| 1 | import * as aiplatform from "@distilled.cloud/gcp/aiplatform_v1"; |
| 2 | import * as Data from "effect/Data"; |
| 3 | import * as Effect from "effect/Effect"; |
| 4 | import * as Schedule from "effect/Schedule"; |
| 5 | import { Unowned } from "../../AdoptPolicy.ts"; |
| 6 | import { isResolved } from "../../Diff.ts"; |
| 7 | import * as Provider from "../../Provider.ts"; |
| 8 | import { Resource } from "../../Resource.ts"; |
| 9 | import { tagRecord } from "../../Tags.ts"; |
| 10 | import { GcpEnvironment } from "../Environment.ts"; |
| 11 | import { createInternalLabels, hasAlchemyLabels, toLabels } from "../Labels.ts"; |
| 12 | import type { Providers } from "../Providers.ts"; |
| 13 | import { listLocations } from "./names.ts"; |
| 14 | import { resourceNameFromOperation, waitForOperation } from "./operations.ts"; |
| 15 | import { |
| 16 | AiPlatformNotResolved, |
| 17 | AiPlatformStillExists, |
| 18 | collectPages, |
| 19 | locationParent, |
| 20 | normalizeLocation, |
| 21 | parseResourceName, |
| 22 | toPhysicalId, |
| 23 | userLabels, |
| 24 | type EncryptionSpec, |
| 25 | type MachineSpec, |
| 26 | type NetworkSpec, |
| 27 | type PersistentDiskSpec, |
| 28 | } from "./shared.ts"; |
| 29 | |
| 30 | const COLLECTION = "notebookExecutionJobs"; |
| 31 | |
| 32 | export type DirectNotebookSource = { |
| 33 | /** Base64-encoded contents of the input notebook. */ |
| 34 | content?: string; |
| 35 | }; |
| 36 | |
| 37 | export type GcsNotebookSource = { |
| 38 | /** Cloud Storage URI of the ipynb (`gs://bucket/notebook.ipynb`). */ |
| 39 | uri?: string; |
| 40 | /** Object generation to read. Unset reads the live object. */ |
| 41 | generation?: string; |
| 42 | }; |
| 43 | |
| 44 | export type DataformRepositorySource = { |
| 45 | /** Dataform repository resource name. */ |
| 46 | dataformRepositoryResourceName?: string; |
| 47 | /** Commit SHA. Unset reads HEAD. */ |
| 48 | commitSha?: string; |
| 49 | }; |
| 50 | |
| 51 | export type CustomEnvironmentSpec = { |
| 52 | /** Machine spec for the execution job. */ |
| 53 | machineSpec?: MachineSpec; |
| 54 | /** Network spec. */ |
| 55 | networkSpec?: NetworkSpec; |
| 56 | /** Persistent disk attached to the job. */ |
| 57 | persistentDiskSpec?: PersistentDiskSpec; |
| 58 | }; |
| 59 | |
| 60 | export type NotebookExecutionJobProps = { |
| 61 | /** |
| 62 | * Job id. If omitted, a unique RFC1035 name is generated. Immutable — |
| 63 | * changing it replaces the job (a new execution is started). |
| 64 | */ |
| 65 | notebookExecutionJobId?: string; |
| 66 | /** |
| 67 | * Vertex AI location. Immutable — changing it replaces the job. |
| 68 | * @default the stack's GCP region (`GCP.Region`, else the profile region, else `us-central1`) |
| 69 | */ |
| 70 | location?: string; |
| 71 | /** |
| 72 | * Display name (max 128 UTF-8 characters). Defaults to the job id. |
| 73 | */ |
| 74 | displayName?: string; |
| 75 | /** |
| 76 | * User labels. Alchemy ownership labels are merged in automatically. |
| 77 | */ |
| 78 | labels?: Record<string, string>; |
| 79 | /** |
| 80 | * NotebookRuntimeTemplate to source compute from. |
| 81 | */ |
| 82 | notebookRuntimeTemplateResourceName?: string; |
| 83 | /** |
| 84 | * Custom compute configuration. Mutually exclusive with a template. |
| 85 | */ |
| 86 | customEnvironmentSpec?: CustomEnvironmentSpec; |
| 87 | /** |
| 88 | * Inline notebook contents. Mutually exclusive with GCS / Dataform. |
| 89 | */ |
| 90 | directNotebookSource?: DirectNotebookSource; |
| 91 | /** |
| 92 | * Cloud Storage notebook URI. |
| 93 | */ |
| 94 | gcsNotebookSource?: GcsNotebookSource; |
| 95 | /** |
| 96 | * Dataform repository notebook source. |
| 97 | */ |
| 98 | dataformRepositorySource?: DataformRepositorySource; |
| 99 | /** |
| 100 | * Cloud Storage location for results (`gs://bucket-name`). |
| 101 | */ |
| 102 | gcsOutputUri?: string; |
| 103 | /** |
| 104 | * Service account the execution runs as. |
| 105 | */ |
| 106 | serviceAccount?: string; |
| 107 | /** |
| 108 | * User email to run as (Colab runtimes only). |
| 109 | */ |
| 110 | executionUser?: string; |
| 111 | /** |
| 112 | * Kernel name. Unset uses the default kernel. |
| 113 | */ |
| 114 | kernelName?: string; |
| 115 | /** |
| 116 | * Max running time (e.g. `"86400s"`). |
| 117 | */ |
| 118 | executionTimeout?: string; |
| 119 | /** |
| 120 | * Customer-managed encryption key. |
| 121 | */ |
| 122 | encryptionSpec?: EncryptionSpec; |
| 123 | }; |
| 124 | |
| 125 | export type NotebookExecutionJob = Resource< |
| 126 | "GCP.AIPlatform.NotebookExecutionJob", |
| 127 | NotebookExecutionJobProps, |
| 128 | { |
| 129 | /** Full resource name. */ |
| 130 | name: string; |
| 131 | /** Job id (last path segment). */ |
| 132 | notebookExecutionJobId: string; |
| 133 | /** Project id. */ |
| 134 | project: string; |
| 135 | /** Location id. */ |
| 136 | location: string; |
| 137 | /** Display name. */ |
| 138 | displayName: string | undefined; |
| 139 | /** User labels (Alchemy ownership labels stripped). */ |
| 140 | labels: Record<string, string>; |
| 141 | /** Job state (`JOB_STATE_RUNNING`, `JOB_STATE_SUCCEEDED`, …). */ |
| 142 | jobState: string | undefined; |
| 143 | /** Cloud Storage output URI. */ |
| 144 | gcsOutputUri: string | undefined; |
| 145 | /** NotebookRuntimeTemplate resource name, if used. */ |
| 146 | notebookRuntimeTemplateResourceName: string | undefined; |
| 147 | /** Service account. */ |
| 148 | serviceAccount: string | undefined; |
| 149 | /** RFC3339 creation timestamp. */ |
| 150 | createTime: string | undefined; |
| 151 | /** RFC3339 last-update timestamp. */ |
| 152 | updateTime: string | undefined; |
| 153 | }, |
| 154 | never, |
| 155 | Providers |
| 156 | >; |
| 157 | |
| 158 | /** |
| 159 | * A Vertex AI notebook execution job — runs an ipynb once against a |
| 160 | * runtime template or custom environment. |
| 161 | * |
| 162 | * There is no update API. Changing identity (`notebookExecutionJobId`, |
| 163 | * `location`) or the notebook source replaces the job. Other fields are |
| 164 | * create-time only. |
| 165 | * |
| 166 | * ### Creating a Job |
| 167 | * **Example:** Execute a GCS notebook |
| 168 | * ```typescript |
| 169 | * const job = yield* GCP.AIPlatform.NotebookExecutionJob("Nightly", { |
| 170 | * notebookRuntimeTemplateResourceName: template.name, |
| 171 | * gcsNotebookSource: { uri: "gs://bucket/notebook.ipynb" }, |
| 172 | * gcsOutputUri: "gs://bucket/output", |
| 173 | * }); |
| 174 | * ``` |
| 175 | * |
| 176 | * @resource |
| 177 | * @category AIPlatform |
| 178 | */ |
| 179 | export const NotebookExecutionJob = Resource<NotebookExecutionJob>( |
| 180 | "GCP.AIPlatform.NotebookExecutionJob", |
| 181 | ); |
| 182 | |
| 183 | export class NotebookExecutionJobNotResolved extends Data.TaggedError( |
| 184 | "GCP.AIPlatform.NotebookExecutionJobNotResolved", |
| 185 | )<{ |
| 186 | name: string; |
| 187 | }> {} |
| 188 | |
| 189 | const resourceName = (project: string, location: string, id: string) => |
| 190 | `${locationParent(project, location)}/${COLLECTION}/${id}`; |
| 191 | |
| 192 | const toAttrs = ( |
| 193 | job: aiplatform.GoogleCloudAiplatformV1NotebookExecutionJob, |
| 194 | project: string, |
| 195 | ) => { |
| 196 | const name = job.name ?? ""; |
| 197 | const parsed = parseResourceName(name, COLLECTION); |
| 198 | return { |
| 199 | name, |
| 200 | notebookExecutionJobId: parsed.id, |
| 201 | project: parsed.project || project, |
| 202 | location: parsed.location, |
| 203 | displayName: job.displayName, |
| 204 | labels: userLabels(job.labels), |
| 205 | jobState: job.jobState, |
| 206 | gcsOutputUri: job.gcsOutputUri, |
| 207 | notebookRuntimeTemplateResourceName: |
| 208 | job.notebookRuntimeTemplateResourceName, |
| 209 | serviceAccount: job.serviceAccount, |
| 210 | createTime: job.createTime, |
| 211 | updateTime: job.updateTime, |
| 212 | }; |
| 213 | }; |
| 214 | |
| 215 | const getByName = (name: string) => |
| 216 | aiplatform |
| 217 | .getProjectsLocationsNotebookExecutionJobs({ name }) |
| 218 | .pipe(Effect.catchTag("NotFound", () => Effect.succeed(undefined))); |
| 219 | |
| 220 | const waitUntilExists = (name: string) => |
| 221 | getByName(name).pipe( |
| 222 | Effect.filterOrFail( |
| 223 | (job): job is aiplatform.GoogleCloudAiplatformV1NotebookExecutionJob => |
| 224 | job !== undefined, |
| 225 | () => new AiPlatformNotResolved({ name }), |
| 226 | ), |
| 227 | Effect.retry({ |
| 228 | while: (error) => error._tag === "GCP.AIPlatform.NotResolved", |
| 229 | times: 8, |
| 230 | schedule: Schedule.spaced("2 seconds"), |
| 231 | }), |
| 232 | ); |
| 233 | |
| 234 | const waitUntilGone = (name: string) => |
| 235 | getByName(name).pipe( |
| 236 | Effect.filterOrFail( |
| 237 | (job) => job === undefined, |
| 238 | () => new AiPlatformStillExists({ name }), |
| 239 | ), |
| 240 | Effect.asVoid, |
| 241 | Effect.retry({ |
| 242 | while: (error) => error._tag === "GCP.AIPlatform.StillExists", |
| 243 | times: 10, |
| 244 | schedule: Schedule.spaced("2 seconds"), |
| 245 | }), |
| 246 | ); |
| 247 | |
| 248 | export const NotebookExecutionJobProvider = () => |
| 249 | Provider.succeed(NotebookExecutionJob, { |
| 250 | stables: [ |
| 251 | "name", |
| 252 | "notebookExecutionJobId", |
| 253 | "project", |
| 254 | "location", |
| 255 | "createTime", |
| 256 | ], |
| 257 | |
| 258 | diff: Effect.fn(function* ({ news, olds, output }) { |
| 259 | const env = yield* GcpEnvironment.current; |
| 260 | if (!isResolved(news)) return undefined; |
| 261 | const previousId = |
| 262 | olds?.notebookExecutionJobId ?? output?.notebookExecutionJobId; |
| 263 | const nextId = news.notebookExecutionJobId ?? previousId; |
| 264 | const previousLocation = normalizeLocation( |
| 265 | olds?.location ?? output?.location, |
| 266 | env.region, |
| 267 | ); |
| 268 | const nextLocation = normalizeLocation( |
| 269 | news.location ?? output?.location, |
| 270 | env.region, |
| 271 | ); |
| 272 | const sourceChanged = |
| 273 | (news.gcsNotebookSource?.uri ?? "") !== |
| 274 | (olds?.gcsNotebookSource?.uri ?? "") || |
| 275 | (news.directNotebookSource?.content ?? "") !== |
| 276 | (olds?.directNotebookSource?.content ?? "") || |
| 277 | (news.dataformRepositorySource?.dataformRepositoryResourceName ?? |
| 278 | "") !== |
| 279 | (olds?.dataformRepositorySource?.dataformRepositoryResourceName ?? |
| 280 | ""); |
| 281 | const replace = |
| 282 | (previousId !== undefined && |
| 283 | nextId !== undefined && |
| 284 | nextId !== previousId) || |
| 285 | previousLocation !== nextLocation || |
| 286 | (olds !== undefined && sourceChanged); |
| 287 | if (!replace) return undefined; |
| 288 | return { |
| 289 | action: "replace" as const, |
| 290 | deleteFirst: |
| 291 | previousLocation === nextLocation && |
| 292 | previousId !== undefined && |
| 293 | nextId === previousId, |
| 294 | }; |
| 295 | }), |
| 296 | |
| 297 | read: Effect.fn(function* ({ id, olds, output }) { |
| 298 | const env = yield* GcpEnvironment.current; |
| 299 | const jobId = yield* toPhysicalId( |
| 300 | id, |
| 301 | olds?.notebookExecutionJobId, |
| 302 | output?.notebookExecutionJobId, |
| 303 | ); |
| 304 | const location = normalizeLocation( |
| 305 | olds?.location ?? output?.location, |
| 306 | env.region, |
| 307 | ); |
| 308 | const name = output?.name ?? resourceName(env.project, location, jobId); |
| 309 | const existing = yield* getByName(name); |
| 310 | if (existing === undefined) return undefined; |
| 311 | const attrs = toAttrs(existing, env.project); |
| 312 | // Vertex AI replaces a job's labels with its runtime template's, so a |
| 313 | // job at the generated (instance-unique) id is ours even when the |
| 314 | // ownership labels name the template. |
| 315 | const generated = olds?.notebookExecutionJobId === undefined; |
| 316 | return generated || |
| 317 | (yield* hasAlchemyLabels(id, tagRecord(existing.labels))) |
| 318 | ? attrs |
| 319 | : Unowned(attrs); |
| 320 | }), |
| 321 | |
| 322 | list: () => |
| 323 | Effect.gen(function* () { |
| 324 | const env = yield* GcpEnvironment.current; |
| 325 | const pages = (yield* Effect.forEach( |
| 326 | listLocations(env.region), |
| 327 | (location) => |
| 328 | collectPages( |
| 329 | aiplatform.listProjectsLocationsNotebookExecutionJobs.pages({ |
| 330 | parent: locationParent(env.project, location), |
| 331 | pageSize: 100, |
| 332 | }), |
| 333 | ).pipe(Effect.catchTag("NotFound", () => Effect.succeed([]))), |
| 334 | )).flat(); |
| 335 | return pages.flatMap((page) => |
| 336 | (page.notebookExecutionJobs ?? []) |
| 337 | .filter((job) => |
| 338 | Object.keys(job.labels ?? {}).some((key) => |
| 339 | key.startsWith("alchemy-"), |
| 340 | ), |
| 341 | ) |
| 342 | .map((job) => toAttrs(job, env.project)), |
| 343 | ); |
| 344 | }), |
| 345 | |
| 346 | reconcile: Effect.fn(function* ({ id, news, output }) { |
| 347 | const env = yield* GcpEnvironment.current; |
| 348 | const jobId = yield* toPhysicalId( |
| 349 | id, |
| 350 | news.notebookExecutionJobId, |
| 351 | output?.notebookExecutionJobId, |
| 352 | ); |
| 353 | const location = normalizeLocation( |
| 354 | news.location ?? output?.location, |
| 355 | env.region, |
| 356 | ); |
| 357 | const name = resourceName(env.project, location, jobId); |
| 358 | const desiredLabels = { |
| 359 | ...toLabels(news.labels), |
| 360 | ...(yield* createInternalLabels(id)), |
| 361 | }; |
| 362 | |
| 363 | let current = yield* getByName(output?.name ?? name); |
| 364 | |
| 365 | if (current === undefined) { |
| 366 | const created = yield* aiplatform |
| 367 | .createProjectsLocationsNotebookExecutionJobs({ |
| 368 | parent: locationParent(env.project, location), |
| 369 | notebookExecutionJobId: jobId, |
| 370 | body: { |
| 371 | displayName: news.displayName ?? jobId, |
| 372 | labels: desiredLabels, |
| 373 | notebookRuntimeTemplateResourceName: |
| 374 | news.notebookRuntimeTemplateResourceName, |
| 375 | customEnvironmentSpec: news.customEnvironmentSpec, |
| 376 | directNotebookSource: news.directNotebookSource, |
| 377 | gcsNotebookSource: news.gcsNotebookSource, |
| 378 | dataformRepositorySource: news.dataformRepositorySource, |
| 379 | gcsOutputUri: news.gcsOutputUri, |
| 380 | serviceAccount: news.serviceAccount, |
| 381 | executionUser: news.executionUser, |
| 382 | kernelName: news.kernelName, |
| 383 | executionTimeout: news.executionTimeout, |
| 384 | encryptionSpec: news.encryptionSpec, |
| 385 | }, |
| 386 | }) |
| 387 | .pipe(Effect.catchTag("Conflict", () => Effect.succeed(undefined))); |
| 388 | if (created !== undefined) { |
| 389 | yield* waitForOperation(created, { alreadyExistsOk: true }); |
| 390 | } |
| 391 | const createdName = |
| 392 | resourceNameFromOperation(created ?? {}) ?? output?.name ?? name; |
| 393 | current = yield* waitUntilExists(createdName); |
| 394 | } |
| 395 | |
| 396 | if (current === undefined) { |
| 397 | return yield* new NotebookExecutionJobNotResolved({ name }); |
| 398 | } |
| 399 | |
| 400 | return toAttrs(current, env.project); |
| 401 | }), |
| 402 | |
| 403 | delete: Effect.fn(function* ({ output }) { |
| 404 | const operation = yield* aiplatform |
| 405 | .deleteProjectsLocationsNotebookExecutionJobs({ name: output.name }) |
| 406 | .pipe(Effect.catchTag("NotFound", () => Effect.succeed(undefined))); |
| 407 | if (operation !== undefined) { |
| 408 | yield* waitForOperation(operation, { notFoundOk: true }); |
| 409 | } |
| 410 | yield* waitUntilGone(output.name); |
| 411 | }), |
| 412 | }); |