| 1 | import * as Lambda from "@/AWS/Lambda"; |
| 2 | import * as Personalize from "@/AWS/Personalize"; |
| 3 | import * as Duration from "effect/Duration"; |
| 4 | import * as Effect from "effect/Effect"; |
| 5 | import * as Layer from "effect/Layer"; |
| 6 | import { HttpServerRequest } from "effect/http/HttpServerRequest"; |
| 7 | import * as HttpServerResponse from "effect/http/HttpServerResponse"; |
| 8 | import path from "pathe"; |
| 9 | |
| 10 | const main = path.resolve(import.meta.dirname, "handler.ts"); |
| 11 | |
| 12 | export class PersonalizeTestFunction extends Lambda.Function<Lambda.Function>()( |
| 13 | "PersonalizeTestFunction", |
| 14 | ) {} |
| 15 | |
| 16 | const INTERACTIONS_SCHEMA = JSON.stringify({ |
| 17 | type: "record", |
| 18 | name: "Interactions", |
| 19 | namespace: "com.amazonaws.personalize.schema", |
| 20 | fields: [ |
| 21 | { name: "USER_ID", type: "string" }, |
| 22 | { name: "ITEM_ID", type: "string" }, |
| 23 | { name: "TIMESTAMP", type: "long" }, |
| 24 | ], |
| 25 | version: "1.0", |
| 26 | }); |
| 27 | |
| 28 | const ITEMS_SCHEMA = JSON.stringify({ |
| 29 | type: "record", |
| 30 | name: "Items", |
| 31 | namespace: "com.amazonaws.personalize.schema", |
| 32 | fields: [ |
| 33 | { name: "ITEM_ID", type: "string" }, |
| 34 | { name: "CATEGORY", type: "string", categorical: true }, |
| 35 | ], |
| 36 | version: "1.0", |
| 37 | }); |
| 38 | |
| 39 | const USERS_SCHEMA = JSON.stringify({ |
| 40 | type: "record", |
| 41 | name: "Users", |
| 42 | namespace: "com.amazonaws.personalize.schema", |
| 43 | fields: [ |
| 44 | { name: "USER_ID", type: "string" }, |
| 45 | { name: "MEMBERSHIP", type: "string", categorical: true }, |
| 46 | ], |
| 47 | version: "1.0", |
| 48 | }); |
| 49 | |
| 50 | /** |
| 51 | * Personalize bindings fixture: deploys the cheap definition resources (three |
| 52 | * schemas, a dataset group, Interactions/Items/Users datasets, and an event |
| 53 | * tracker) plus a Lambda bound to all nineteen Personalize bindings. |
| 54 | * |
| 55 | * The event-ingestion routes (`/put-events`, `/put-items`, `/put-users`) |
| 56 | * exercise the data plane for real against the deployed datasets/tracker. |
| 57 | * The campaign/solution routes are probes: training a solution takes ~an hour |
| 58 | * of paid compute, so they drive well-formed-but-nonexistent ARNs (passed by |
| 59 | * the test as a query parameter) and return the typed error tag — proving the |
| 60 | * deploy-time IAM bind, the runtime call plumbing, and the typed error decode. |
| 61 | */ |
| 62 | export default PersonalizeTestFunction.make( |
| 63 | { |
| 64 | main, |
| 65 | functionUrl: true, |
| 66 | timeout: Duration.seconds(30), |
| 67 | }, |
| 68 | Effect.gen(function* () { |
| 69 | const interactionsSchema = yield* Personalize.Schema("InteractionsSchema", { |
| 70 | schema: INTERACTIONS_SCHEMA, |
| 71 | }); |
| 72 | const itemsSchema = yield* Personalize.Schema("ItemsSchema", { |
| 73 | schema: ITEMS_SCHEMA, |
| 74 | }); |
| 75 | const usersSchema = yield* Personalize.Schema("UsersSchema", { |
| 76 | schema: USERS_SCHEMA, |
| 77 | }); |
| 78 | const group = yield* Personalize.DatasetGroup("BindingsGroup", {}); |
| 79 | const interactions = yield* Personalize.Dataset("Interactions", { |
| 80 | schemaArn: interactionsSchema.schemaArn, |
| 81 | datasetGroupArn: group.datasetGroupArn, |
| 82 | datasetType: "Interactions", |
| 83 | }); |
| 84 | const items = yield* Personalize.Dataset("Items", { |
| 85 | schemaArn: itemsSchema.schemaArn, |
| 86 | datasetGroupArn: group.datasetGroupArn, |
| 87 | datasetType: "Items", |
| 88 | }); |
| 89 | const users = yield* Personalize.Dataset("Users", { |
| 90 | schemaArn: usersSchema.schemaArn, |
| 91 | datasetGroupArn: group.datasetGroupArn, |
| 92 | datasetType: "Users", |
| 93 | }); |
| 94 | // Depend on the Interactions dataset (events are recorded into it) so the |
| 95 | // tracker is created after it and deleted before it. |
| 96 | const tracker = yield* Personalize.EventTracker("Tracker", { |
| 97 | datasetGroupArn: interactions.datasetGroupArn, |
| 98 | }); |
| 99 | |
| 100 | const putEvents = yield* Personalize.PutEvents(tracker); |
| 101 | const putActionInteractions = |
| 102 | yield* Personalize.PutActionInteractions(tracker); |
| 103 | const putItems = yield* Personalize.PutItems(items); |
| 104 | const putUsers = yield* Personalize.PutUsers(users); |
| 105 | // Bound to the Items dataset on purpose: without an Actions dataset the |
| 106 | // route is a typed-error probe for the PutActions plumbing. |
| 107 | const putActions = yield* Personalize.PutActions(items); |
| 108 | const getRecommendations = yield* Personalize.GetRecommendations(); |
| 109 | const getPersonalizedRanking = yield* Personalize.GetPersonalizedRanking(); |
| 110 | const getActionRecommendations = |
| 111 | yield* Personalize.GetActionRecommendations(); |
| 112 | const createDatasetImportJob = yield* Personalize.CreateDatasetImportJob(); |
| 113 | const describeDatasetImportJob = |
| 114 | yield* Personalize.DescribeDatasetImportJob(); |
| 115 | const createSolutionVersion = yield* Personalize.CreateSolutionVersion(); |
| 116 | const describeSolutionVersion = |
| 117 | yield* Personalize.DescribeSolutionVersion(); |
| 118 | const updateCampaign = yield* Personalize.UpdateCampaign(); |
| 119 | const describeCampaign = yield* Personalize.DescribeCampaign(); |
| 120 | const createSolution = yield* Personalize.CreateSolution(); |
| 121 | const createCampaign = yield* Personalize.CreateCampaign(); |
| 122 | const getSolutionMetrics = yield* Personalize.GetSolutionMetrics(); |
| 123 | const createBatchInferenceJob = |
| 124 | yield* Personalize.CreateBatchInferenceJob(); |
| 125 | const describeBatchInferenceJob = |
| 126 | yield* Personalize.DescribeBatchInferenceJob(); |
| 127 | |
| 128 | const bound = { |
| 129 | putEvents, |
| 130 | putActionInteractions, |
| 131 | putItems, |
| 132 | putUsers, |
| 133 | putActions, |
| 134 | getRecommendations, |
| 135 | getPersonalizedRanking, |
| 136 | getActionRecommendations, |
| 137 | createDatasetImportJob, |
| 138 | describeDatasetImportJob, |
| 139 | createSolutionVersion, |
| 140 | describeSolutionVersion, |
| 141 | updateCampaign, |
| 142 | describeCampaign, |
| 143 | createSolution, |
| 144 | createCampaign, |
| 145 | getSolutionMetrics, |
| 146 | createBatchInferenceJob, |
| 147 | describeBatchInferenceJob, |
| 148 | }; |
| 149 | |
| 150 | return { |
| 151 | fetch: Effect.gen(function* () { |
| 152 | const request = yield* HttpServerRequest; |
| 153 | const url = new URL(request.originalUrl); |
| 154 | const pathname = url.pathname; |
| 155 | const arn = url.searchParams.get("arn") ?? ""; |
| 156 | const roleArn = |
| 157 | url.searchParams.get("role") ?? |
| 158 | "arn:aws:iam::000000000000:role/alchemy_probe"; |
| 159 | |
| 160 | if (pathname === "/bindings") { |
| 161 | return yield* HttpServerResponse.json({ bound: Object.keys(bound) }); |
| 162 | } |
| 163 | |
| 164 | if (pathname === "/put-events") { |
| 165 | const tag = yield* putEvents({ |
| 166 | sessionId: "alchemy-session-1", |
| 167 | userId: "alchemy-user-1", |
| 168 | eventList: [ |
| 169 | { |
| 170 | eventType: "click", |
| 171 | itemId: "alchemy-item-1", |
| 172 | sentAt: new Date(), |
| 173 | }, |
| 174 | ], |
| 175 | }).pipe( |
| 176 | Effect.map(() => "Recorded"), |
| 177 | Effect.catch((e) => Effect.succeed(e._tag)), |
| 178 | ); |
| 179 | return yield* HttpServerResponse.json({ tag }); |
| 180 | } |
| 181 | |
| 182 | if (pathname === "/put-items") { |
| 183 | const tag = yield* putItems({ |
| 184 | items: [ |
| 185 | { |
| 186 | itemId: "alchemy-item-1", |
| 187 | properties: JSON.stringify({ category: "books" }), |
| 188 | }, |
| 189 | ], |
| 190 | }).pipe( |
| 191 | Effect.map(() => "Recorded"), |
| 192 | Effect.catch((e) => Effect.succeed(e._tag)), |
| 193 | ); |
| 194 | return yield* HttpServerResponse.json({ tag }); |
| 195 | } |
| 196 | |
| 197 | if (pathname === "/put-users") { |
| 198 | const tag = yield* putUsers({ |
| 199 | users: [ |
| 200 | { |
| 201 | userId: "alchemy-user-1", |
| 202 | properties: JSON.stringify({ membership: "gold" }), |
| 203 | }, |
| 204 | ], |
| 205 | }).pipe( |
| 206 | Effect.map(() => "Recorded"), |
| 207 | Effect.catch((e) => Effect.succeed(e._tag)), |
| 208 | ); |
| 209 | return yield* HttpServerResponse.json({ tag }); |
| 210 | } |
| 211 | |
| 212 | if (pathname === "/put-actions-probe") { |
| 213 | const tag = yield* putActions({ |
| 214 | actions: [{ actionId: "alchemy-action-1" }], |
| 215 | }).pipe( |
| 216 | Effect.map(() => "Recorded"), |
| 217 | Effect.catch((e) => Effect.succeed(e._tag)), |
| 218 | ); |
| 219 | return yield* HttpServerResponse.json({ tag }); |
| 220 | } |
| 221 | |
| 222 | if (pathname === "/put-action-interactions-probe") { |
| 223 | const tag = yield* putActionInteractions({ |
| 224 | actionInteractions: [ |
| 225 | { |
| 226 | actionId: "alchemy-action-1", |
| 227 | userId: "alchemy-user-1", |
| 228 | sessionId: "alchemy-session-1", |
| 229 | eventType: "Taken", |
| 230 | timestamp: new Date(), |
| 231 | }, |
| 232 | ], |
| 233 | }).pipe( |
| 234 | Effect.map(() => "Recorded"), |
| 235 | Effect.catch((e) => Effect.succeed(e._tag)), |
| 236 | ); |
| 237 | return yield* HttpServerResponse.json({ tag }); |
| 238 | } |
| 239 | |
| 240 | if (pathname === "/recommendations-probe") { |
| 241 | const tag = yield* getRecommendations({ |
| 242 | campaignArn: arn, |
| 243 | userId: "alchemy-user-1", |
| 244 | }).pipe( |
| 245 | Effect.map(() => "Recommended"), |
| 246 | Effect.catch((e) => Effect.succeed(e._tag)), |
| 247 | ); |
| 248 | return yield* HttpServerResponse.json({ tag }); |
| 249 | } |
| 250 | |
| 251 | if (pathname === "/ranking-probe") { |
| 252 | const tag = yield* getPersonalizedRanking({ |
| 253 | campaignArn: arn, |
| 254 | userId: "alchemy-user-1", |
| 255 | inputList: ["alchemy-item-1", "alchemy-item-2"], |
| 256 | }).pipe( |
| 257 | Effect.map(() => "Ranked"), |
| 258 | Effect.catch((e) => Effect.succeed(e._tag)), |
| 259 | ); |
| 260 | return yield* HttpServerResponse.json({ tag }); |
| 261 | } |
| 262 | |
| 263 | if (pathname === "/action-recommendations-probe") { |
| 264 | const tag = yield* getActionRecommendations({ |
| 265 | campaignArn: arn, |
| 266 | userId: "alchemy-user-1", |
| 267 | }).pipe( |
| 268 | Effect.map(() => "Recommended"), |
| 269 | Effect.catch((e) => Effect.succeed(e._tag)), |
| 270 | ); |
| 271 | return yield* HttpServerResponse.json({ tag }); |
| 272 | } |
| 273 | |
| 274 | if (pathname === "/import-create-probe") { |
| 275 | const tag = yield* createDatasetImportJob({ |
| 276 | jobName: "alchemy-import-probe", |
| 277 | datasetArn: arn, |
| 278 | dataSource: { |
| 279 | dataLocation: "s3://alchemy-nonexistent-probe-bucket/data.csv", |
| 280 | }, |
| 281 | roleArn, |
| 282 | }).pipe( |
| 283 | Effect.map(() => "Created"), |
| 284 | Effect.catch((e) => Effect.succeed(e._tag)), |
| 285 | ); |
| 286 | return yield* HttpServerResponse.json({ tag }); |
| 287 | } |
| 288 | |
| 289 | if (pathname === "/import-probe") { |
| 290 | const tag = yield* describeDatasetImportJob({ |
| 291 | datasetImportJobArn: arn, |
| 292 | }).pipe( |
| 293 | Effect.map(() => "Found"), |
| 294 | Effect.catch((e) => Effect.succeed(e._tag)), |
| 295 | ); |
| 296 | return yield* HttpServerResponse.json({ tag }); |
| 297 | } |
| 298 | |
| 299 | if (pathname === "/solution-version-create-probe") { |
| 300 | const tag = yield* createSolutionVersion({ |
| 301 | solutionArn: arn, |
| 302 | }).pipe( |
| 303 | Effect.map(() => "Created"), |
| 304 | Effect.catch((e) => Effect.succeed(e._tag)), |
| 305 | ); |
| 306 | return yield* HttpServerResponse.json({ tag }); |
| 307 | } |
| 308 | |
| 309 | if (pathname === "/solution-version-probe") { |
| 310 | const tag = yield* describeSolutionVersion({ |
| 311 | solutionVersionArn: arn, |
| 312 | }).pipe( |
| 313 | Effect.map(() => "Found"), |
| 314 | Effect.catch((e) => Effect.succeed(e._tag)), |
| 315 | ); |
| 316 | return yield* HttpServerResponse.json({ tag }); |
| 317 | } |
| 318 | |
| 319 | if (pathname === "/campaign-update-probe") { |
| 320 | const tag = yield* updateCampaign({ campaignArn: arn }).pipe( |
| 321 | Effect.map(() => "Updated"), |
| 322 | Effect.catch((e) => Effect.succeed(e._tag)), |
| 323 | ); |
| 324 | return yield* HttpServerResponse.json({ tag }); |
| 325 | } |
| 326 | |
| 327 | if (pathname === "/campaign-probe") { |
| 328 | const tag = yield* describeCampaign({ campaignArn: arn }).pipe( |
| 329 | Effect.map(() => "Found"), |
| 330 | Effect.catch((e) => Effect.succeed(e._tag)), |
| 331 | ); |
| 332 | return yield* HttpServerResponse.json({ tag }); |
| 333 | } |
| 334 | |
| 335 | if (pathname === "/solution-create-probe") { |
| 336 | const tag = yield* createSolution({ |
| 337 | name: "alchemy-solution-probe", |
| 338 | recipeArn: "arn:aws:personalize:::recipe/aws-user-personalization", |
| 339 | datasetGroupArn: arn, |
| 340 | }).pipe( |
| 341 | Effect.map(() => "Created"), |
| 342 | Effect.catch((e) => Effect.succeed(e._tag)), |
| 343 | ); |
| 344 | return yield* HttpServerResponse.json({ tag }); |
| 345 | } |
| 346 | |
| 347 | if (pathname === "/campaign-create-probe") { |
| 348 | const tag = yield* createCampaign({ |
| 349 | name: "alchemy-campaign-probe", |
| 350 | solutionVersionArn: arn, |
| 351 | }).pipe( |
| 352 | Effect.map(() => "Created"), |
| 353 | Effect.catch((e) => Effect.succeed(e._tag)), |
| 354 | ); |
| 355 | return yield* HttpServerResponse.json({ tag }); |
| 356 | } |
| 357 | |
| 358 | if (pathname === "/solution-metrics-probe") { |
| 359 | const tag = yield* getSolutionMetrics({ |
| 360 | solutionVersionArn: arn, |
| 361 | }).pipe( |
| 362 | Effect.map(() => "Found"), |
| 363 | Effect.catch((e) => Effect.succeed(e._tag)), |
| 364 | ); |
| 365 | return yield* HttpServerResponse.json({ tag }); |
| 366 | } |
| 367 | |
| 368 | if (pathname === "/batch-create-probe") { |
| 369 | const tag = yield* createBatchInferenceJob({ |
| 370 | jobName: "alchemy-batch-probe", |
| 371 | solutionVersionArn: arn, |
| 372 | jobInput: { |
| 373 | s3DataSource: { |
| 374 | path: "s3://alchemy-nonexistent-probe-bucket/users.json", |
| 375 | }, |
| 376 | }, |
| 377 | jobOutput: { |
| 378 | s3DataDestination: { |
| 379 | path: "s3://alchemy-nonexistent-probe-bucket/scores/", |
| 380 | }, |
| 381 | }, |
| 382 | roleArn, |
| 383 | }).pipe( |
| 384 | Effect.map(() => "Created"), |
| 385 | Effect.catch((e) => Effect.succeed(e._tag)), |
| 386 | ); |
| 387 | return yield* HttpServerResponse.json({ tag }); |
| 388 | } |
| 389 | |
| 390 | if (pathname === "/batch-probe") { |
| 391 | const tag = yield* describeBatchInferenceJob({ |
| 392 | batchInferenceJobArn: arn, |
| 393 | }).pipe( |
| 394 | Effect.map(() => "Found"), |
| 395 | Effect.catch((e) => Effect.succeed(e._tag)), |
| 396 | ); |
| 397 | return yield* HttpServerResponse.json({ tag }); |
| 398 | } |
| 399 | |
| 400 | return yield* HttpServerResponse.json( |
| 401 | { error: "Not found", pathname }, |
| 402 | { status: 404 }, |
| 403 | ); |
| 404 | }).pipe(Effect.orDie), |
| 405 | }; |
| 406 | }).pipe( |
| 407 | Effect.provide( |
| 408 | Layer.mergeAll( |
| 409 | Personalize.PutEventsHttp, |
| 410 | Personalize.PutActionInteractionsHttp, |
| 411 | Personalize.PutItemsHttp, |
| 412 | Personalize.PutUsersHttp, |
| 413 | Personalize.PutActionsHttp, |
| 414 | Personalize.GetRecommendationsHttp, |
| 415 | Personalize.GetPersonalizedRankingHttp, |
| 416 | Personalize.GetActionRecommendationsHttp, |
| 417 | Personalize.CreateDatasetImportJobHttp, |
| 418 | Personalize.DescribeDatasetImportJobHttp, |
| 419 | Personalize.CreateSolutionVersionHttp, |
| 420 | Personalize.DescribeSolutionVersionHttp, |
| 421 | Personalize.UpdateCampaignHttp, |
| 422 | Personalize.DescribeCampaignHttp, |
| 423 | Personalize.CreateSolutionHttp, |
| 424 | Personalize.CreateCampaignHttp, |
| 425 | Personalize.GetSolutionMetricsHttp, |
| 426 | Personalize.CreateBatchInferenceJobHttp, |
| 427 | Personalize.DescribeBatchInferenceJobHttp, |
| 428 | ), |
| 429 | ), |
| 430 | ), |
| 431 | ); |