Photo gallery: Florence-2 AI auto-tagging pipeline step (auto-tags + caption, suppressible, full backfill) #894

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opened 2026-07-29 05:48:36 +00:00 by spikerj · 2 comments
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After a photograph reaches Ready, run Florence-2 (microsoft/Florence-2-base) on its 2048px preview to produce AI tags + a caption. Depends on #893 (tags feature).

Design (user-approved):

  • AI tags stored SEPARATELY: Photograph.AutoTags + RejectedAutoTags (suppress-on-delete is durable across re-runs; invariant disjoint, so effective tags = Tags ∪ AutoTags), AutoCaption (doubles as alt text), AutoTagModelVersion/AutoTaggedAt idempotency markers.
  • New GPU lane copying the QR-art dispatch pattern: contracts photograph.autotag.lifecycle exchange, PhotographAutoTagConsumer in ArtPipeProcessor (prefetch 1, always-ack, per-job GPU lease 2048MB pinned RequiredNodeId=SERVER — per-job so an idle tagger holds 0 VRAM; coordinator Priority is a no-op so low priority = own queue), input = photograph-previews bucket download (Florence can't read ORF).
  • artpipe: models/Florence2 manifest (transformers pinned exactly; weight_patterns must include *.py for trust_remote_code under HF_HUB_OFFLINE=1) + florence2.py backend running <MORE_DETAILED_CAPTION> + , deterministic derive_tags (≤15 tags), tags.json sidecar as output_path (executor requires an output file).
  • Publisher hook in PhotographOrchestrator.HandleMovedAsync (single Status=Ready site), gated PhotoAutoTag__Enabled; publisher flips only after the consumer stack is live.
  • infra: spikersoft-artpipe-model-florence2 stack (per-job shape, SERVER pin) + CI arms in model-env-images.yml and spikersoft-artpipe-processor.yml.
  • Backfill everything: tools/BackfillPhotographAutoTags publishes one command per Ready photo (ModelVersion skip = idempotent, doubles as retry).
  • Angular: AI chips styled (outlined + sparkle) in the lightbox editor, delete → POST photos/{id}/auto-tags/reject; gallery filter needs no client change (server-side union).

IPTC keyword seeding (#893) remains separate and unaffected.

After a photograph reaches Ready, run Florence-2 (microsoft/Florence-2-base) on its 2048px preview to produce AI tags + a caption. Depends on #893 (tags feature). Design (user-approved): - AI tags stored SEPARATELY: Photograph.AutoTags + RejectedAutoTags (suppress-on-delete is durable across re-runs; invariant disjoint, so effective tags = Tags ∪ AutoTags), AutoCaption (doubles as alt text), AutoTagModelVersion/AutoTaggedAt idempotency markers. - New GPU lane copying the QR-art dispatch pattern: contracts photograph.autotag.lifecycle exchange, PhotographAutoTagConsumer in ArtPipeProcessor (prefetch 1, always-ack, per-job GPU lease 2048MB pinned RequiredNodeId=SERVER — per-job so an idle tagger holds 0 VRAM; coordinator Priority is a no-op so low priority = own queue), input = photograph-previews bucket download (Florence can't read ORF). - artpipe: models/Florence2 manifest (transformers pinned exactly; weight_patterns must include *.py for trust_remote_code under HF_HUB_OFFLINE=1) + florence2.py backend running <MORE_DETAILED_CAPTION> + <OD>, deterministic derive_tags (≤15 tags), tags.json sidecar as output_path (executor requires an output file). - Publisher hook in PhotographOrchestrator.HandleMovedAsync (single Status=Ready site), gated PhotoAutoTag__Enabled; publisher flips only after the consumer stack is live. - infra: spikersoft-artpipe-model-florence2 stack (per-job shape, SERVER pin) + CI arms in model-env-images.yml and spikersoft-artpipe-processor.yml. - Backfill everything: tools/BackfillPhotographAutoTags publishes one command per Ready photo (ModelVersion skip = idempotent, doubles as retry). - Angular: AI chips styled (outlined + sparkle) in the lightbox editor, delete → POST photos/{id}/auto-tags/reject; gallery filter needs no client change (server-side union). IPTC keyword seeding (#893) remains separate and unaffected.
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Audited against origin/master (backend/angular) and origin/main (artpipe). 4 of 5 workstreams landed — staying open for the Angular half. Notes updated so the remaining work is unambiguous.

Landed

Backend — PR #508 (766cb8e4): all five markers on Photograph.cs:131,138,142,150,153 (AutoTags, RejectedAutoTags, AutoCaption, AutoTagModelVersion, AutoTaggedAt). Importantly SpikerDbContext.cs:1675-1686 maps AutoTags/RejectedAutoTags as plain BSON arrays with only a ValueComparer — it did not re-introduce the JSON converter #893 just removed, so the server-side union filter actually translates. Disjoint invariant enforced idempotently in RejectPhotographAutoTagCommandHandler.cs:31-36. Consumer PhotographAutoTagConsumer.cs: prefetch 1 (:99), always-ack (:116), per-job lease with RequiredNodeId (:222-228) released in finally (:285-287), ModelVersion skip (:185). Publisher gated at PhotographOrchestrator.cs:151 on PhotoAutoTag:Enabled (default false, correct for staged rollout). Backfill at tools/BackfillPhotographAutoTags/Program.cs.

artpipe — PR #47 (2053880, origin/main): models/Florence2/artpipe.json with transformers==4.49.0 pinned and weight_patterns including "*.py"; src/artpipe/models/florence2.py running <MORE_DETAILED_CAPTION> (:201) + <OD> (:207), DEFAULT_MAX_TAGS = 15 (:43), deterministic derive_tags (:58), tags.json sidecar (:223,245); tests in tests/test_florence2_tags.py.

infrastructure — PR #155 (1f08d2b): spikersoft-artpipe-model-florence2/docker-stack-gpu.yml (per-job shape, PhotoAutoTag__Enabled=true, SERVER placement, replicas: 0 staged), README row, and the PhotoAutoTag__Enabled=false gate on spikersoft-photograph-processor/docker-stack.yml:35.

Remaining

1. The entire Angular workstream is absent. git grep -in "autotag\|auto_tag\|auto-tag\|autoCaption" origin/master over spikersoft-angular returns zero hits; git log origin/master --grep='894' is empty. Specifically missing:

  • autoTags / autoCaption / rejectedAutoTags on libraries/domain/photograph/src/lib/photograph.model.ts (:64 has only tags: string[]). The API already serves these fields (PhotographyController.cs:517-518,580,583), so the client currently discards them silently.
  • AI chip styling (outlined + sparkle) in the lightbox editor — photo-lightbox.component.ts:130 reads only photo.tags.
  • The delete→reject call. POST photos/{id}/auto-tags/reject exists (PhotographyController.cs:378) with no caller; photograph.service.ts has only setTags/getTagUniverse (:72,:77).
  • i18n keys for the AI-tag UI in devTools/en.json + es.json.

Net effect: once the stack goes live, AI tags will be invisible and unrejectable in the UI. (The gallery filter genuinely needs no client change — that part is server-side and done.)

2. florence2 missing from DEFAULT_IMAGES in spikersoft-artpipe-processor.yml. :188 ends "... textto3d qrmonster", and the workflow_dispatch input description (:33-44) doesn't list it. The build loop is generic, so workflow_dispatch images=florence2 works today — but artpipe-model-florence2:latest, the tag the stack pulls, is currently only producible by manual dispatch and never by a push. The infra stack header schedules this as rollout step 6; flagging it as a real item rather than pure sequencing because README.md:309 notes this is exactly the class of bug that killed triposr (#839).

To close: ship the Angular auto-tag UI (model fields, AI chip styling, reject call, en+es i18n), and add florence2 to DEFAULT_IMAGES in both spikersoft-artpipe-processor.yml and artpipe's model-env-images.yml:220 when the staged rollout reaches step 6.

Audited against `origin/master` (backend/angular) and `origin/main` (artpipe). **4 of 5 workstreams landed — staying open for the Angular half.** Notes updated so the remaining work is unambiguous. ### Landed **Backend** — PR #508 (`766cb8e4`): all five markers on `Photograph.cs:131,138,142,150,153` (`AutoTags`, `RejectedAutoTags`, `AutoCaption`, `AutoTagModelVersion`, `AutoTaggedAt`). Importantly `SpikerDbContext.cs:1675-1686` maps `AutoTags`/`RejectedAutoTags` as plain BSON arrays with only a `ValueComparer` — it did **not** re-introduce the JSON converter #893 just removed, so the server-side union filter actually translates. Disjoint invariant enforced idempotently in `RejectPhotographAutoTagCommandHandler.cs:31-36`. Consumer `PhotographAutoTagConsumer.cs`: prefetch 1 (`:99`), always-ack (`:116`), per-job lease with `RequiredNodeId` (`:222-228`) released in `finally` (`:285-287`), ModelVersion skip (`:185`). Publisher gated at `PhotographOrchestrator.cs:151` on `PhotoAutoTag:Enabled` (default `false`, correct for staged rollout). Backfill at `tools/BackfillPhotographAutoTags/Program.cs`. **artpipe** — PR #47 (`2053880`, `origin/main`): `models/Florence2/artpipe.json` with `transformers==4.49.0` pinned and `weight_patterns` including `"*.py"`; `src/artpipe/models/florence2.py` running `<MORE_DETAILED_CAPTION>` (`:201`) + `<OD>` (`:207`), `DEFAULT_MAX_TAGS = 15` (`:43`), deterministic `derive_tags` (`:58`), `tags.json` sidecar (`:223,245`); tests in `tests/test_florence2_tags.py`. **infrastructure** — PR #155 (`1f08d2b`): `spikersoft-artpipe-model-florence2/docker-stack-gpu.yml` (per-job shape, `PhotoAutoTag__Enabled=true`, SERVER placement, `replicas: 0` staged), README row, and the `PhotoAutoTag__Enabled=false` gate on `spikersoft-photograph-processor/docker-stack.yml:35`. ### Remaining **1. The entire Angular workstream is absent.** `git grep -in "autotag\|auto_tag\|auto-tag\|autoCaption" origin/master` over spikersoft-angular returns **zero hits**; `git log origin/master --grep='894'` is empty. Specifically missing: - `autoTags` / `autoCaption` / `rejectedAutoTags` on `libraries/domain/photograph/src/lib/photograph.model.ts` (`:64` has only `tags: string[]`). The API already serves these fields (`PhotographyController.cs:517-518,580,583`), so the client currently **discards them silently**. - AI chip styling (outlined + sparkle) in the lightbox editor — `photo-lightbox.component.ts:130` reads only `photo.tags`. - The delete→reject call. `POST photos/{id}/auto-tags/reject` exists (`PhotographyController.cs:378`) with **no caller**; `photograph.service.ts` has only `setTags`/`getTagUniverse` (`:72,:77`). - i18n keys for the AI-tag UI in `devTools/en.json` + `es.json`. Net effect: once the stack goes live, AI tags will be invisible and unrejectable in the UI. (The gallery *filter* genuinely needs no client change — that part is server-side and done.) **2. `florence2` missing from `DEFAULT_IMAGES` in `spikersoft-artpipe-processor.yml`.** `:188` ends `"... textto3d qrmonster"`, and the `workflow_dispatch` input description (`:33-44`) doesn't list it. The build loop is generic, so `workflow_dispatch images=florence2` works today — but `artpipe-model-florence2:latest`, the tag the stack pulls, is currently only producible by manual dispatch and never by a push. The infra stack header schedules this as rollout step 6; flagging it as a real item rather than pure sequencing because `README.md:309` notes this is exactly the class of bug that killed triposr (#839). **To close:** ship the Angular auto-tag UI (model fields, AI chip styling, reject call, en+es i18n), and add `florence2` to `DEFAULT_IMAGES` in both `spikersoft-artpipe-processor.yml` and artpipe's `model-env-images.yml:220` when the staged rollout reaches step 6.
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Closing — rollout complete end to end (2026-07-29):

  • Code: backend#508 (consumer + reject endpoint + backfill tool), artpipe#47 (Florence-2 model backend), backend#509 (stack deploy), backend#510 (corrective PascalCase casing migration), artpipe#48 (florence2 in ModelEnvImages DEFAULT_IMAGES), infra#156 (PhotoAutoTag__Enabled=true IaC sync) — all merged.
  • Data: #510 script run against prod — all 71 photographs converted (Tags/AutoTags/RejectedAutoTags proper arrays, junk camelCase removed, residuals 0/0/0).
  • Backfill: BackfillPhotographAutoTags queued 67/71 (4 without a usable derivative); florence2 consumer processed all 67 with GPU lease per photo, 0 errors — every photo has AutoTagModelVersion: florence2-base-v1, ~5 tags + caption. 47 distinct captions/67; duplicates are burst neighbors, verified not a processing bug.
  • Gate: publisher gate live on photograph-processor since 6h+ and now consistent with IaC, so future stack deploys keep it enabled.

EXIF keyword seeding (#893 sibling) confirmed a permanent no-op — the ORFs carry no embedded keywords.

Closing — rollout complete end to end (2026-07-29): - **Code**: backend#508 (consumer + reject endpoint + backfill tool), artpipe#47 (Florence-2 model backend), backend#509 (stack deploy), backend#510 (corrective PascalCase casing migration), artpipe#48 (florence2 in ModelEnvImages DEFAULT_IMAGES), infra#156 (`PhotoAutoTag__Enabled=true` IaC sync) — all merged. - **Data**: #510 script run against prod — all 71 photographs converted (`Tags`/`AutoTags`/`RejectedAutoTags` proper arrays, junk camelCase removed, residuals 0/0/0). - **Backfill**: `BackfillPhotographAutoTags` queued 67/71 (4 without a usable derivative); florence2 consumer processed all 67 with GPU lease per photo, 0 errors — every photo has `AutoTagModelVersion: florence2-base-v1`, ~5 tags + caption. 47 distinct captions/67; duplicates are burst neighbors, verified not a processing bug. - **Gate**: publisher gate live on photograph-processor since 6h+ and now consistent with IaC, so future stack deploys keep it enabled. EXIF keyword seeding (#893 sibling) confirmed a permanent no-op — the ORFs carry no embedded keywords.
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