfill auto-continues in chunks across ticks until gallery-dl exits cleanly (rc=0 = reached the bottom → 'complete'); a safety-cap (BACKFILL_MAX_CHUNKS=200) + the #689 stall-guard pause a pathological walk as 'stalled'. Replaces the N-runs counter (backfill_runs_remaining repurposed as the cap countdown). - Progress, not error: a chunk that timed out but advanced (cursor moved and/or files written) is reclassified TIMEOUT→PARTIAL (status 'ok'). - Retry storm tamed: gallery-dl retries 3→2, downloader timeout 120→60s, so one stuck CDN file fails in ~1-2 min not ~10 (Anduo #40838). - API: POST /sources/{id}/backfill now takes {action: start|stop}; service start_backfill/stop_backfill; new enabled sources auto-arm run-until-done; source dict exposes backfill_state + backfill_chunks. Frontend (Start/Stop control + state badge) lands in the next push. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> |
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593f65c9cc |
feat(download): cursor-paged Patreon backfill for large catalogs
Large Patreon creators (Anduo: weekly 50-120-image Reports back months = thousands of files) couldn't backfill: each run re-walked newest→oldest from the top, and gallery-dl's polite ~0.75s/request HEAD walk alone exceeded the 1170s subprocess budget, so the run died during enumeration with 0 files written and NO forward progress — re-stranding every time (event #40411). Checkpoint gallery-dl's pagination cursor so each backfill window advances the frontier: - gallery_dl.py: SourceConfig.resume_cursor; _build_config_for_source sets extractor.patreon.cursor=<resume> (PLATFORM_DEFAULTS leave log-only True for a fresh run); parse_last_cursor() pulls the last emitted 'Cursor: <token>' from stdout+stderr — survives a timed-out run since the TimeoutExpired path returns partial output. - download_service.py: phase2 stays in BACKFILL mode while a cursor is pending (even after the run budget drains) and threads resume_cursor; _apply_backfill_lifecycle() checkpoints the advancing cursor each non-completing run, completes on a clean rc=0 finish (walk reached bottom), and a stuck-guard clears the cursor after 2 non-advancing runs so a wedged walk can't re-strand forever. patreon-only (sole platform with a resumable cursor); other platforms keep the simple counter semantics. Cursor state lives in config_overrides JSON (patreon_campaign_id precedent) — no migration. Time-budget ladder (1170/1350/1500) unchanged. Plan #689. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> |
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576e16d14d |
fix(download): release DB connections across the gallery-dl subprocess
Backfill events were STILL stranding empty after the timeout-ladder fix.
Worker logs showed the salvage path working ("Download timeout for
anduo/patreon after 1170.0s (18 files written)") but then:
Retry in 3s: DBAPIError(ConnectionDoesNotExistError: connection was
closed in the middle of operation)
...succeeded in 0.149s <- in-flight guard no-op
Root cause: DownloadService held the async + sync DB connections checked
out across the entire (≤19.5-min backfill) gallery-dl subprocess. The
server reaps the idle connection, so phase 3's first query hits a dead
socket. That DBAPIError trips download_source's autoretry_for, the retry
re-enters _phase1_setup, sees the event still 'running', returns
in_flight and no-ops — leaving the event to be stranded empty by the
recovery sweep. pool_pre_ping was already on both engines but can't help
a *held* connection (it only validates on pool checkout).
Fix:
- DownloadService.download_source closes the async + sync sessions after
phase 1, before the subprocess, so phase 3 re-acquires a live
connection (matches the class's "Phase 2 — no DB connection" docstring).
- The per-task async engine switches to NullPool so phase 3 always opens
a fresh connection rather than a pooled one the server may have reaped.
Tests: assert connections are released before gdl.download runs and the
event still finalizes; assert the task engine uses NullPool. Also fixes a
stale 1800s->1170s comment.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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4df98171ab |
fix(audit-g5c): refuse silent Fernet key regeneration on partial restore
Audit 2026-06-02: `_load_or_create_key` silently minted a new Fernet key whenever the key file was missing — no log, no warning. The failure mode the audit flagged: a partial disaster restore where the DB was restored but `/images/secrets/` was lost would produce a working-looking system in which every authenticated download fails AUTH_ERROR until the operator re-uploads every credential by hand. Two opt-ins now needed for auto-creation: 1. Explicit `bootstrap_ok=True` kwarg (tests, scripts), OR 2. `CURATOR_BOOTSTRAP_NEW_KEY=1` env var (operator first-time setup) Otherwise the constructor raises `MissingCredentialKey` so the app fails fast at startup and the operator can restore the key file from backup before encrypted_blob rows go undecryptable. Also: docstring path was wrong (said "images/data root" but actual location is `/images/secrets/credential_key.b64`) — corrected. Tests updated to pass `bootstrap_ok=True` explicitly, and two new tests cover the safety behavior (missing-key-raises, env-var-bootstraps). |
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bd06794647 |
fix(downloads): enqueue thumbnail + ML tasks per attached image
Operator-flagged 2026-06-01: downloaded images stayed at thumbnail_path=NULL until a periodic backfill sweep picked them up, surfacing as broken-thumbnail tiles in the gallery for hours after the download landed. Importer.attach_in_place deliberately skips inline thumbnail generation (importer.py:591-592) so the import queue stays moving — the CALLING task is responsible for the enqueue. tasks/import_file.py already did this (line 228-239). tasks/download.py / download_service did not — every gallery-dl-attached image landed un-thumbnailed. Fix in download_service._phase3_persist: after each `attach_in_place` returning status in (imported, superseded), fan out `generate_thumbnail.delay()` + `tag_and_embed.delay()` for each image_id. Lazy import avoids circular-import risk between download_service and the celery task modules that depend on it. Mirrors the existing pattern verbatim — single source of truth for "what fires after a successful attach" remains a comment in two places (filesystem-import task, download orchestrator) rather than a shared helper, because the contexts differ enough (sync session vs async orchestrator) that abstracting would obscure more than it'd share. Test covers the happy-path with two attached files: both get the thumbnail enqueue AND the ML enqueue, with image_ids drawn from ImportResult (so future supersede-on-attach paths stay covered). |
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19aece1fc4 |
feat(download): tick/backfill modes + partial-success classifier (plan #544)
Routine subscription polls walked the entire post history every tick
even when nothing had changed, because gallery-dl's default `skip: True`
continues iterating archived posts. A creator with ~550 archived posts
(Knuxy patreon) saturates the 870s wall-clock cap before completing,
even with zero downloads needed. Plus, a tier-limited run that
downloaded hundreds of files but ran out the clock should be a
warning, not an error.
Two coupled changes, both operator-flagged 2026-06-01:
* **Tick mode (default, cron polls).** New `TICK_SKIP_VALUE = "exit:20"`
asks gallery-dl to exit after 20 contiguous archived items. Fresh
subscriptions + new-content cases still walk normally; established
subscription with zero new content exits in ~30s of HEAD requests
instead of pegging the timeout. 20 (not 5) gives headroom against
paywall warnings interleaving with archived items.
* **Backfill mode (explicit, operator-triggered).** Sticky for N runs
via new `Source.backfill_runs_remaining` (alembic 0031). While > 0,
downloads use `skip: True` + 1800s timeout. Auto-decrements per run
with early-reset to 0 when a clean run finds zero files (queue
drained). N defaults to 3 — multiple runs give the system enough
budget to finish a deep walk across timeout boundaries. New
`POST /api/sources/{id}/backfill` arms the source; "Deep scan"
button on each SourceRow (chip shows remaining count) wires it.
Plus partial-success classifier: non-zero gallery-dl exit + ≥1 file
downloaded + no source-level error fires `ErrorType.PARTIAL`, which
download_service maps to `status=\"ok\"`. The run did real work; the
next tick continues via gallery-dl's archive. No more red events for
"timed out mid-walk after downloading 300 files."
Retires `SourceConfig.skip_existing` — skip value is now derived from
the source state and passed as a separate `skip_value` parameter
through download() / _build_config_for_source(). `GD_DEFAULTS` drops
the now-dead key (was inert data after this refactor).
Tests cover:
* tick + backfill skip-value emission in _build_config_for_source
* PARTIAL classifier branch + TIER_LIMITED-wins-over-PARTIAL ordering
* SourceService.set_backfill_runs validation + persistence
* /api/sources/{id}/backfill 200/400/404 paths
* download_service auto-decrement / auto-reset / tick-mode-no-touch
* PARTIAL → status=ok in the orchestrator (no consecutive_failures bump)
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87fb534722 |
fc3d: DownloadService finalize hook — Source.consecutive_failures/last_error/last_checked_at
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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1fe259fa14 |
fix(fc3c): structured JPEGs + phash_threshold=0 so both fixtures attach
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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c212691771 |
fix(fc3c): distinct test JPEG colors so both attach (sha256 dedup was kicking in)
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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82fc6afe53 |
feat(fc3c): DownloadService orchestrator — 3-phase pipeline + Patreon retry
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |