| 1 | import * as sagemaker from "@distilled.cloud/aws/sagemaker"; |
| 2 | import * as Effect from "effect/Effect"; |
| 3 | import * as EffectStream from "effect/Stream"; |
| 4 | import { Unowned } from "../../AdoptPolicy.ts"; |
| 5 | import { isResolved } from "../../Diff.ts"; |
| 6 | import { createPhysicalName } from "../../PhysicalName.ts"; |
| 7 | import * as Provider from "../../Provider.ts"; |
| 8 | import { Resource } from "../../Resource.ts"; |
| 9 | import { |
| 10 | createInternalTags, |
| 11 | diffTags, |
| 12 | hasAlchemyTags, |
| 13 | type Tags, |
| 14 | } from "../../Tags.ts"; |
| 15 | import type { Providers } from "../Providers.ts"; |
| 16 | |
| 17 | export interface EndpointConfigProps { |
| 18 | /** |
| 19 | * Name of the endpoint configuration. Maximum 63 characters. |
| 20 | * @default ${app}-${stage}-${id} |
| 21 | */ |
| 22 | endpointConfigName?: string; |
| 23 | /** |
| 24 | * The models to host and the resources (instances or serverless capacity) |
| 25 | * to deploy each on. At least one variant is required. Use |
| 26 | * `ServerlessConfig` for pay-per-request serverless inference or |
| 27 | * `InstanceType` + `InitialInstanceCount` for provisioned instances. |
| 28 | */ |
| 29 | productionVariants: sagemaker.ProductionVariant[]; |
| 30 | /** |
| 31 | * Shadow variants that receive a copy of the traffic for testing a new |
| 32 | * model behind the production variant. |
| 33 | */ |
| 34 | shadowProductionVariants?: sagemaker.ProductionVariant[]; |
| 35 | /** |
| 36 | * Capture inference request/response payloads to S3 (for monitoring or |
| 37 | * retraining). |
| 38 | */ |
| 39 | dataCaptureConfig?: sagemaker.DataCaptureConfig; |
| 40 | /** |
| 41 | * KMS key that SageMaker uses to encrypt data on the storage volume of the |
| 42 | * hosting instances. Not supported for serverless variants. |
| 43 | */ |
| 44 | kmsKeyId?: string; |
| 45 | /** |
| 46 | * Configure the endpoint for asynchronous inference. |
| 47 | */ |
| 48 | asyncInferenceConfig?: sagemaker.AsyncInferenceConfig; |
| 49 | /** |
| 50 | * SageMaker Clarify explainer configuration. |
| 51 | */ |
| 52 | explainerConfig?: sagemaker.ExplainerConfig; |
| 53 | /** |
| 54 | * IAM role used by the endpoint (when variants require one). |
| 55 | */ |
| 56 | executionRoleArn?: string; |
| 57 | /** |
| 58 | * VPC configuration for the hosted models. |
| 59 | */ |
| 60 | vpcConfig?: sagemaker.VpcConfig; |
| 61 | /** |
| 62 | * Isolate the hosted containers from the network. |
| 63 | * @default false |
| 64 | */ |
| 65 | enableNetworkIsolation?: boolean; |
| 66 | /** |
| 67 | * Tags to associate with the endpoint configuration. Merged with internal |
| 68 | * Alchemy tags. |
| 69 | */ |
| 70 | tags?: Record<string, string>; |
| 71 | } |
| 72 | |
| 73 | export interface EndpointConfig extends Resource< |
| 74 | "AWS.SageMaker.EndpointConfig", |
| 75 | EndpointConfigProps, |
| 76 | { |
| 77 | /** |
| 78 | * The endpoint configuration's name. |
| 79 | */ |
| 80 | endpointConfigName: string; |
| 81 | /** |
| 82 | * ARN of the endpoint configuration. |
| 83 | */ |
| 84 | endpointConfigArn: string; |
| 85 | }, |
| 86 | never, |
| 87 | Providers |
| 88 | > {} |
| 89 | |
| 90 | /** |
| 91 | * An Amazon SageMaker EndpointConfig — the deployment recipe that maps one |
| 92 | * or more `Model`s to hosting resources (provisioned instances or serverless |
| 93 | * capacity). Pure configuration: it costs nothing until an `Endpoint` |
| 94 | * references it. |
| 95 | * |
| 96 | * Endpoint configurations are immutable — any change other than tags |
| 97 | * replaces the configuration. To roll a live endpoint onto new settings, |
| 98 | * point the `Endpoint` at the replacement config (alchemy creates the new |
| 99 | * config first, updates the endpoint, then deletes the old config). |
| 100 | * ### Creating Endpoint Configurations |
| 101 | * **Example:** Serverless Variant |
| 102 | * ```typescript |
| 103 | * import * as AWS from "alchemy/AWS"; |
| 104 | * |
| 105 | * const config = yield* AWS.SageMaker.EndpointConfig("MyConfig", { |
| 106 | * productionVariants: [{ |
| 107 | * VariantName: "AllTraffic", |
| 108 | * ModelName: model.modelName, |
| 109 | * ServerlessConfig: { MemorySizeInMB: 2048, MaxConcurrency: 5 }, |
| 110 | * }], |
| 111 | * }); |
| 112 | * ``` |
| 113 | * |
| 114 | * **Example:** Provisioned Instances |
| 115 | * ```typescript |
| 116 | * const config = yield* AWS.SageMaker.EndpointConfig("MyConfig", { |
| 117 | * productionVariants: [{ |
| 118 | * VariantName: "AllTraffic", |
| 119 | * ModelName: model.modelName, |
| 120 | * InstanceType: "ml.m5.large", |
| 121 | * InitialInstanceCount: 1, |
| 122 | * }], |
| 123 | * }); |
| 124 | * ``` |
| 125 | * |
| 126 | * @resource |
| 127 | */ |
| 128 | export const EndpointConfig = Resource<EndpointConfig>( |
| 129 | "AWS.SageMaker.EndpointConfig", |
| 130 | ); |
| 131 | |
| 132 | const createConfigName = ( |
| 133 | id: string, |
| 134 | props: { endpointConfigName?: string | undefined }, |
| 135 | ) => |
| 136 | props.endpointConfigName |
| 137 | ? Effect.succeed(props.endpointConfigName) |
| 138 | : createPhysicalName({ id, maxLength: 63 }); |
| 139 | |
| 140 | const fetchConfigTags = Effect.fn(function* (arn: string) { |
| 141 | const response = yield* sagemaker |
| 142 | .listTags({ ResourceArn: arn }) |
| 143 | .pipe( |
| 144 | Effect.catchTag("AccessDeniedException", () => Effect.succeed(undefined)), |
| 145 | ); |
| 146 | return Object.fromEntries( |
| 147 | (response?.Tags ?? []).flatMap((tag) => |
| 148 | tag.Key !== undefined ? [[tag.Key, tag.Value ?? ""]] : [], |
| 149 | ), |
| 150 | ); |
| 151 | }); |
| 152 | |
| 153 | const readEndpointConfig = Effect.fn(function* (name: string) { |
| 154 | const described = yield* sagemaker |
| 155 | .describeEndpointConfig({ EndpointConfigName: name }) |
| 156 | .pipe( |
| 157 | Effect.catchTag("EndpointConfigNotFound", () => |
| 158 | Effect.succeed(undefined), |
| 159 | ), |
| 160 | ); |
| 161 | if (!described) return undefined; |
| 162 | return { |
| 163 | endpointConfigName: described.EndpointConfigName, |
| 164 | endpointConfigArn: described.EndpointConfigArn, |
| 165 | }; |
| 166 | }); |
| 167 | |
| 168 | export const EndpointConfigProvider = () => |
| 169 | Provider.effect( |
| 170 | EndpointConfig, |
| 171 | Effect.gen(function* () { |
| 172 | return { |
| 173 | stables: ["endpointConfigName", "endpointConfigArn"], |
| 174 | list: () => |
| 175 | Effect.gen(function* () { |
| 176 | const summaries = yield* sagemaker.listEndpointConfigs |
| 177 | .pages({}) |
| 178 | .pipe( |
| 179 | EffectStream.runCollect, |
| 180 | Effect.map((chunk) => |
| 181 | Array.from(chunk).flatMap( |
| 182 | (page) => page.EndpointConfigs ?? [], |
| 183 | ), |
| 184 | ), |
| 185 | ); |
| 186 | return summaries.flatMap((s) => |
| 187 | s.EndpointConfigName !== undefined && |
| 188 | s.EndpointConfigArn !== undefined |
| 189 | ? [ |
| 190 | { |
| 191 | endpointConfigName: s.EndpointConfigName, |
| 192 | endpointConfigArn: s.EndpointConfigArn, |
| 193 | }, |
| 194 | ] |
| 195 | : [], |
| 196 | ); |
| 197 | }), |
| 198 | read: Effect.fn(function* ({ id, olds, output }) { |
| 199 | const name = |
| 200 | output?.endpointConfigName ?? |
| 201 | (yield* createConfigName(id, olds ?? {})); |
| 202 | const attrs = yield* readEndpointConfig(name); |
| 203 | if (!attrs) return undefined; |
| 204 | const tags = yield* fetchConfigTags(attrs.endpointConfigArn); |
| 205 | return (yield* hasAlchemyTags(id, tags as Tags)) |
| 206 | ? attrs |
| 207 | : Unowned(attrs); |
| 208 | }), |
| 209 | diff: Effect.fn(function* ({ id, news, olds }) { |
| 210 | if (!isResolved(news)) return; |
| 211 | if (olds === undefined) return; |
| 212 | // Endpoint configs are immutable — everything except tags replaces. |
| 213 | const identity = (props: EndpointConfigProps) => [ |
| 214 | props.productionVariants, |
| 215 | props.shadowProductionVariants, |
| 216 | props.dataCaptureConfig, |
| 217 | props.kmsKeyId, |
| 218 | props.asyncInferenceConfig, |
| 219 | props.explainerConfig, |
| 220 | props.executionRoleArn, |
| 221 | props.vpcConfig, |
| 222 | props.enableNetworkIsolation ?? false, |
| 223 | ]; |
| 224 | const oldName = yield* createConfigName(id, olds); |
| 225 | const newName = yield* createConfigName(id, news); |
| 226 | if ( |
| 227 | oldName !== newName || |
| 228 | JSON.stringify(identity(olds)) !== JSON.stringify(identity(news)) |
| 229 | ) { |
| 230 | return { action: "replace" } as const; |
| 231 | } |
| 232 | }), |
| 233 | reconcile: Effect.fn(function* ({ id, news, output, session }) { |
| 234 | if (!news) { |
| 235 | return yield* Effect.fail( |
| 236 | new Error("SageMaker EndpointConfig requires props"), |
| 237 | ); |
| 238 | } |
| 239 | const name = |
| 240 | output?.endpointConfigName ?? (yield* createConfigName(id, news)); |
| 241 | const internalTags = yield* createInternalTags(id); |
| 242 | const desiredTags = { ...internalTags, ...news.tags }; |
| 243 | |
| 244 | // Observe. |
| 245 | let attrs = yield* readEndpointConfig(name); |
| 246 | |
| 247 | // Ensure — create if missing; tolerate the already-exists race. |
| 248 | if (attrs === undefined) { |
| 249 | yield* sagemaker |
| 250 | .createEndpointConfig({ |
| 251 | EndpointConfigName: name, |
| 252 | ProductionVariants: news.productionVariants, |
| 253 | ShadowProductionVariants: news.shadowProductionVariants, |
| 254 | DataCaptureConfig: news.dataCaptureConfig, |
| 255 | KmsKeyId: news.kmsKeyId, |
| 256 | AsyncInferenceConfig: news.asyncInferenceConfig, |
| 257 | ExplainerConfig: news.explainerConfig, |
| 258 | ExecutionRoleArn: news.executionRoleArn, |
| 259 | VpcConfig: news.vpcConfig, |
| 260 | EnableNetworkIsolation: news.enableNetworkIsolation, |
| 261 | Tags: Object.entries(desiredTags).map(([Key, Value]) => ({ |
| 262 | Key, |
| 263 | Value, |
| 264 | })), |
| 265 | }) |
| 266 | .pipe( |
| 267 | Effect.catchTag( |
| 268 | "EndpointConfigAlreadyExists", |
| 269 | () => Effect.void, |
| 270 | ), |
| 271 | ); |
| 272 | attrs = yield* readEndpointConfig(name); |
| 273 | if (attrs === undefined) { |
| 274 | return yield* Effect.fail( |
| 275 | new Error(`failed to read created endpoint config ${name}`), |
| 276 | ); |
| 277 | } |
| 278 | } |
| 279 | |
| 280 | // Sync tags — diff against OBSERVED cloud tags. |
| 281 | const currentTags = yield* fetchConfigTags(attrs.endpointConfigArn); |
| 282 | const { removed, upsert } = diffTags(currentTags, desiredTags); |
| 283 | if (removed.length > 0) { |
| 284 | yield* sagemaker.deleteTags({ |
| 285 | ResourceArn: attrs.endpointConfigArn, |
| 286 | TagKeys: removed, |
| 287 | }); |
| 288 | } |
| 289 | if (upsert.length > 0) { |
| 290 | yield* sagemaker.addTags({ |
| 291 | ResourceArn: attrs.endpointConfigArn, |
| 292 | Tags: upsert.map(({ Key, Value }) => ({ Key, Value })), |
| 293 | }); |
| 294 | } |
| 295 | |
| 296 | yield* session.note(attrs.endpointConfigArn); |
| 297 | return attrs; |
| 298 | }), |
| 299 | delete: Effect.fn(function* ({ output }) { |
| 300 | yield* sagemaker |
| 301 | .deleteEndpointConfig({ |
| 302 | EndpointConfigName: output.endpointConfigName, |
| 303 | }) |
| 304 | .pipe(Effect.catchTag("EndpointConfigNotFound", () => Effect.void)); |
| 305 | }), |
| 306 | }; |
| 307 | }), |
| 308 | ); |