File size: 12,801 Bytes
31c7d49
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
import type { OnnxModelManifest } from './modelManifest'
import { copyModelManifest, resolveModelManifest } from './modelManifest'
import type { TensorPayloadMap } from './tensors'
import { assertTensorPayloadMap, tensorPayloadTransferables } from './tensors'

export type OrtExecutionProvider = 'webgpu' | 'wasm'

export interface OrtRuntimeConfiguration {
  /** Absolute prefix or explicit files for the ONNX Runtime WASM artifacts. */
  wasmPaths?: string | { mjs?: string; wasm?: string }
  wasmThreads?: number
  wasmSimd?: boolean | 'fixed' | 'relaxed'
}

export interface OrtWebGpuSessionOptions {
  preferredLayout?: 'NCHW' | 'NHWC'
  forceCpuNodeNames?: readonly string[]
  validationMode?: 'disabled' | 'wgpuOnly' | 'basic' | 'full'
}

export interface OrtSessionLoadOptions {
  /** If WebGPU session creation fails, retry the whole graph with WASM. Defaults to false. */
  allowWasmFallback?: boolean
  graphOptimizationLevel?: 'disabled' | 'basic' | 'extended' | 'layout' | 'all'
  freeDimensionOverrides?: Readonly<Record<string, number>>
  enableGraphCapture?: boolean
  logSeverityLevel?: 0 | 1 | 2 | 3 | 4
  webgpu?: OrtWebGpuSessionOptions
}

export interface OrtLoadSessionRequest {
  sessionId: string
  manifest: OnnxModelManifest
  options?: OrtSessionLoadOptions
}

export interface OrtRunSessionRequest {
  sessionId: string
  inputs: TensorPayloadMap
  /** Omit to fetch all graph outputs. */
  outputs?: readonly string[]
  tag?: string
}

export interface OrtRunClientOptions {
  /**
   * Move input buffers into the worker instead of cloning them. Defaults to
   * true. The caller's typed arrays are detached after posting when enabled.
   */
  transferInputs?: boolean
}

export interface OrtValueMetadata {
  name: string
  isTensor: boolean
  type?: string
  shape?: Array<number | string>
}

export interface OrtConfigureRuntimeResult {
  wasmThreads: number
  wasmSimd: boolean | 'fixed' | 'relaxed'
  wasmPaths: string | { mjs?: string; wasm?: string }
}

export interface OrtLoadSessionResult {
  sessionId: string
  executionProvider: OrtExecutionProvider
  inputNames: string[]
  outputNames: string[]
  inputMetadata: OrtValueMetadata[]
  outputMetadata: OrtValueMetadata[]
  loadMs: number
}

export interface OrtRunTimings {
  /** Time spent inside `InferenceSession.run`. */
  inferenceMs: number
  /** Time spent materializing and copying outputs to transferable CPU buffers. */
  readbackMs: number
  totalMs: number
}

export interface OrtRunSessionResult {
  sessionId: string
  outputs: TensorPayloadMap
  timings: OrtRunTimings
}

export interface OrtDisposeSessionResult {
  sessionId: string
  disposed: boolean
}

export interface OrtDisposeAllResult {
  disposedSessionIds: string[]
}

export interface OrtWorkerRequestPayloadMap {
  'configure-runtime': OrtRuntimeConfiguration
  'load-session': OrtLoadSessionRequest
  'run-session': OrtRunSessionRequest
  'dispose-session': { sessionId: string }
  'dispose-all': Record<string, never>
}

export interface OrtWorkerResultMap {
  'configure-runtime': OrtConfigureRuntimeResult
  'load-session': OrtLoadSessionResult
  'run-session': OrtRunSessionResult
  'dispose-session': OrtDisposeSessionResult
  'dispose-all': OrtDisposeAllResult
}

export type OrtWorkerOperation = keyof OrtWorkerRequestPayloadMap

export type OrtWorkerRequest = {
  [Operation in OrtWorkerOperation]: {
    type: Operation
    requestId: string
    payload: OrtWorkerRequestPayloadMap[Operation]
  }
}[OrtWorkerOperation]

export interface SerializedWorkerError {
  name: string
  message: string
  stack?: string
}

export type OrtWorkerReply = {
  [Operation in OrtWorkerOperation]:
    | {
        type: 'reply'
        operation: Operation
        requestId: string
        ok: true
        result: OrtWorkerResultMap[Operation]
      }
    | {
        type: 'reply'
        operation: Operation
        requestId: string
        ok: false
        error: SerializedWorkerError
      }
}[OrtWorkerOperation]

export type OrtWorkerStage =
  | 'runtime-configuring'
  | 'runtime-ready'
  | 'session-loading'
  | 'session-fallback'
  | 'session-ready'
  | 'inference-queued'
  | 'inference-running'
  | 'outputs-reading'
  | 'inference-complete'
  | 'session-disposing'
  | 'session-disposed'
  | 'worker-disposing'
  | 'worker-disposed'

export interface OrtWorkerStatus {
  type: 'status'
  stage: OrtWorkerStage
  message: string
  timestampMs: number
  requestId?: string
  sessionId?: string
  executionProvider?: OrtExecutionProvider
  /** Normalized progress within this stage, when meaningful. */
  progress?: number
}

export type OrtWorkerMessage = OrtWorkerReply | OrtWorkerStatus

export interface OrtWorkerClientOptions {
  onStatus?: (status: OrtWorkerStatus) => void
  /** Configure ORT before the first model is loaded. Worker defaults are used when omitted. */
  runtime?: OrtRuntimeConfiguration
  /** Base used to resolve relative graph and external-data URLs before posting. */
  baseUrl?: string | URL
  /** Test/embed hook. The default creates the generic module worker. */
  workerFactory?: () => Worker
}

interface PendingRequest {
  operation: OrtWorkerOperation
  resolve: (value: unknown) => void
  reject: (error: Error) => void
}

function requestId(): string {
  return typeof crypto !== 'undefined' && 'randomUUID' in crypto
    ? crypto.randomUUID()
    : `${Date.now()}-${Math.random().toString(16).slice(2)}`
}

function defaultBaseUrl(): string {
  if (typeof document !== 'undefined' && document.baseURI) {
    return document.baseURI
  }
  if (typeof location !== 'undefined') {
    return location.href
  }
  throw new Error('OrtWorkerClient needs an explicit baseUrl outside a browser document.')
}

function assertSessionId(sessionId: unknown): asserts sessionId is string {
  if (typeof sessionId !== 'string' || sessionId.trim().length === 0 || sessionId.includes('\0')) {
    throw new TypeError('sessionId must be a non-empty string without null characters.')
  }
}

function deserializeError(error: SerializedWorkerError): Error {
  const result = new Error(error.message)
  result.name = error.name
  if (error.stack) {
    result.stack = error.stack
  }
  return result
}

function isWorkerMessage(value: unknown): value is OrtWorkerMessage {
  if (typeof value !== 'object' || value === null || !('type' in value)) {
    return false
  }
  const type = (value as { type?: unknown }).type
  return type === 'status' || type === 'reply'
}

/** Correlated, typed facade over the generic multi-session ONNX worker. */
export class OrtWorkerClient {
  private readonly worker: Worker
  private readonly baseUrl: string
  private readonly pending = new Map<string, PendingRequest>()
  private onStatus?: (status: OrtWorkerStatus) => void
  private ready: Promise<unknown> = Promise.resolve()
  private fatalError?: Error
  private disposePromise?: Promise<void>

  constructor(options: OrtWorkerClientOptions = {}) {
    this.baseUrl = new URL(options.baseUrl ?? defaultBaseUrl()).href
    this.onStatus = options.onStatus
    this.worker = options.workerFactory?.() ?? new Worker(new URL('../workers/onnxWorker.ts', import.meta.url), {
      type: 'module',
      name: 'onnx-runtime-webgpu',
    })

    this.worker.onmessage = (event: MessageEvent<unknown>) => {
      this.handleMessage(event.data)
    }
    this.worker.onerror = (event: ErrorEvent) => {
      const cause = event.error instanceof Error ? event.error.message : undefined
      const location = event.filename
        ? `${event.filename}${event.lineno ? `:${event.lineno}${event.colno ? `:${event.colno}` : ''}` : ''}`
        : undefined
      const details = [event.message, cause, location].filter((value): value is string => Boolean(value))
      this.fail(new Error(details.length > 0 ? `ONNX worker error: ${details.join(' · ')}` : 'ONNX worker error.'))
    }
    this.worker.onmessageerror = () => {
      this.fail(new Error('Could not deserialize a message from the ONNX worker.'))
    }

    if (options.runtime) {
      this.ready = this.sendRequest('configure-runtime', options.runtime)
      // Avoid an unhandled-rejection report before the first public call awaits readiness.
      void this.ready.catch(() => undefined)
    }
  }

  setStatusHandler(handler?: (status: OrtWorkerStatus) => void): void {
    this.onStatus = handler
  }

  async configureRuntime(configuration: OrtRuntimeConfiguration): Promise<OrtConfigureRuntimeResult> {
    await this.ready
    const configuring = this.sendRequest('configure-runtime', configuration)
    this.ready = configuring
    return configuring
  }

  async loadSession(request: OrtLoadSessionRequest): Promise<OrtLoadSessionResult> {
    assertSessionId(request.sessionId)
    const manifest = resolveModelManifest(copyModelManifest(request.manifest), this.baseUrl)
    await this.ready
    return this.sendRequest('load-session', {
      sessionId: request.sessionId,
      manifest,
      options: request.options,
    })
  }

  async runSession(
    request: OrtRunSessionRequest,
    options: OrtRunClientOptions = {},
  ): Promise<OrtRunSessionResult> {
    assertSessionId(request.sessionId)
    assertTensorPayloadMap(request.inputs, 'request.inputs')
    if (request.outputs !== undefined) {
      const seen = new Set<string>()
      for (const output of request.outputs) {
        if (typeof output !== 'string' || output.trim().length === 0 || seen.has(output)) {
          throw new TypeError('Requested output names must be unique, non-empty strings.')
        }
        seen.add(output)
      }
    }

    await this.ready
    const transfer = options.transferInputs === false ? [] : tensorPayloadTransferables(request.inputs)
    return this.sendRequest('run-session', request, transfer)
  }

  async disposeSession(sessionId: string): Promise<OrtDisposeSessionResult> {
    assertSessionId(sessionId)
    await this.ready
    return this.sendRequest('dispose-session', { sessionId })
  }

  async disposeAllSessions(): Promise<OrtDisposeAllResult> {
    await this.ready
    return this.sendRequest('dispose-all', {})
  }

  /** Release every ORT session, acknowledge disposal, and then terminate the worker. */
  dispose(): Promise<void> {
    if (this.disposePromise) {
      return this.disposePromise
    }

    this.disposePromise = (async () => {
      try {
        await this.ready
        if (!this.fatalError) {
          await this.sendRequest('dispose-all', {}, [], true)
        }
      } finally {
        this.worker.terminate()
        this.rejectAll(new Error('ONNX worker client disposed.'))
      }
    })()
    return this.disposePromise
  }

  private sendRequest<Operation extends OrtWorkerOperation>(
    operation: Operation,
    payload: OrtWorkerRequestPayloadMap[Operation],
    transfer: Transferable[] = [],
    allowDuringDispose = false,
  ): Promise<OrtWorkerResultMap[Operation]> {
    if (this.fatalError) {
      return Promise.reject(this.fatalError)
    }
    if (this.disposePromise && !allowDuringDispose) {
      return Promise.reject(new Error('ONNX worker client is disposing or disposed.'))
    }

    const id = requestId()
    const promise = new Promise<OrtWorkerResultMap[Operation]>((resolve, reject) => {
      this.pending.set(id, {
        operation,
        resolve: resolve as (value: unknown) => void,
        reject,
      })
    })

    const message: OrtWorkerRequest = { type: operation, requestId: id, payload } as OrtWorkerRequest
    try {
      this.worker.postMessage(message, transfer)
    } catch (error) {
      this.pending.delete(id)
      const typedError = error instanceof Error ? error : new Error(String(error))
      return Promise.reject(typedError)
    }
    return promise
  }

  private handleMessage(value: unknown): void {
    if (!isWorkerMessage(value)) {
      this.fail(new Error('Received a malformed message from the ONNX worker.'))
      return
    }
    if (value.type === 'status') {
      this.onStatus?.(value)
      return
    }

    const pending = this.pending.get(value.requestId)
    if (!pending) {
      return
    }
    this.pending.delete(value.requestId)
    if (pending.operation !== value.operation) {
      pending.reject(
        new Error(`ONNX worker replied to '${pending.operation}' with mismatched operation '${value.operation}'.`),
      )
      return
    }
    if (value.ok) {
      pending.resolve(value.result)
    } else {
      pending.reject(deserializeError(value.error))
    }
  }

  private fail(error: Error): void {
    if (this.fatalError) {
      return
    }
    this.fatalError = error
    this.worker.terminate()
    this.rejectAll(error)
  }

  private rejectAll(error: Error): void {
    for (const pending of this.pending.values()) {
      pending.reject(error)
    }
    this.pending.clear()
  }
}