407 lines
25 KiB
Markdown
407 lines
25 KiB
Markdown
# Work Breakdown
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Milestones are ordered so that **every milestone ends in a demoable, working app**.
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Within a milestone, tasks are roughly in dependency order. Check items off as they
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land; add follow-up tasks where they belong rather than in a separate backlog.
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Legend: `[ ]` todo · `[x]` done · `[~]` in progress
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---
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## WIP Tasks before usage limit cutoff:
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- [x] Allow users to cancel current transcription. — Cancel button on the
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file line, wired to worker termination (D-018); covers decode, pending
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model download, and the pass itself. Server-engine cancel is tracked in
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M6 (needs the M5 EngineToggle first).
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- [x] Better user-feedback while transcription is in progress (better than
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"Listening for the first few words") — the worker now posts
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`transcribe-progress` (seconds processed / total, from the streamer's
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chunk timestamps via the pure `TranscribeProgressTracker`); the UI shows
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a percent in the heading plus a progress bar with mm:ss, and the file
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flow's placeholder reads "Processing audio…" (the live wording stays
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live-only).
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## M0 — Scaffold cleanup & docs (small)
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Current state is the raw `bun init` React template.
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- [x] `Architecture.md`, `Decisions.md`, `WorkBreakdown.md` created
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- [x] Remove template cruft: `APITester.tsx`, hello routes in `src/index.ts`,
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Bun/React logo branding in `App.tsx` / `index.html`
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- [x] Add `@huggingface/transformers` dependency
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- [x] Target directory layout from `Architecture.md` §3 (empty modules with TODOs are fine)
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- [x] Smoke test in `tests/` proving `bun test` runs
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## M1 — Browser transcription MVP (core)
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Anonymous user can transcribe an uploaded file with one hardcoded model. **This is the
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riskiest milestone — do it first, learn from it.**
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- [x] `src/worker/protocol.ts` — typed messages: load / load-progress / transcribe /
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partial / result / error
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- [x] `src/worker/inference.worker.ts` — Transformers.js ASR pipeline
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(`onnx-community/whisper-tiny.en` hardcoded, WASM only for now), chunked
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with timestamps, partials streamed via `WhisperTextStreamer`
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- [x] `src/lib/audio.ts` — decode upload → 16 kHz mono Float32Array (D-012)
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- [x] `FileDropzone` component (drag-drop + file picker, audio/* and video/*)
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- [x] `TranscriptView` component — streaming partials, final text, copy button
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- [x] Model download progress UI (bytes / %, per-file)
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- [x] Wire into `App.tsx`; delete remaining template UI
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- [x] Unit tests for audio resampling and protocol handling
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Notes (M1):
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- Bun 1.3 does not bundle `new Worker(new URL(...))` graphs (verified against
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both `bun build` and the dev server), so `src/index.ts` bundles the worker
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with `Bun.build` at startup and serves it at `/inference.worker.js`; the UI
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spawns `new Worker("/inference.worker.js", { type: "module" })`. Revisit if
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Bun gains native worker bundling.
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- onnxruntime-web fetches its `.wasm` binaries from the jsdelivr CDN
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(Transformers.js default). Fine for M1; M3 (offline) must serve/cache them
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locally.
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## M2 — Model choice + WebGPU (core)
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- [x] `src/lib/models.ts` — curated catalog with sizes and dtype defaults (D-006)
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- [x] `ModelPicker` component — size estimates, English-only vs multilingual,
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downloaded-state badge (query Cache API)
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- [x] WebGPU detection in worker, `device` selection with WASM fallback (D-004);
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surface active backend in UI
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- [x] Handle model switching (dispose old pipeline, load new)
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- [x] Language / task options for multilingual models (transcribe vs translate)
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- [~] Verify quantized variants (q4/q8/fp16) on both backends; record working
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combinations in `models.ts`
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Notes (M2):
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- Quantized-variant verification is pending manual in-browser testing (no real
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browser in the dev environment). `models.ts` encodes the community-known-good
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combinations — WASM: q8 (tiny→small) / q4 (medium, large-v3-turbo); WebGPU:
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fp32 encoder+decoder for tiny/base (fp16 encoders known-bad there), fp16
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encoder + q4 merged decoder for small/medium/large-v3-turbo — each with a
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`verified` flag and note. Only `whisper-tiny.en @ wasm/q8` (exercised in M1)
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is marked `verified: true`; flip the flags as manual testing confirms each.
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- Downloaded badge (D-005): `src/lib/modelCache.ts` inspects Cache Storage for
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transformers-cache entries with `.onnx` hits per model id; M3's offline
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indicator should reuse `getDownloadedModels`.
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## M3 — PWA & offline (core)
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- [x] `manifest.webmanifest` + icons; installability
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- [x] `src/pwa/sw.ts` — app-shell precache, cache-first static, network-only API (D-007)
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- [x] Build step: emit precache manifest from `bun build` output into the SW
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- [x] SW registration + update flow (new-version toast)
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- [~] Offline verification: airplane-mode transcription with a previously
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downloaded model; document the manual test procedure in `tests/offline.md`
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— procedure written (`tests/offline.md`), pending a manual run in a real
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browser (none in the dev environment; same caveat as M2's variants)
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- [x] "Available offline" indicator per model in `ModelPicker`
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Notes (M3):
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- `sw.ts` ships with `"__PRECACHE_MANIFEST__"` / `__CACHE_VERSION__` string
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placeholders; `src/pwa/precache.ts` (pure, unit-tested) splices in the real
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values. Production: `scripts/build.ts` injects the hashed `dist/` asset list
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and a content-hash version into `dist/sw.js`. Dev: `src/index.ts` injects an
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empty list + `"dev"`, so the shell is runtime-cached network-first and HMR
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keeps working. SW bundles are never minified — the placeholders must survive
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verbatim.
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- onnxruntime's `.wasm`/`.mjs` are served from our origin at `/ort/*` (dev:
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straight from `node_modules/onnxruntime-web/dist`; prod: copied to
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`dist/ort/`) instead of the jsdelivr CDN, and the SW runtime-caches them
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cache-first into `whisper-runtime-*` — required for offline inference, too
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big to precache. Model weights stay in Transformers.js's own
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`transformers-cache`, which the SW never touches (D-005).
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- Bun's HTML loader must resolve every `<link href>` to a real file, so
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`index.html` references `./pwa/manifest.webmanifest` / `./pwa/icons/...`
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relatively (absolute `/...` URLs fail the build — bug found while verifying
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M3). The bundler emits hashed copies; the fixed `/manifest.webmanifest` and
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`/icons/*` URLs are still served for the manifest's internal icon refs.
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`ensureIcons()` must run before the HTML is bundled (icons are generated,
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not checked in).
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- Production smoke-tested via curl: `/` and deep links → shell (no-cache),
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hashed chunks → immutable, `/sw.js` → no-cache, `/manifest.webmanifest` →
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`application/manifest+json`, `/ort/*.wasm` → `application/wasm`, `/api/*` →
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404 network-only. Browser-level behavior (install, airplane mode, update
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toast) is manual — see `tests/offline.md`.
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## M4 — Accounts (Passport.js)
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- [x] `src/server/db.ts` — bun:sqlite schema: users, sessions (D-009)
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- [x] Connect-compat adapter + Passport local strategy in `src/server/auth.ts` (D-008)
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- [x] Routes: `POST /api/auth/register|login|logout`, `GET /api/auth/me`
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- [x] Password hashing via `Bun.password` (Argon2)
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- [x] Frontend: login/register forms, session-aware header, logged-out ⇒ no
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behavioral change (anonymous-first invariant)
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- [x] Auth tests (register/login/logout, session expiry, wrong password)
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Notes (M4):
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- DB path env var is `DB_PATH` (default `./data/app.db`, gitignored); tests
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inject `createDb(":memory:")` and never touch disk. Session ids are 256-bit
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base64url; expiry is enforced server-side via `sessions.expires_at`, not just
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the cookie. Cookie: `sid`, HttpOnly, SameSite=Lax, Max-Age 7d, Secure in
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production.
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- One shared `/api/*` dispatcher in `src/index.ts` serves both the dev `routes`
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table and the production `fetch` handler — new API routes go there.
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- `src/server/auth.ts` exports `getSessionUser(request)` for M5's auth-guarded
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`/api/transcribe`. Frontend auth state lives in `src/lib/useAuth.ts` over the
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framework-free `src/lib/authClient.ts`; `/api/auth/me` failures (401 or
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offline) fail silent to anonymous — the app is offline-first.
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## M5 — Server engine + toggle
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- [x] Server-side pipeline in `src/server/transcribe.ts` — **faster-whisper**
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(CTranslate2) via a Python sidecar in `server-py/`, spawned/supervised by
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Bun (D-013 supersedes the Transformers.js-under-Bun plan); map the shared
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model catalog to faster-whisper model ids in `src/lib/models.ts`
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- [x] Degrade gracefully when Python/the sidecar is absent (server engine
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unavailable; browser engine untouched — anonymous path deploys with Bun alone)
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- [x] `POST /api/transcribe` — auth-guarded, streamed JSON-lines response (D-011),
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upload size limit, request abort handling; plus `GET /api/transcribe/status`
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(availability probe for the toggle)
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- [x] `src/lib/engine.ts` — `Engine` interface; `BrowserEngine` (wraps worker) and
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`ServerEngine` (wraps fetch stream) (D-010)
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- [x] `EngineToggle` component — visible only with a session; persists choice
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(persistence helpers + status probe already in `lib/engine.ts`; remaining:
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the component, lifting `useAuth` out of `AuthForms` into `App` so both see
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one session state, and routing the file flow through the selected engine —
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live stays on `BrowserEngine` per D-016)
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- [x] Server model caching/warm-up strategy (don't reload weights per request)
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- [~] Integration test: same fixture audio through both engines, transcripts agree
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— supervisor/HTTP layers covered in `tests/transcribe.test.ts` (real
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`Bun.spawn` against `tests/fixtures/fake_sidecar.py`); real inference is
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the opt-in `FW_INTEGRATION=1` test + manual run in `tests/server-engine.md`
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(no pip/browser in the dev environment; same caveat as M2/M3)
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- [x] Deployment: optional Python/faster-whisper layer for the Docker image +
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deployer note (base image stays Bun-only; install
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`server-py/requirements.txt` to enable the server engine)
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Notes (M5):
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- Sidecar protocol (`server-py/sidecar.py`): JSON-lines over stdio —
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`ready`/`fatal` handshake, `transcribe` → `segment`* → `done`, `cancel`
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between segments, `shutdown`/EOF exits. Audio is handed over as a temp file
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of raw float32 mono 16 kHz PCM (exactly what the browser engine consumes),
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read with `np.fromfile` — no container decoding server-side. The last-used
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model stays loaded (replaced on change, so memory is bounded to one model);
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device/compute via `FASTER_WHISPER_DEVICE`/`FASTER_WHISPER_COMPUTE`
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(default auto/int8).
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- Supervision (`createSidecar`): lazy spawn on first use; a crash rejects
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in-flight requests and the next request respawns; a missing runtime
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(no python3 / `fatal` handshake) is remembered as a *permanent* unavailable
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reason — surfaced verbatim by `GET /api/transcribe/status` and 503s — so a
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Bun-only deployment never respawn-storms. Tests force this path with
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`python3 -S -I` (site-packages off) against the real sidecar.
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- Upload limit: `TRANSCRIBE_MAX_UPLOAD_BYTES` (default 512 MiB ≈ 2¼ h of raw
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f32 PCM), enforced pre-read via Content-Length *and* while streaming the
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body to the temp file. Errors after the 200 header travel in-stream as an
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`{"type":"error"}` line (wire format shared with the client via
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`src/lib/engine.ts`, so server and `ServerEngine` cannot drift).
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- `AUTH_ENABLED=false` (D-015) 404s `/api/transcribe*` along with the auth
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routes — the server engine is session-gated, so it disappears with auth.
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- Smoke-tested live against the dev server: `/` + auth unchanged; status
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401 → (register) → 200 `{available:false, reason:"faster-whisper is not
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installed…"}`; POST → 503 with the same reason, body untouched.
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- EngineToggle: one `useAuth()` lives in `App` (passed into `AuthForms` and
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gating the toggle); the status probe runs on sign-in and the server option
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renders disabled-with-reason when unavailable. The file flow now goes
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through the `Engine` interface for **both** paths (D-010): `BrowserEngine`
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shares the worker with the live loop (distinct requestId namespaces) and a
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new `stream` flag on the transcribe message keeps token partials +
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transcribe-progress flowing for id-carrying engine passes (live passes stay
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non-streaming). Server runs skip the browser model load, show segment
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partials without a progress bar (faster-whisper's stream carries no window
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boundaries), and cancel by aborting the fetch (D-018 amendment) — browser
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runs keep worker-termination cancel. The choice persists in localStorage
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but only takes effect while signed in with the engine available.
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- Deployment: multi-stage `Dockerfile` — `runtime` (Bun-only, ~400-450 MB, see
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D-031) is the default target so plain `docker build .` (existing CI) is
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unchanged; `--target with-server-engine` (several GB — two Whisper models
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pre-downloaded at build time, D-031) adds python3 + faster-whisper in a venv
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at `/opt/faster-whisper` (wired via `SIDECAR_PYTHON`), with
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`FASTER_WHISPER_DOWNLOAD_ROOT` pointed at `/opt/faster-whisper/models`
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(deliberately outside the `/app/data` volume, D-031) so weights persist
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without a volume and there's no first-request download. README.md documents
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both flavors, all runtime env vars, the DB volume, and the HTTPS/reverse-proxy
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requirement. Verified live in Docker:
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Bun-only image degrades per D-013 (`available:false`, "python3 is not
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available…"); server-engine image ran a real `POST /api/transcribe` of
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`en_aiproblem.m4a` end-to-end, streamed segments matching the fixture
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transcript — the server half of the M5 integration-test item is now
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exercised for real (browser half still needs the manual run).
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## M6 — Hardening & polish
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- [x] Error taxonomy: unsupported file, out-of-memory (suggest smaller model),
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WebGPU device-lost, network loss mid-download (resume or clear retry) —
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pure `classifyError` in `src/lib/errors.ts` (D-030) sorts every failure
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path (decode, load, transcribe, a crashed worker) into one of the four
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categories plus a generic fallback, each with a user-facing message and
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an actionable suggestion; the error box in `App.tsx` adds a Retry
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button for the two retryable kinds (network, device-lost), replaying
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the failed load or the last file. Unit-tested in `tests/errors.test.ts`.
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- [x] Cancel in-flight transcription (both engines) — browser engine via
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worker termination (D-018), server engine via aborting the
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`/api/transcribe` fetch (D-018 amendment; landed with M5's EngineToggle)
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- [x] Export transcript: .txt and .srt (timestamps already available) —
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pure formatters in `src/lib/export.ts` (unit-tested: SRT cue numbering,
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HH:MM:SS,mmm timestamps, null-end segments borrow the next cue's start
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or fall back to +2 s, filename derived from the source file); .txt/.srt
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download buttons next to Copy in `TranscriptView`. Live-mode results
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reuse the same `result` state with absolute timestamps (D-016), so both
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flows export identically.
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- [x] Storage management UI: list cached models, per-model delete —
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collapsible "Storage" panel (`StorageManager`) listing cached models
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with exact on-disk size (summed `blob().size`, measured lazily on
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open) and per-model delete; delete is confirm-free (weights are just
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cache — they re-download on next use) and refreshes the picker's
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downloaded/offline badges. Helpers in `src/lib/modelCache.ts` take an
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injectable Cache-Storage-shaped object (mocked in
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`tests/modelCache.test.ts`). Scope is the transformers-cache only:
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the SW's `whisper-runtime-*` cache (onnxruntime .wasm, shared by all
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models, versioned/cleaned by the SW itself) is deliberately not
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surfaced — deleting it per-model makes no sense and the SW would
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just re-fetch it.
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- [x] Model downloads are user-initiated (D-020): selecting a model/backend no
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longer auto-downloads weights; the load starts on browser-engine
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transcription start (file drop / live start) or via an explicit
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per-model Download button in `ModelPicker` — and never when the engine
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toggle is set to "server".
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- [x] Firefox performance: never run the WASM fallback single-threaded after
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a failed accelerator attempt (worker posts `load-restart`, UI respawns
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with explicit wasm — D-025); skip WebGPU when fp16 weights need the
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absent `shader-f16` feature; hint that medium/large lag in live mode on
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WASM. Field-verified: WASM now gets the full thread pool; ort-web's
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WebGPU EP on Firefox completes but runs far slower than WASM, so
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"auto" skips WebGPU on Firefox (D-026, explicit selection still
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honored — retest on ort bumps).
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- [x] Mobile OOM crash on Medium+ model loads (D-027) — patched
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`@huggingface/transformers` (`bun patch`) to load the encoder/decoder
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sessions sequentially instead of concurrently, roughly halving
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load-time peak memory for every model; added a mobile UA +
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`deviceMemory` warn/confirm gate (`src/lib/mobileMemoryGuard.ts`)
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before any browser-engine load whose estimated peak
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(`estimatePeakLoadBytes`) is risky on a phone/tablet, covering the
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explicit Download button and the lazy auto-load on file-drop/live-start
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alike.
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- [x] Basic a11y pass (keyboard, focus, aria on progress/live transcript) —
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the model-download and transcription `<progress>` bars gained
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`aria-label`s (previously announced as an unnamed percentage);
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`TranscriptView`'s heading is now a programmatic focus target
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(`tabIndex={-1}`) that receives focus the moment a final result lands,
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so keyboard/screen-reader users land on new content instead of hunting
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for it; the Copy button's "Copied!" state and `LiveControls`' status
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transitions (requesting mic / listening / finishing) now also announce
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via a visually-hidden `role="status"` region for users not focused on
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the button. Keyboard operability was already in place everywhere in
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scope (native buttons/inputs, `FileDropzone`'s `role="button"` +
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`onKeyDown`) and needed no changes. `bun test` unaffected (233 pass, 1
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pre-existing unrelated WER-gate failure, see Decisions.md).
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- [x] Production build + `bun start` deployment check; README for deployers —
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`bun run build` + `bun start` smoke-tested live (headers, hashed-asset
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immutability, `/api/*` routing, `AUTH_ENABLED=false`, server-engine
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graceful degradation all matched the README's claims). A real
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`docker build .` from this checkout also caught two real bugs (D-031):
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local Python venvs leaking into the image (858 MB, via a nested
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`.gitignore` `.dockerignore` doesn't read) and `@huggingface/transformers`
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+`onnxruntime-node`/`-web` (341 MB) sitting in the production
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`dependencies` despite never being imported at server runtime — both
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fixed, bringing the Bun-only image from a buggy 2.18 GB down to ~421 MB.
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Also corrected stale docs: the with-server-engine image is legitimately
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several GB (it bakes in two Whisper models at build time), and
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`FASTER_WHISPER_DOWNLOAD_ROOT`'s real default in that image is
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`/opt/faster-whisper/models`, not under `/app/data` as previously
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written.
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## M7 — Live microphone transcription (browser engine, D-016)
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Promoted out of the out-of-scope list via D-016. Browser engine only: audio
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never touches the network, anonymous-first, works offline once a model is
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cached.
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- [x] Protocol: optional `requestId` on `transcribe`, echoed on
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`partial`/`result`/`error` so the live loop can correlate responses
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(file flow unchanged without ids)
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- [x] `src/lib/live.ts` — pure, unit-tested segment loop: RMS energy gate,
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`LiveSegmenter` (speech onset + pre-roll, silence/max-length commits,
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pure silence dropped), `LiveTranscriber` (single-flight scheduling,
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final passes before throttled tentative refreshes, stop/drain,
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absolute-timestamped chunks)
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- [x] `src/lib/mic.ts` — `getUserMedia` + AudioWorklet chunker from a Blob URL
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(ScriptProcessorNode fallback), native-rate capture resampled to 16 kHz
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on the main thread (D-016)
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- [x] `LiveControls` component — start/stop button + recording indicator;
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mutually exclusive with the file flow
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- [x] Live transcript UI: committed text + visually-distinct tentative tail in
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`TranscriptView`; final stop() result reuses the normal transcript view
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(copy button, timestamps)
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- [x] Unit tests: segmenter behavior, transcriber scheduling with a fake
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engine and injected clock, protocol `requestId` guards
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- [~] Manual in-browser verification (mic permission, live text, offline run)
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— procedure in `tests/live.md`, pending a real browser (same dev-env
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caveat as M2/M3)
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- [x] Live transcription on the **server engine** (D-019) — `GET
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|
/api/transcribe/live` upgrades to a WebSocket (`src/server/live.ts`,
|
|
wired in `src/index.ts`); the client streams mic PCM and runs the
|
|
browser-engine UI unchanged otherwise (`App.tsx`'s `startLive`/`stopLive`
|
|
branch on `useServer`). Landed already but was undocumented here and
|
|
untested; brought up to the rest of the codebase's bar (D-032):
|
|
`createLiveWebSocket` now takes the sidecar as an injected dependency
|
|
like `createTranscribeHandlers`, the WS route validates
|
|
`language`/`task` the same way the HTTP route does, and
|
|
`tests/server-live.test.ts` covers the bridge against a fake sidecar.
|
|
|
|
---
|
|
|
|
## Spec 001 Goal 7 — Parakeet TDT 0.6B v3 (English, desktop, D-WS7a)
|
|
- [x] Runtime decision: Transformers.js 4.2.0/4.3.2 have CTC-only Parakeet → parakeet.js on the
|
|
shared onnxruntime-web (one runtime in the bundle, `tests/workerBundle.test.ts`).
|
|
- [x] Catalog `family` + exact sizes; worker engine path (≤ 30 s windows, word → chunk
|
|
timestamps, progress/partials); Cache-API downloader (`modelFiles.ts`).
|
|
- [x] File and live mode; WASM int8 baseline; explicit WebGPU = fp16 encoder (opt-in only).
|
|
- [x] Hidden on phones/tablets; English-only note instead of language/task controls.
|
|
- [x] Real-model WER/wall-clock vs Large v3 Turbo (CPU), opt-in `PARAKEET_REAL=1` test.
|
|
- [x] Headless Chrome (no GPU, fresh profile, prod build, COOP/COEP on): picking Parakeet and
|
|
dropping `en_aiproblem.m4a` downloaded the weights, cached them ("available offline"),
|
|
ran on WASM (12 threads) and showed the transcript, 2 timestamp segments and the
|
|
.txt/.srt/.txt+ts/Copy exports — 15 s end to end including the ~670 MB download. Picker
|
|
screenshots: desktop light/dark show the row + English-only note; a phone UA hides it.
|
|
- [ ] Owner's browser check: real Chrome WASM load/transcribe (speed, memory), explicit
|
|
WebGPU on a real GPU (works? faster than WASM? fallback restart), Firefox/Safari WASM.
|
|
|
|
## Deliberately out of scope (for now)
|
|
Arbitrary Hub model ids, OAuth providers, multi-user transcript storage,
|
|
whisper.cpp server backend, i18n of the UI.
|
|
Promote to a milestone via a new entry in `Decisions.md` first.
|
|
|
|
---
|
|
|
|
## Noticed, not fixed
|
|
Found while bootstrapping agent docs (D-036); all fixed on 2026-10-29.
|
|
- [x] `bun test tests/live-real-model.test.ts` fails: the `en_alien (en)` case
|
|
times out at its 900 s limit (2026-10-29, Linux CPU/WASM, reproduced in
|
|
isolation; `da_festuge` and `en_aiproblem` pass). — Not a hang; budget
|
|
and WER bar were calibrated for short clips. Fixed (D-039).
|
|
- [x] `isolate_wer2.ts` (repo root) is marked "TEMP (delete after use)" and
|
|
writes to a stale `/tmp/claude-1000/...` scratchpad path. — Deleted.
|
|
- [x] `docs/Architecture.md` §3 and `scripts/build.ts` say `src/pwa/icons/`
|
|
is "not checked in", but `icon-192.png`/`icon-512.png` are tracked.
|
|
— Kept tracked (`ensureIcons()` is idempotent); comments + docs fixed.
|
|
- [x] No typecheck or lint: `tsconfig.json` is strict but `typescript` is not
|
|
installed, so nothing checks types (`bun` strips them). — `bun run
|
|
typecheck` (D-038). Still no linter.
|
|
- [x] `.gitlab-ci.yml` only builds Docker images; `bun test` never runs in CI.
|
|
— `check` stage: typecheck + fast suite gate the build (D-038).
|
|
- [x] README "Graceful degradation" says server-engine weights download into
|
|
the data volume; the env table, Dockerfile and D-031 say they are baked
|
|
into the image at `/opt/faster-whisper/models`. — README fixed.
|
|
- [x] `src/index.css` declares `color-scheme: light dark` but only has a dark
|
|
palette; `Inter` is listed first in the font stack but never loaded.
|
|
— Light theme via tokens + self-hosted Inter (D-037). Also fixed: the
|
|
Backend select overflowed its panel on 390 px-wide phones.
|
|
|
|
- [ ] Parakeet v3 also transcribes 24 other European languages, Danish included, but the app
|
|
offers it English-only (spec 001) — unmeasured on `da_festuge`. Candidate for a later spec.
|
|
- [ ] parakeet.js still logs `[Parakeet.js]` lines to the worker console on some paths; harmless,
|
|
not silenced (no logger hook in the library).
|
|
|
|
## Recurring
|
|
- [ ] Maintain `AGENTS.md`:
|
|
- **Add a rule only in response to a real failure.** When an agent repeatedly
|
|
gets something wrong, add one line, ideally with a code example. Do not
|
|
pre-empt hypothetical mistakes.
|
|
- **Update in the same commit as the convention change.** A stale rules file
|
|
actively misleads.
|
|
- **Prune quarterly.** Delete rules whose convention changed or whose mistake
|
|
no longer occurs. Keep it under 150 lines.
|
|
- **Optional validation:** run the same task twice in clean sessions, with and
|
|
without the file, and compare steps and token use.
|