Adds a "Describe" action per figure in article review: sends the cropped
image to the configured vision engine (with fallback) for a type-aware
one- or two-sentence description -- a chart gets a prompt about what it
measures and its trend, a table about headings and what stands out, etc.
Editable before approval. A new "Read figure descriptions" toggle in the
reading controls speaks these where they occur; purely additive, off by
default, and a figure with no description behaves exactly as before.
New core/magazine.py describe_visual_region()/_chain() reuse the same
reliability guards as page OCR (repetition-loop detection, sentence-
boundary truncation). New routes: POST .../images/{id}/describe
(background job), PATCH .../images/{id} (manual edit), descriptions=1 on
the article-text endpoint.
Live-verified end to end against the ingested c't KI Wissen 2026
magazine. Also found and documented a real, config-dependent limitation:
the currently-configured primary vision engine is transcription-only and
returns empty content for any descriptive prompt (confirmed with three
different prompts) -- not a code defect, but description generation
needs a genuinely caption-capable engine reachable as the fallback.
251 tests passing.
Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
6.6 KiB
Project map
Living index of where things are and what state they are in. Update in the same commit as the change it describes.
Current phase
Magazine projects, P0 and P1 complete (frontend reachable at Studio → Magazines). Audiobook/Rehearser/voice-library features are mature and in daily use.
Deployment
Two self-hosted Docker instances, both port 7890:
- DGX Spark (
192.168.178.8) — primary.docker-compose.ymlbuilds locally and tags the resultghcr.io/martin-b78/tts-voice-creator-clone-and-design-2, but that registry copy is not kept current on every deploy (several versions behind as of 2026-09-14) — treat it as a snapshot, not a source of truth. Python and static files are bind-mounted, so a code change needs only a container recreate; rebuild only whenDockerfileorrequirements.txtchange. correspondence-nuc(192.168.178.19) — secondary, live since 2026-09-14. No TTS/OCR engines of its own; every generation call crosses the LAN to the DGX (docker-compose.nuc.yml, tracked here, pinsvision_ocr_url/vision_ocr_fallback_urlexplicitly to the DGX's IP — their default resolves relative to whichever host the container runs on, silently wrong here otherwise). Voice library is the DGX's own directory, NFS-mounted read-write (/etc/exportson the DGX,/etc/fstabon the NUC) — never a separate copy that could drift. Deployed by rsyncing the working tree (excluding.git,config/,logs/) and building on the NUC itself, since theghcr.ioimage is both stale and private with no registry login there. See TODO.md's "P2 — deployment" entry for the full setup and the one accepted limitation (voice-change auto-restart of the DGX's TTS containers doesn't reach across hosts — manual restart on the DGX, same as before this existed).
Layout
| Path | Role |
|---|---|
server.py |
FastAPI app, router registration, auth middleware |
core/ |
domain logic — config, database, audio, voice, routing, magazine |
routes/ |
HTTP boundary, one module per feature area |
static/js/ |
frontend, one module per feature area (no build step for most) |
tests/ |
test_*.py (unittest) and *.spec.js (Playwright) |
architecture/ |
SOPs for subsystems whose design is not obvious from code |
workflows/ |
ComfyUI graphs for character portrait generation |
Feature areas
| Area | Server | Frontend | State |
|---|---|---|---|
| Voice library / clone / design | routes/library.py, core/voice.py |
library.js |
mature |
| Read Aloud (books, PDFs) | routes/reader.py |
reader.js |
mature |
| Audiobook casting | routes/conversation.py |
audiobook*.js |
mature |
| Rehearser | routes/rehearsals_db.py |
rehearser-*.js |
mature |
| Studio (phase wizard) | — | studio.js |
mature |
| TTS engines / routing | routes/tts.py, core/routing.py |
engines.js |
mature |
| STT | routes/stt.py |
— | mature |
| Magazines | core/magazine.py, routes/magazine.py |
magazine.js, s-magazine.html |
P0 + P1 |
Data model
Documents (books and magazines alike) live under
<CONFIG_DIR>/reader_library/<doc_id>/, discriminated by meta.json → kind:
kind: "pdf"/ text — Read Aloud book. Text is extracted in the browser and not persisted;meta.jsonholds counts and a flatidxresume position.kind: "magazine"— addslayout.json,articles.json,pages/,images/,podcast/, and a per-articleprogressmap. See architecture/magazine-ingestion.md.
Settings, presets, routes and the SQLite database also live under CONFIG_DIR,
which is the writable volume.
Environment
| Variable | Purpose |
|---|---|
CONFIG_DIR |
writable state (settings, library, database) |
VOICES_DIR / OUTPUT_DIR |
voice WAV library |
TTS_CONTAINER_NAMES |
containers restarted after a voice change |
DOCKER_HOST |
points at the socket proxy; the raw socket is not mounted |
llm_url / llm_model / llm_api_key |
settings.json, OpenAI-compatible LLM |
Pending decisions
- Container registry: ghcr costs quota against a private package (≈427 MB per push, 500 MB free on the Free plan). Local registry vs. ghcr vs. no re-pull is unresolved — the compose files currently point at ghcr.
Known limitations
giteabackup remote is 157 commits behindorigin;maintracksgitea.- Magazine sidebar exclusion is a narrow-column geometry heuristic
(
mark_sidebars), not certain — review always shows every sidebar block. - Magazine word-level highlighting is a character-length estimate against real measured audio duration, not true forced alignment.
- No formal cross-engine OCR accuracy benchmark exists (two engines wired: ocr-baidu-unlimited-ocr primary, KDL Frontier Parser nano fallback).
- Figure description generation (Magazine review, "Describe") needs a
genuinely caption-capable vision model — confirmed live that the primary
engine (baidu/Unlimited-OCR) is transcription-only and returns empty
content for any descriptive prompt, regardless of phrasing (three prompts
tried). Falls through to
vision_ocr_fallback_url/_model, which worked correctly once its container was started — that container (ocr-kdl-frontier-parser-nano) is not running by default. - Figure boundaries are re-derived from the page render (
snap_visual_bboxes) because vision OCR grounds figures loosely; it corrects roughly 100 of the 147 figure regions onc't KI Wissen 2026and deliberately declines the rest. A pale chart or line drawing on white is below its ink threshold and keeps the engine's box — draw those by hand in review. The pass is idempotent (safe to re-run via "Fix figure boundaries" any number of times), including the one confirmed pair that cannot mathematically converge — two adjacent figures sharing a dark caption strip settle on the same answer every run rather than continuing to drift between two states. - No
npm run qaaggregate command yet; Python tests run viaunittest, browser tests viaplaywright test. - The app has no authentication for the browser UI and no per-user data
isolation — single-tenant/LAN-trust only (one global settings/database/voice
library, no accounts). See
architecture/multi-tenant-and-identity.mdand TODO.md's "Deferred — public multi-user readiness" section.
Next logical step
Magazine P2 per TODO.md: image descriptions shipped; remaining — table/chart handling depth, EPUB 3 Media Overlay export, and a formal OCR-engine benchmark (see architecture/magazine-ingestion.md). Then Character system, then Audiobook speaker attribution, per the user's stated priority order.