Better tests and more user feedback while doing transcription; WIP.
This commit is contained in:
@@ -2,9 +2,10 @@
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* Inference Web Worker (Decisions.md D-003 — inference never runs on the main
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* thread). Hosts the Transformers.js `automatic-speech-recognition` pipeline.
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*
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* M2: WebGPU detection with automatic WASM fallback (D-004), catalog-driven
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* dtype defaults (D-006), model switching with pipeline disposal, and
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* language/task options for multilingual models.
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* M2: hardware backend detection with automatic fallback — "auto" resolves
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* WebNN → WebGPU → WASM (D-004, D-017) — catalog-driven dtype defaults
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* (D-006), model switching with pipeline disposal, and language/task options
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* for multilingual models.
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*/
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import {
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@@ -16,7 +17,9 @@ import {
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} from "@huggingface/transformers";
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import { resolveDefaultDtype } from "../lib/models";
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import {
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deviceAttempts,
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isUiToWorkerMessage,
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type DeviceCapabilities,
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type DevicePreference,
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type InferenceDevice,
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type LoadMessage,
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@@ -56,7 +59,7 @@ function errorMessage(error: unknown): string {
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* Forward Transformers.js progress events to the UI as load-progress messages.
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* The library's own "ready" event is swallowed — the worker posts its own
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* `ready` (with the selected device) once the pipeline actually resolved,
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* which also covers the WebGPU → WASM fallback retry (D-004).
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* which also covers the device fallback retries (D-004, D-017).
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*/
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function forwardProgress(info: ProgressInfo): void {
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switch (info.status) {
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@@ -83,7 +86,9 @@ function forwardProgress(info: ProgressInfo): void {
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}
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// ---------------------------------------------------------------------------
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// Device selection (D-004): WebGPU when available, automatic WASM fallback
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// Device selection (D-004, D-017): "auto" resolves WebNN → WebGPU → WASM.
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// The probe only answers "does the backend exist?"; the attempt ordering and
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// fallback policy live in the pure `deviceAttempts` (protocol.ts, unit-tested).
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// ---------------------------------------------------------------------------
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interface NavigatorWithHardware {
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@@ -91,21 +96,26 @@ interface NavigatorWithHardware {
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ml?: unknown;
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}
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async function detectDevice(preference: DevicePreference): Promise<InferenceDevice> {
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if (preference === "wasm") return "wasm";
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if (preference === "webnn") {
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async function probeCapabilities(
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preference: DevicePreference,
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): Promise<DeviceCapabilities> {
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const capabilities: DeviceCapabilities = { webnn: false, webgpu: false };
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const hardware = navigator as NavigatorWithHardware;
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if (preference === "auto" || preference === "webnn") {
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try {
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return (navigator as NavigatorWithHardware).ml ? "webnn" : "wasm";
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capabilities.webnn = Boolean(hardware.ml);
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} catch {
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return "wasm";
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// Probing threw — treat WebNN as unavailable.
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}
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}
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try {
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const adapter = await (navigator as NavigatorWithHardware).gpu?.requestAdapter();
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return adapter ? "webgpu" : "wasm";
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} catch {
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return "wasm";
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if (preference === "auto" || preference === "webgpu") {
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try {
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capabilities.webgpu = Boolean(await hardware.gpu?.requestAdapter());
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} catch {
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// Probing threw — treat WebGPU as unavailable.
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}
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}
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return capabilities;
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}
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// ---------------------------------------------------------------------------
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@@ -131,12 +141,14 @@ function loadKey(message: LoadMessage): string {
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async function createPipeline(
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message: LoadMessage,
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): Promise<AutomaticSpeechRecognitionPipeline> {
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const detected = await detectDevice(message.device);
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// If WebGPU was selected but pipeline creation throws (driver quirks,
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// unsupported ops, out-of-memory), fall back to WASM automatically (D-004).
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const attempts: InferenceDevice[] =
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detected === "webgpu" ? ["webgpu", "wasm"] :
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detected === "webnn" ? ["webnn", "wasm"] : ["wasm"];
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// Ordered devices to try (D-004/D-017): the first is the selected device;
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// if pipeline creation throws there (driver quirks, unsupported ops,
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// out-of-memory), the next one is tried automatically. For "auto" the chain
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// is WebNN → WebGPU → WASM (filtered by the probe); WASM always terminates it.
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const attempts: InferenceDevice[] = deviceAttempts(
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message.device,
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await probeCapabilities(message.device),
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);
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let lastError: unknown;
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for (const device of attempts) {
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+52
-3
@@ -10,8 +10,10 @@
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export type InferenceDevice = "webgpu" | "wasm" | "webnn";
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/**
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* What the UI may request. "auto" (the default) lets the worker probe
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* `navigator.gpu` and pick WebGPU with automatic WASM fallback (D-004).
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* What the UI may request. "auto" (the default) lets the worker probe the
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* available backends and pick in priority order WebNN → WebGPU → WASM
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* (D-004/D-017), with automatic fallback down the same chain if pipeline
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* creation fails on the picked device.
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*/
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export type DevicePreference = InferenceDevice | "auto";
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@@ -79,7 +81,7 @@ export type UiToWorkerMessage = LoadMessage | TranscribeMessage;
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* Model download / initialization progress. Mirrors the Transformers.js
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* `progress_callback` events we care about; `status: "ready"` marks the end
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* of a successful load and reports the backend that actually got selected
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* (after WebGPU detection / fallback, D-004).
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* (after device detection / fallback, D-004, D-017).
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*/
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export type LoadProgressMessage =
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| { type: "load-progress"; status: "initiate"; file: string }
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@@ -135,6 +137,53 @@ export type WorkerToUiMessage =
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| ResultMessage
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| ErrorMessage;
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// ---------------------------------------------------------------------------
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// Device selection policy (D-004, D-017) — pure so it is unit-testable; the
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// worker probes the browser capabilities and this decides the attempt order.
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// ---------------------------------------------------------------------------
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/** What the worker's capability probe found (see inference.worker.ts). */
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export interface DeviceCapabilities {
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/** `navigator.ml` exists (WebNN). */
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webnn: boolean;
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/** `navigator.gpu.requestAdapter()` returned an adapter (WebGPU). */
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webgpu: boolean;
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}
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/**
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* Resolve a device preference against probed capabilities into the ordered
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* list of devices to attempt pipeline creation on. The first entry is the
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* selected device; later entries are automatic fallbacks for when creation
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* throws (driver quirks, unsupported ops, out-of-memory). Never empty — WASM
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* is always the last resort.
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*
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* - "auto": WebNN → WebGPU → WASM (D-017), skipping backends the probe ruled
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* out, so an auto-detected WebNN that fails still tries WebGPU before WASM.
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* - Explicit "webnn"/"webgpu": that device (if available) → WASM. An explicit
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* choice deliberately does not detour through the other accelerator.
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* - "wasm": WASM only.
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*/
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export function deviceAttempts(
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preference: DevicePreference,
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capabilities: DeviceCapabilities,
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): InferenceDevice[] {
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switch (preference) {
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case "wasm":
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return ["wasm"];
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case "webgpu":
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return capabilities.webgpu ? ["webgpu", "wasm"] : ["wasm"];
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case "webnn":
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return capabilities.webnn ? ["webnn", "wasm"] : ["wasm"];
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case "auto": {
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const attempts: InferenceDevice[] = [];
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if (capabilities.webnn) attempts.push("webnn");
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if (capabilities.webgpu) attempts.push("webgpu");
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attempts.push("wasm");
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return attempts;
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}
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}
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}
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// ---------------------------------------------------------------------------
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// Runtime guards (postMessage data arrives untyped)
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// ---------------------------------------------------------------------------
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