From db1675a812162b13e7229e1b2cd9302083a79f8b Mon Sep 17 00:00:00 2001 From: Corey Pyle Date: Fri, 22 Sep 2023 10:02:48 -0400 Subject: [PATCH 1/3] JavaScript (v3): Sagemaker Geo Wkflw - Update --- .doc_gen/metadata/sagemaker_metadata.yaml | 88 +- javascriptv3/README.md | 8 +- .../wkflw-topics-queues/TopicsQueuesWkflw.js | 66 +- .../wkflw-topics-queues/index.js | 12 +- .../tests/TopicsQueuesWkflw.unit.test.js | 5 +- .../Prompter.js => libs/prompter.js} | 34 + .../SlowLogger.js => libs/slow-logger.js} | 4 +- .../example_code/libs/utils/util-timers.js | 10 +- .../reactnative/ReactNativeApp/package.json | 2 + javascriptv3/example_code/sagemaker/README.md | 132 + javascriptv3/example_code/sagemaker/hello.js | 52 + .../example_code/sagemaker/package.json | 22 + .../README.md | 102 + .../SageMakerPipelinesWkflw.js | 387 + .../index.js | 37 + .../lambda/dist/index.mjs | 120 + .../lambda/dist/index.mjs.zip | Bin 0 -> 1661 bytes .../lambda/nodejs.zip | Bin 0 -> 6582922 bytes .../lambda/nodejs/README.md | 2 + .../lambda/nodejs/package.json | 11 + .../lambda/package.json | 17 + .../lambda/rollup.config.js | 31 + .../lambda/src/index.js | 134 + .../lib.js | 666 + .../messages.js | 29 + ...er-geospatial-pipeline.integration.test.js | 41 + .../example_code/sagemaker/vite.config.js | 17 + javascriptv3/lerna.json | 1 - javascriptv3/package-lock.json | 53762 ++++++++-------- javascriptv3/package.json | 24 +- javascriptv3/tsconfig.json | 1 - workflows/sagemaker_pipelines/README.md | 9 +- 32 files changed, 30346 insertions(+), 25480 deletions(-) rename javascriptv3/example_code/{cross-services/wkflw-topics-queues/Prompter.js => libs/prompter.js} (57%) rename javascriptv3/example_code/{cross-services/wkflw-topics-queues/SlowLogger.js => libs/slow-logger.js} (96%) create mode 100644 javascriptv3/example_code/sagemaker/README.md create mode 100644 javascriptv3/example_code/sagemaker/hello.js create mode 100644 javascriptv3/example_code/sagemaker/package.json create mode 100644 javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/README.md create mode 100644 javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/SageMakerPipelinesWkflw.js create mode 100644 javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/index.js create mode 100644 javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/lambda/dist/index.mjs create mode 100644 javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/lambda/dist/index.mjs.zip create mode 100644 javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/lambda/nodejs.zip create mode 100644 javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/lambda/nodejs/README.md create mode 100644 javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/lambda/nodejs/package.json create mode 100644 javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/lambda/package.json create mode 100644 javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/lambda/rollup.config.js create mode 100644 javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/lambda/src/index.js create mode 100644 javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/lib.js create mode 100644 javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/messages.js create mode 100644 javascriptv3/example_code/sagemaker/tests/wkflw-sagemaker-geospatial-pipeline.integration.test.js create mode 100644 javascriptv3/example_code/sagemaker/vite.config.js diff --git a/.doc_gen/metadata/sagemaker_metadata.yaml b/.doc_gen/metadata/sagemaker_metadata.yaml index 7cccd2cc07e..35ee6ce7c42 100644 --- a/.doc_gen/metadata/sagemaker_metadata.yaml +++ b/.doc_gen/metadata/sagemaker_metadata.yaml @@ -32,6 +32,15 @@ sagemaker_Hello: - description: snippet_tags: - SageMaker.dotnetv3.HelloSageMaker + JavaScript: + versions: + - sdk_version: 3 + github: javascriptv3/example_code/sagemaker + sdkguide: + excerpts: + - description: + snippet_tags: + - javascript.v3.sagemaker.hello services: sagemaker: {ListNotebookInstances} sagemaker_CreatePipeline: @@ -67,6 +76,17 @@ sagemaker_CreatePipeline: - description: snippet_tags: - SageMaker.dotnetv3.CreatePipeline + JavaScript: + versions: + - sdk_version: 3 + github: javascriptv3/example_code/sagemaker + sdkguide: + excerpts: + - description: + A function that creates a &SM; pipeline using a locally provided + JSON definition. + snippet_tags: + - javascript.v3.sagemaker.wkflw.pipeline.create services: sagemaker: {CreatePipeline, UpdatePipeline} sagemaker_ExecutePipeline: @@ -102,6 +122,15 @@ sagemaker_ExecutePipeline: - description: snippet_tags: - SageMaker.dotnetv3.ExecutePipeline + JavaScript: + versions: + - sdk_version: 3 + github: javascriptv3/example_code/sagemaker + sdkguide: + excerpts: + - description: Start a &SM; pipeline execution. + snippet_tags: + - javascript.v3.sagemaker.wkflw.pipeline.start services: sagemaker: {StartPipelineExecution} sagemaker_DeletePipeline: @@ -137,6 +166,18 @@ sagemaker_DeletePipeline: - description: snippet_tags: - SageMaker.dotnetv3.DeletePipeline + JavaScript: + versions: + - sdk_version: 3 + github: javascriptv3/example_code/sagemaker + sdkguide: + excerpts: + - description: + The syntax for deleting a &SM; pipeline. This code is part + of a larger function. Refer to 'Create a pipeline' or the GitHub repository + for more context. + snippet_tags: + - javascript.v3.sagemaker.wkflw.pipeline.delete services: sagemaker: {DeletePipeline} sagemaker_DescribePipelineExecution: @@ -172,6 +213,15 @@ sagemaker_DescribePipelineExecution: - description: snippet_tags: - SageMaker.dotnetv3.DescribePipelineExecution + JavaScript: + versions: + - sdk_version: 3 + github: javascriptv3/example_code/sagemaker + sdkguide: + excerpts: + - description: Wait for a &SM; pipeline execution to succeed, fail, or stop. + snippet_tags: + - javascript.v3.sagemaker.wkflw.pipeline.wait services: sagemaker: {DescribePipelineExecution} sagemaker_ListNotebookInstances: @@ -384,7 +434,18 @@ sagemaker_Scenario_GettingStarted: snippet_tags: - sgm.abapv1.getting_started_with_sgm services: - sagemaker: {CreateTrainingJob, DescribeTrainingJob, CreateModel, CreateEndpointConfig, CreateEndpoint, DescribeEndpoint, DeleteEndpoint, DeleteEndpointConfig, DeleteModel} + sagemaker: + { + CreateTrainingJob, + DescribeTrainingJob, + CreateModel, + CreateEndpointConfig, + CreateEndpoint, + DescribeEndpoint, + DeleteEndpoint, + DeleteEndpointConfig, + DeleteModel, + } sagemaker_Scenario_Pipelines: title: Get started with &SM; geospatial jobs in a pipeline using an &AWS; SDK title_abbrev: Get started with geospatial jobs and pipelines @@ -432,5 +493,28 @@ sagemaker_Scenario_Pipelines: - description: Run an interactive scenario at a command prompt. snippet_tags: - SageMaker.dotnetv3.SagemakerPipelineScenario + JavaScript: + versions: + - sdk_version: 3 + github: javascriptv3/example_code/sagemaker + sdkguide: + excerpts: + - description: + The following file excerpt contains functions that use + the &SM; client to manage a pipeline. + snippet_tags: + - javascript.v3.sagemaker.wkflw.pipeline.library + - description: This function is an excerpt from a file that uses the + preceding library functions to set up the a &SM; pipeline, + execute it, and delete all created resources. + snippet_tags: + - javascript.v3.sagemaker.wkflw.pipeline services: - sagemaker: {CreatePipeline, UpdatePipeline, StartPipelineExecution, DescribePipelineExecution, DeletePipeline} + sagemaker: + { + CreatePipeline, + UpdatePipeline, + StartPipelineExecution, + DescribePipelineExecution, + DeletePipeline, + } diff --git a/javascriptv3/README.md b/javascriptv3/README.md index dc7b65af20a..43720f87e06 100644 --- a/javascriptv3/README.md +++ b/javascriptv3/README.md @@ -55,15 +55,12 @@ You can run tests for a specific service, or for every service in this repositor ## Docker image (Beta) -This example code will soon be available in a container image +This example is available in a container image hosted on [Amazon Elastic Container Registry (ECR)](https://docs.aws.amazon.com/AmazonECR/latest/userguide/what-is-ecr.html). This image will be pre-loaded with all JavaScript v3 examples with dependencies pre-resolved, allowing you to explore these examples in an isolated environment. -⚠️ As of January 2023, the [SDK for JavaScript v3 image](https://gallery.ecr.aws/b4v4v1s0/javascriptv3) is available on ECR Public but is still -undergoing active development. Refer to -[this GitHub issue](https://github.com/awsdocs/aws-doc-sdk-examples/issues/4127) -for more information. +- [SDK for JavaScript v3 image](https://gallery.ecr.aws/b4v4v1s0/javascriptv3) ### Build the Docker image @@ -129,6 +126,7 @@ that require input or cannot run without human intervention. Create function names that match the action name. `CreateUserCommand` becomes `createUser`. + ``` export const createUser = (name) => { const command = new CreateUserCommand({ UserName: name }); diff --git a/javascriptv3/example_code/cross-services/wkflw-topics-queues/TopicsQueuesWkflw.js b/javascriptv3/example_code/cross-services/wkflw-topics-queues/TopicsQueuesWkflw.js index 9574cd74815..0f2310e84b2 100644 --- a/javascriptv3/example_code/cross-services/wkflw-topics-queues/TopicsQueuesWkflw.js +++ b/javascriptv3/example_code/cross-services/wkflw-topics-queues/TopicsQueuesWkflw.js @@ -3,13 +3,6 @@ * SPDX-License-Identifier: Apache-2.0 */ -import { - CreateTopicCommand, - PublishCommand, - SubscribeCommand, - UnsubscribeCommand, -} from "@aws-sdk/client-sns"; -import { MESSAGES } from "./messages.js"; import { CreateQueueCommand, DeleteMessageBatchCommand, @@ -19,6 +12,14 @@ import { } from "@aws-sdk/client-sqs"; import { DeleteTopicCommand } from "@aws-sdk/client-sns"; import { SetQueueAttributesCommand } from "@aws-sdk/client-sqs"; +import { + CreateTopicCommand, + PublishCommand, + SubscribeCommand, + UnsubscribeCommand, +} from "@aws-sdk/client-sns"; + +import { MESSAGES } from "./messages.js"; // snippet-start:[javascript.v3.wkflw.topicsandqueues.wrapper] @@ -50,8 +51,8 @@ export class TopicsQueuesWkflw { /** * @param {import('@aws-sdk/client-sns').SNSClient} snsClient * @param {import('@aws-sdk/client-sqs').SQSClient} sqsClient - * @param {import('./Prompter.js').Prompter} prompter - * @param {import('./SlowLogger.js').Logger} logger + * @param {import('../../libs/prompter.js').Prompter} prompter + * @param {import('../../libs/slow-logger.js').Logger} logger */ constructor(snsClient, sqsClient, prompter, logger) { this.snsClient = snsClient; @@ -60,29 +61,6 @@ export class TopicsQueuesWkflw { this.logger = logger; } - /** - * Log a horizontal rule to the console. If a message is provided, - * log a section header. - * @param {string?} message - */ - logSeparator(message) { - if (!message) { - console.log("\n", "*".repeat(80), "\n"); - } else { - console.log( - "\n", - "*".repeat(80), - "\n", - "** ", - message, - " ".repeat(80 - message.length - 8), - "**\n", - "*".repeat(80), - "\n" - ); - } - } - async welcome() { await this.logger.log(MESSAGES.description); } @@ -94,7 +72,7 @@ export class TopicsQueuesWkflw { }); if (this.isFifo) { - this.logSeparator(MESSAGES.headerDedup); + this.prompter.logSeparator(MESSAGES.headerDedup); await this.logger.log(MESSAGES.deduplicationNotice); await this.logger.log(MESSAGES.deduplicationDescription); this.autoDedup = await this.prompter.confirm({ @@ -110,7 +88,7 @@ export class TopicsQueuesWkflw { }); if (this.isFifo) { this.topicName += ".fifo"; - this.logSeparator(MESSAGES.headerFifoNaming); + this.prompter.logSeparator(MESSAGES.headerFifoNaming); await this.logger.log(MESSAGES.appendFifoNotice); } @@ -206,7 +184,7 @@ export class TopicsQueuesWkflw { ); if (index !== 0) { - this.logSeparator(); + this.prompter.logSeparator(); } await this.logger.log(MESSAGES.attachPolicyNotice); @@ -229,7 +207,7 @@ export class TopicsQueuesWkflw { ); queue.policy = policy; } else { - this.logger.log( + await this.logger.log( MESSAGES.policyNotAttachedNotice.replace( "${QUEUE_NAME}", queue.queueName @@ -419,21 +397,21 @@ export class TopicsQueuesWkflw { console.clear(); try { - this.logSeparator(MESSAGES.headerWelcome); + this.prompter.logSeparator(MESSAGES.headerWelcome); await this.welcome(); - this.logSeparator(MESSAGES.headerFifo); + this.prompter.logSeparator(MESSAGES.headerFifo); await this.confirmFifo(); - this.logSeparator(MESSAGES.headerCreateTopic); + this.prompter.logSeparator(MESSAGES.headerCreateTopic); await this.createTopic(); - this.logSeparator(MESSAGES.headerCreateQueues); + this.prompter.logSeparator(MESSAGES.headerCreateQueues); await this.createQueues(); - this.logSeparator(MESSAGES.headerAttachPolicy); + this.prompter.logSeparator(MESSAGES.headerAttachPolicy); await this.attachQueueIamPolicies(); - this.logSeparator(MESSAGES.headerSubscribeQueues); + this.prompter.logSeparator(MESSAGES.headerSubscribeQueues); await this.subscribeQueuesToTopic(); - this.logSeparator(MESSAGES.headerPublishMessage); + this.prompter.logSeparator(MESSAGES.headerPublishMessage); await this.publishMessages(); - this.logSeparator(MESSAGES.headerReceiveMessages); + this.prompter.logSeparator(MESSAGES.headerReceiveMessages); await this.receiveAndDeleteMessages(); } catch (err) { console.error(err); diff --git a/javascriptv3/example_code/cross-services/wkflw-topics-queues/index.js b/javascriptv3/example_code/cross-services/wkflw-topics-queues/index.js index f5b92e4d9cc..340000fdf43 100644 --- a/javascriptv3/example_code/cross-services/wkflw-topics-queues/index.js +++ b/javascriptv3/example_code/cross-services/wkflw-topics-queues/index.js @@ -3,15 +3,15 @@ * SPDX-License-Identifier: Apache-2.0 */ -import { fileURLToPath } from "url"; +import {fileURLToPath} from "url"; // snippet-start:[javascript.v3.wkflw.topicsandqueues.index] -import { SNSClient } from "@aws-sdk/client-sns"; -import { SQSClient } from "@aws-sdk/client-sqs"; +import {SNSClient} from "@aws-sdk/client-sns"; +import {SQSClient} from "@aws-sdk/client-sqs"; -import { TopicsQueuesWkflw } from "./TopicsQueuesWkflw.js"; -import { Prompter } from "./Prompter.js"; -import { SlowLogger } from "./SlowLogger.js"; +import {TopicsQueuesWkflw} from "./TopicsQueuesWkflw.js"; +import {Prompter} from "libs/prompter.js"; +import {SlowLogger} from "libs/slow-logger.js"; export const startSnsWorkflow = () => { const noLoggerDelay = process.argv.find((arg) => arg === "--no-logger-delay"); diff --git a/javascriptv3/example_code/cross-services/wkflw-topics-queues/tests/TopicsQueuesWkflw.unit.test.js b/javascriptv3/example_code/cross-services/wkflw-topics-queues/tests/TopicsQueuesWkflw.unit.test.js index b3ae7bae7fe..d460d6bfec0 100644 --- a/javascriptv3/example_code/cross-services/wkflw-topics-queues/tests/TopicsQueuesWkflw.unit.test.js +++ b/javascriptv3/example_code/cross-services/wkflw-topics-queues/tests/TopicsQueuesWkflw.unit.test.js @@ -71,7 +71,7 @@ const SNSClientMock = { }; const LoggerMock = { - log: vi.fn(), + log: vi.fn() }; describe("TopicsQueuesWkflw", () => { @@ -111,6 +111,7 @@ describe("TopicsQueuesWkflw", () => { new SQSClient({}), { confirm: () => Promise.resolve(true), + logSeparator: vi.fn() }, LoggerMock ); @@ -150,6 +151,7 @@ describe("TopicsQueuesWkflw", () => { { confirm: () => Promise.resolve(true), input: () => Promise.resolve("user-input"), + logSeparator: vi.fn() }, LoggerMock ); @@ -195,6 +197,7 @@ describe("TopicsQueuesWkflw", () => { it("should attach a policy to each of the SQS queues", async () => { const PrompterMock = { confirm: vi.fn(() => Promise.resolve(true)), + logSeparator: vi.fn(() => {}), }; const topicsQueuesWkflw = new TopicsQueuesWkflw( diff --git a/javascriptv3/example_code/cross-services/wkflw-topics-queues/Prompter.js b/javascriptv3/example_code/libs/prompter.js similarity index 57% rename from javascriptv3/example_code/cross-services/wkflw-topics-queues/Prompter.js rename to javascriptv3/example_code/libs/prompter.js index cec5021fef3..d5de5ecc188 100644 --- a/javascriptv3/example_code/cross-services/wkflw-topics-queues/Prompter.js +++ b/javascriptv3/example_code/libs/prompter.js @@ -27,6 +27,17 @@ export class Prompter { return input(options); } + /** + * @param {string} prompt + */ + checkContinue = async (prompt = "") => { + const prefix = prompt && prompt + " "; + let ok = await this.confirm({ + message: `${prefix}Continue?"}`, + }); + if (!ok) throw new Error("Exiting..."); + }; + /** * @param {{ message: string }} options */ @@ -35,6 +46,29 @@ export class Prompter { return confirm(options); } + /** + * Log a horizontal rule to the console. If a message is provided, + * log a section header. + * @param {string?} message + */ + logSeparator(message) { + if (!message) { + console.log("\n", "*".repeat(80), "\n"); + } else { + console.log( + "\n", + "*".repeat(80), + "\n", + "** ", + message, + " ".repeat(80 - message.length - 8), + "**\n", + "*".repeat(80), + "\n" + ); + } + } + /** * @param {{ message: string, choices: { name: string, value: string }[]}} options */ diff --git a/javascriptv3/example_code/cross-services/wkflw-topics-queues/SlowLogger.js b/javascriptv3/example_code/libs/slow-logger.js similarity index 96% rename from javascriptv3/example_code/cross-services/wkflw-topics-queues/SlowLogger.js rename to javascriptv3/example_code/libs/slow-logger.js index ca247c7ee43..f619ec46bf6 100644 --- a/javascriptv3/example_code/cross-services/wkflw-topics-queues/SlowLogger.js +++ b/javascriptv3/example_code/libs/slow-logger.js @@ -15,9 +15,9 @@ export class Logger { } export class SlowLogger extends Logger { - constructor(delay) { + constructor(delayInMs) { super(); - this.delay = delay; + this.delay = delayInMs; } sleep() { diff --git a/javascriptv3/example_code/libs/utils/util-timers.js b/javascriptv3/example_code/libs/utils/util-timers.js index 5cb3e20716f..d279bf1a0a7 100644 --- a/javascriptv3/example_code/libs/utils/util-timers.js +++ b/javascriptv3/example_code/libs/utils/util-timers.js @@ -12,13 +12,13 @@ const wait = (seconds) => /** * @template T - * @param {{ intervalInMs: number, maxRetries: number }} config + * @param {{ intervalInMs: number, maxRetries: number, swallowError?: boolean }} config * @param {() => Promise} fn * @returns {Promise} */ const retry = (config, fn) => new Promise((resolve, reject) => { - const { intervalInMs = 500, maxRetries = 10 } = config; + const {intervalInMs = 500, maxRetries = 10} = config; fn() .then(resolve) .catch((err) => { @@ -27,10 +27,10 @@ const retry = (config, fn) => ); console.warn(err instanceof Error ? err.message : err); if (maxRetries === 0) { - reject(err); + config.swallowError ? resolve() : reject(err); } else { setTimeout(() => { - retry({ intervalInMs, maxRetries: maxRetries - 1 }, fn).then( + retry({intervalInMs, maxRetries: maxRetries - 1}, fn).then( resolve, reject ); @@ -39,4 +39,4 @@ const retry = (config, fn) => }); }); -export { retry, wait }; +export {retry, wait}; diff --git a/javascriptv3/example_code/reactnative/ReactNativeApp/package.json b/javascriptv3/example_code/reactnative/ReactNativeApp/package.json index 4257c688b25..acc41ab5b42 100644 --- a/javascriptv3/example_code/reactnative/ReactNativeApp/package.json +++ b/javascriptv3/example_code/reactnative/ReactNativeApp/package.json @@ -23,6 +23,8 @@ "@react-native-community/eslint-config": "^3.2.0", "@tsconfig/react-native": "^2.0.2", "@types/react": "^18.0.24", + "@typescript-eslint/eslint-plugin": "^5.62.0", + "@typescript-eslint/parser": "^5.62.0", "eslint": "^8.19.0", "metro-react-native-babel-preset": "0.73.9", "prettier": "^2.4.1", diff --git a/javascriptv3/example_code/sagemaker/README.md b/javascriptv3/example_code/sagemaker/README.md new file mode 100644 index 00000000000..2006df08154 --- /dev/null +++ b/javascriptv3/example_code/sagemaker/README.md @@ -0,0 +1,132 @@ + + +# SageMaker code examples for the SDK for JavaScript (v3) + +## Overview + +Shows how to use the AWS SDK for JavaScript (v3) to work with Amazon SageMaker. + + + + +_SageMaker is a fully managed machine learning service._ + +## ⚠ Important + +- Running this code might result in charges to your AWS account. For more details, see [AWS Pricing](https://aws.amazon.com/pricing/?aws-products-pricing.sort-by=item.additionalFields.productNameLowercase&aws-products-pricing.sort-order=asc&awsf.Free%20Tier%20Type=*all&awsf.tech-category=*all) and [Free Tier](https://aws.amazon.com/free/?all-free-tier.sort-by=item.additionalFields.SortRank&all-free-tier.sort-order=asc&awsf.Free%20Tier%20Types=*all&awsf.Free%20Tier%20Categories=*all). +- Running the tests might result in charges to your AWS account. +- We recommend that you grant your code least privilege. At most, grant only the minimum permissions required to perform the task. For more information, see [Grant least privilege](https://docs.aws.amazon.com/IAM/latest/UserGuide/best-practices.html#grant-least-privilege). +- This code is not tested in every AWS Region. For more information, see [AWS Regional Services](https://aws.amazon.com/about-aws/global-infrastructure/regional-product-services). + + + + +## Code examples + +### Prerequisites + +For prerequisites, see the [README](../../README.md#Prerequisites) in the `javascriptv3` folder. + + + + +### Get started + +- [Hello SageMaker](hello.js#L8) (`ListNotebookInstances`) + +### Single actions + +Code excerpts that show you how to call individual service functions. + +- [Create a pipeline](scenarios/wkflw-sagemaker-geospatial-pipeline/lib.js#L368) (`CreatePipeline`) +- [Delete a pipeline](scenarios/wkflw-sagemaker-geospatial-pipeline/lib.js#L403) (`DeletePipeline`) +- [Describe a pipeline execution](scenarios/wkflw-sagemaker-geospatial-pipeline/lib.js#L594) (`DescribePipelineExecution`) +- [Execute a pipeline](scenarios/wkflw-sagemaker-geospatial-pipeline/lib.js#L509) (`StartPipelineExecution`) + +### Scenarios + +Code examples that show you how to accomplish a specific task by calling multiple +functions within the same service. + +- [Get started with geospatial jobs and pipelines](scenarios/wkflw-sagemaker-geospatial-pipeline/lib.js) + +## Run the examples + +### Instructions + +**Note**: All code examples are written in ECMAscript 6 (ES6). For guidelines on converting to CommonJS, see +[JavaScript ES6/CommonJS syntax](https://docs.aws.amazon.com/sdk-for-javascript/v3/developer-guide/sdk-examples-javascript-syntax.html). + +**Run a single action** + +```bash +node ./actions/ +``` + +**Run a scenario** +Most scenarios can be run with the following command: + +```bash +node ./scenarios/ +``` + + + + +#### Hello SageMaker + +This example shows you how to get started using SageMaker. + +```bash +node ./hello.js +``` + +#### Get started with geospatial jobs and pipelines + +This example shows you how to do the following: + +- Set up resources for a pipeline. +- Set up a pipeline that executes a geospatial job. +- Start a pipeline execution. +- Monitor the status of the execution. +- View the output of the pipeline. +- Clean up resources. + + + + + + +Run the scenario: + +```bash +cd wkflw-sagemaker-geospatial-pipeline +node index.js +``` + + + +### Tests + +⚠ Running tests might result in charges to your AWS account. + +To find instructions for running these tests, see the [README](../../README.md#Tests) +in the `javascriptv3` folder. + + + + +## Additional resources + +- [SageMaker Developer Guide](https://docs.aws.amazon.com/sagemaker/latest/dg/whatis.html) +- [SageMaker API Reference](https://docs.aws.amazon.com/sagemaker/latest/APIReference/Welcome.html) +- [SDK for JavaScript (v3) SageMaker reference](https://docs.aws.amazon.com/AWSJavaScriptSDK/v3/latest/client/sagemaker) + + + + +--- + +Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. + +SPDX-License-Identifier: Apache-2.0 diff --git a/javascriptv3/example_code/sagemaker/hello.js b/javascriptv3/example_code/sagemaker/hello.js new file mode 100644 index 00000000000..550d5d4909c --- /dev/null +++ b/javascriptv3/example_code/sagemaker/hello.js @@ -0,0 +1,52 @@ +/* + * Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. + * SPDX-License-Identifier: Apache-2.0 + */ + +import {fileURLToPath} from "url"; + +// snippet-start:[javascript.v3.sagemaker.hello] +import { + SageMakerClient, + ListNotebookInstancesCommand, +} from "@aws-sdk/client-sagemaker"; + +const client = new SageMakerClient({ + region: "us-west-2", +}); + +export const helloSagemaker = async () => { + const command = new ListNotebookInstancesCommand({MaxResults: 5}); + + const response = await client.send(command); + console.log( + "Hello Amazon SageMaker! Let's list some of your notebook instances:" + ); + + const instances = response.NotebookInstances || []; + + if (instances.length === 0) { + console.log( + "• No notebook instances found. Try creating one in the AWS Management Console or with the CreateNotebookInstanceCommand." + ); + } else { + console.log( + instances + .map( + (i) => + `• Instance: ${i.NotebookInstanceName}\n Arn:${ + i.NotebookInstanceArn + } \n Creation Date: ${i.CreationTime.toISOString()}` + ) + .join("\n") + ); + } + + return response; +}; +// snippet-end:[javascript.v3.sagemaker.hello] + +// Invoke main function if this file was run directly. +if (process.argv[1] === fileURLToPath(import.meta.url)) { + helloSagemaker(); +} diff --git a/javascriptv3/example_code/sagemaker/package.json b/javascriptv3/example_code/sagemaker/package.json new file mode 100644 index 00000000000..52bf9e6fa05 --- /dev/null +++ b/javascriptv3/example_code/sagemaker/package.json @@ -0,0 +1,22 @@ +{ + "name": "example-javascriptv3-sagemaker", + "version": "1.0.0", + "description": "", + "author": "Corey Pyle ", + "license": "Apache-2.0", + "type": "module", + "scripts": { + "integration-test": "vitest run **/*.integration.test.js" + }, + "dependencies": { + "@aws-sdk/client-iam": "^3.398.0", + "@aws-sdk/client-lambda": "^3.398.0", + "@aws-sdk/client-s3": "^3.400.0", + "@aws-sdk/client-sagemaker": "^3.398.0", + "@aws-sdk/client-sagemaker-geospatial": "^3.398.0", + "@aws-sdk/client-sqs": "^3.398.0" + }, + "devDependencies": { + "vitest": "^0.34.5" + } +} diff --git a/javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/README.md b/javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/README.md new file mode 100644 index 00000000000..6f31c1793de --- /dev/null +++ b/javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/README.md @@ -0,0 +1,102 @@ +# Create and run a SageMaker geospatial pipeline using an AWS SDK + +## Overview + +This scenario demonstrates how to work with Amazon SageMaker pipelines and geospatial jobs. + +### Amazon SageMaker Pipelines + +A [SageMaker pipeline](https://docs.aws.amazon.com/sagemaker/latest/dg/pipelines.html) is a series of +interconnected steps that can be used to automate machine learning workflows. Pipelines use interconnected steps and shared parameters to support repeatable workflows that can be customized for your specific use case. You can create and run pipelines from SageMaker Studio using Python, but you can also do this by using AWS SDKs in other +languages. Using the SDKs, you can create and run SageMaker pipelines and also monitor operations for them. + +### Explore the scenario + +This example scenario demonstrates using AWS Lambda and Amazon Simple Queue Service (Amazon SQS) as part of an Amazon SageMaker pipeline. The pipeline itself executes a geospatial job to reverse geocode a sample set of coordinates into human-readable addresses. Input and output files are located in an Amazon Simple Storage Service (Amazon S3) bucket. + +![Workflow image](../../../../../workflows/sagemaker_pipelines/resources/workflow.png) + +When you run the example console application, you can execute the following steps: + +- Create the AWS resources and roles needed for the pipeline. +- Create the AWS Lambda function. +- Create the SageMaker pipeline. +- Upload an input file into an S3 bucket. +- Execute the pipeline and monitor its status. +- Display some output from the output file. +- Clean up the pipeline resources. + +#### Pipeline steps + +[Pipeline steps](https://docs.aws.amazon.com/sagemaker/latest/dg/build-and-manage-steps.html) define the actions and relationships of the pipeline operations. The pipeline in this example includes an [AWS Lambda step](https://docs.aws.amazon.com/sagemaker/latest/dg/build-and-manage-steps.html#step-type-lambda) +and a [callback step](https://docs.aws.amazon.com/sagemaker/latest/dg/build-and-manage-steps.html#step-type-callback). +Both steps are processed by the same example Lambda function. + +The Lambda function handler is included as part of the example, with the following functionality: + +- Starts a [SageMaker Vector Enrichment Job](https://docs.aws.amazon.com/sagemaker/latest/dg/geospatial-vej.html) with the provided job configuration. +- Processes Amazon SQS queue messages from the SageMaker pipeline. +- Starts the export function with the provided export configuration. +- Completes the pipeline when the export is complete. + +![Pipeline image](../../../../../workflows/sagemaker_pipelines/resources/pipeline.png) + +#### Pipeline parameters + +The example pipeline uses [parameters](https://docs.aws.amazon.com/sagemaker/latest/dg/build-and-manage-parameters.html) that you can reference throughout the steps. You can also use the parameters to change +values between runs and control the input and output setting. In this example, the parameters are used to set the Amazon Simple Storage Service (Amazon S3) +locations for the input and output files, along with the identifiers for the role and queue to use in the pipeline. +The example demonstrates how to set and access these parameters before executing the pipeline using an SDK. + +#### Geospatial jobs + +A SageMaker pipeline can be used for model training, setup, testing, or validation. This example uses a simple job +for demonstration purposes: a [Vector Enrichment Job (VEJ)](https://docs.aws.amazon.com/sagemaker/latest/dg/geospatial-vej.html) that processes a set of coordinates to produce human-readable +addresses powered by Amazon Location Service. Other types of jobs can be substituted in the pipeline instead. + +## ⚠ Important + +- Running this code might result in charges to your AWS account. +- Running the tests might result in charges to your AWS account. +- We recommend that you grant your code least privilege. At most, grant only the minimum permissions required to perform the task. For more information, see [Grant least privilege](https://docs.aws.amazon.com/IAM/latest/UserGuide/best-practices.html#grant-least-privilege). +- This code is not tested in every AWS Region. For more information, see [AWS Regional Services](https://aws.amazon.com/about-aws/global-infrastructure/regional-product-services). + +## Scenario + +### Prerequisites + +To view pipelines in SageMaker Studio, you need to [set up an Amazon SageMaker Domain](https://docs.aws.amazon.com/sagemaker/latest/dg/gs-studio-onboard.html). +To use geospatial capabilities, [you need to use a supported Region](https://docs.aws.amazon.com/sagemaker/latest/dg/geospatial.html). + +For general prerequisites, see the [README](../../../../README.md#prerequisites) in the `javascriptv3` folder. + +### Instructions + +You can run the example from the command line. To do so, run the following command from this folder: + +``` +node index.js +``` + +#### Get started with geospatial jobs and pipelines + +This example shows you how to do the following: + +- Set up resources for a pipeline. +- Set up a pipeline that runs a geospatial job. +- Start a pipeline run. +- Monitor the status of the run. +- View the output of the pipeline. +- Clean up resources. + +## Additional resources + +- [SageMaker Developer Guide](https://docs.aws.amazon.com/sagemaker/latest/dg/whatis.html) +- [SageMaker API Reference](https://docs.aws.amazon.com/sagemaker/latest/APIReference/Welcome.html) +- [SDK for JavaScript (v3) SageMaker reference](https://docs.aws.amazon.com/AWSJavaScriptSDK/v3/latest/client/sagemaker/) + +--- + +Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. + +SPDX-License-Identifier: Apache-2.0 diff --git a/javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/SageMakerPipelinesWkflw.js b/javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/SageMakerPipelinesWkflw.js new file mode 100644 index 00000000000..48a22c3e2e0 --- /dev/null +++ b/javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/SageMakerPipelinesWkflw.js @@ -0,0 +1,387 @@ +/* + * Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. + * SPDX-License-Identifier: Apache-2.0 + */ + +// snippet-start:[javascript.v3.sagemaker.wkflw.pipeline] +import { retry, wait } from "libs/utils/util-timers.js"; +import { + attachPolicy, + configureLambdaSQSEventSource, + createLambdaExecutionPolicy, + createLambdaExecutionRole, + createLambdaFunction, + createLambdaLayer, + createS3Bucket, + createSQSQueue, + createSagemakerExecutionPolicy, + createSagemakerPipeline, + createSagemakerRole, + getObject, + startPipelineExecution, + uploadCSVDataToS3, + waitForPipelineComplete, +} from "./lib.js"; +import { MESSAGES } from "./messages.js"; + +export class SageMakerPipelinesWkflw { + names = { + LAMBDA_EXECUTION_ROLE: "sagemaker-wkflw-lambda-execution-role", + LAMBDA_EXECUTION_ROLE_POLICY: + "sagemaker-wkflw-lambda-execution-role-policy", + LAMBDA_FUNCTION: "sagemaker-wkflw-lambda-function", + LAMBDA_LAYER: "sagemaker-wkflw-lambda-layer", + SAGE_MAKER_EXECUTION_ROLE: "sagemaker-wkflw-pipeline-execution-role", + SAGE_MAKER_EXECUTION_ROLE_POLICY: + "sagemaker-wkflw-pipeline-execution-role-policy", + SAGE_MAKER_PIPELINE: "sagemaker-wkflw-pipeline", + SQS_QUEUE: "sagemaker-wkflw-sqs-queue", + S3_BUCKET: `sagemaker-wkflw-s3-bucket-${Date.now()}`, + }; + + cleanUpFunctions = []; + + /** + * @param {import("libs/prompter.js").Prompter} prompter + * @param {import("libs/slow-logger.js").Logger} logger + * @param {{ IAM: import("@aws-sdk/client-iam").IAMClient, Lambda: import("@aws-sdk/client-lambda").LambdaClient, SageMaker: import("@aws-sdk/client-sagemaker").SageMakerClient, S3: import("@aws-sdk/client-s3").S3Client, SQS: import("@aws-sdk/client-sqs").SQSClient }} clients + */ + constructor(prompter, logger, clients) { + this.prompter = prompter; + this.logger = logger; + this.clients = clients; + } + + async run() { + try { + await this.startWorkflow(); + } catch (err) { + console.error(err); + throw err; + } finally { + // Run all of the clean up functions. If any fail, we log the error and continue. + // This ensures all clean up functions are run. + this.prompter.logSeparator(); + const doCleanUp = await this.prompter.confirm({ + message: "Clean up resources?", + }); + if (doCleanUp) { + for (let i = this.cleanUpFunctions.length - 1; i >= 0; i--) { + await retry( + { intervalInMs: 1000, maxRetries: 60, swallowError: true }, + this.cleanUpFunctions[i] + ); + } + } + } + } + + async startWorkflow() { + this.prompter.logSeparator(MESSAGES.greetingHeader); + await this.logger.log(MESSAGES.greeting); + + this.prompter.logSeparator(); + await this.logger.log( + MESSAGES.creatingRole.replace( + "${ROLE_NAME}", + this.names.LAMBDA_EXECUTION_ROLE + ) + ); + + // Create an IAM role that will be assumed by the AWS Lambda function. This function + // is triggered by Amazon SQS messages and calls SageMaker and SageMaker GeoSpatial actions. + const { arn: lambdaExecutionRoleArn, cleanUp: lambdaExecutionRoleCleanUp } = + await createLambdaExecutionRole({ + name: this.names.LAMBDA_EXECUTION_ROLE, + iamClient: this.clients.IAM, + }); + // Add a clean up step to a stack for every resource created. + this.cleanUpFunctions.push(lambdaExecutionRoleCleanUp); + + await this.logger.log( + MESSAGES.roleCreated.replace( + "${ROLE_NAME}", + this.names.LAMBDA_EXECUTION_ROLE + ) + ); + + this.prompter.logSeparator(); + + await this.logger.log( + MESSAGES.creatingRole.replace( + "${ROLE_NAME}", + this.names.SAGE_MAKER_EXECUTION_ROLE + ) + ); + + // Create an IAM role that will be assumed by the SageMaker pipeline. The pipeline + // sends messages to an Amazon SQS queue and puts/retrieves Amazon S3 objects. + const { + arn: pipelineExecutionRoleArn, + cleanUp: pipelineExecutionRoleCleanUp, + } = await createSagemakerRole({ + iamClient: this.clients.IAM, + name: this.names.SAGE_MAKER_EXECUTION_ROLE, + }); + this.cleanUpFunctions.push(pipelineExecutionRoleCleanUp); + + await this.logger.log( + MESSAGES.roleCreated.replace( + "${ROLE_NAME}", + this.names.SAGE_MAKER_EXECUTION_ROLE + ) + ); + + this.prompter.logSeparator(); + + // Create an IAM policy that allows the AWS Lambda function to invoke SageMaker APIs. + const { + arn: lambdaExecutionPolicyArn, + policy: lambdaPolicy, + cleanUp: lambdaExecutionPolicyCleanUp, + } = await createLambdaExecutionPolicy({ + name: this.names.LAMBDA_EXECUTION_ROLE_POLICY, + s3BucketName: this.names.S3_BUCKET, + iamClient: this.clients.IAM, + pipelineExecutionRoleArn, + }); + this.cleanUpFunctions.push(lambdaExecutionPolicyCleanUp); + + console.log(JSON.stringify(lambdaPolicy, null, 2), "\n"); + + await this.logger.log( + MESSAGES.attachPolicy + .replace("${POLICY_NAME}", this.names.LAMBDA_EXECUTION_ROLE_POLICY) + .replace("${ROLE_NAME}", this.names.LAMBDA_EXECUTION_ROLE) + ); + + await this.prompter.checkContinue(); + + // Attach the Lambda execution policy to the execution role. + const { cleanUp: lambdaExecutionRolePolicyCleanUp } = await attachPolicy({ + roleName: this.names.LAMBDA_EXECUTION_ROLE, + policyArn: lambdaExecutionPolicyArn, + iamClient: this.clients.IAM, + }); + this.cleanUpFunctions.push(lambdaExecutionRolePolicyCleanUp); + + await this.logger.log(MESSAGES.policyAttached); + + this.prompter.logSeparator(); + + // Create Lambda layer for SageMaker packages. + const { versionArn: layerVersionArn, cleanUp: lambdaLayerCleanUp } = + await createLambdaLayer({ + name: this.names.LAMBDA_LAYER, + lambdaClient: this.clients.Lambda, + }); + this.cleanUpFunctions.push(lambdaLayerCleanUp); + + await this.logger.log( + MESSAGES.creatingFunction.replace( + "${FUNCTION_NAME}", + this.names.LAMBDA_FUNCTION + ) + ); + + // Create the Lambda function with the execution role. + const { arn: lambdaArn, cleanUp: lambdaCleanUp } = + await createLambdaFunction({ + roleArn: lambdaExecutionRoleArn, + lambdaClient: this.clients.Lambda, + name: this.names.LAMBDA_FUNCTION, + layerVersionArn, + }); + this.cleanUpFunctions.push(lambdaCleanUp); + + await this.logger.log( + MESSAGES.functionCreated.replace( + "${FUNCTION_NAME}", + this.names.LAMBDA_FUNCTION + ) + ); + + this.prompter.logSeparator(); + + await this.logger.log( + MESSAGES.creatingSQSQueue.replace("${QUEUE_NAME}", this.names.SQS_QUEUE) + ); + + // Create SQS queue for the SageMaker pipeline. + const { + queueUrl, + queueArn, + cleanUp: queueCleanUp, + } = await createSQSQueue({ + name: this.names.SQS_QUEUE, + sqsClient: this.clients.SQS, + }); + this.cleanUpFunctions.push(queueCleanUp); + + await this.logger.log( + MESSAGES.sqsQueueCreated.replace("${QUEUE_NAME}", this.names.SQS_QUEUE) + ); + + this.prompter.logSeparator(); + + await this.logger.log( + MESSAGES.configuringLambdaSQSEventSource + .replace("${LAMBDA_NAME}", this.names.LAMBDA_FUNCTION) + .replace("${QUEUE_NAME}", this.names.SQS_QUEUE) + ); + + // Configure the SQS queue as an event source for the Lambda. + const { cleanUp: lambdaSQSEventSourceCleanUp } = + await configureLambdaSQSEventSource({ + lambdaArn, + lambdaName: this.names.LAMBDA_FUNCTION, + queueArn, + sqsClient: this.clients.SQS, + lambdaClient: this.clients.Lambda, + }); + this.cleanUpFunctions.push(lambdaSQSEventSourceCleanUp); + + await this.logger.log( + MESSAGES.lambdaSQSEventSourceConfigured + .replace("${LAMBDA_NAME}", this.names.LAMBDA_FUNCTION) + .replace("${QUEUE_NAME}", this.names.SQS_QUEUE) + ); + + this.prompter.logSeparator(); + + // Create an IAM policy that allows the SageMaker pipeline to invoke AWS Lambda + // and send messages to the Amazon SQS queue. + const { + arn: pipelineExecutionPolicyArn, + policy: sagemakerPolicy, + cleanUp: pipelineExecutionPolicyCleanUp, + } = await createSagemakerExecutionPolicy({ + sqsQueueArn: queueArn, + lambdaArn, + iamClient: this.clients.IAM, + name: this.names.SAGE_MAKER_EXECUTION_ROLE_POLICY, + s3BucketName: this.names.S3_BUCKET, + }); + this.cleanUpFunctions.push(pipelineExecutionPolicyCleanUp); + + console.log(JSON.stringify(sagemakerPolicy, null, 2)); + + await this.logger.log( + MESSAGES.attachPolicy + .replace("${POLICY_NAME}", this.names.SAGE_MAKER_EXECUTION_ROLE_POLICY) + .replace("${ROLE_NAME}", this.names.SAGE_MAKER_EXECUTION_ROLE) + ); + + await this.prompter.checkContinue(); + + // Attach the SageMaker execution policy to the execution role. + const { cleanUp: pipelineExecutionRolePolicyCleanUp } = await attachPolicy({ + roleName: this.names.SAGE_MAKER_EXECUTION_ROLE, + policyArn: pipelineExecutionPolicyArn, + iamClient: this.clients.IAM, + }); + this.cleanUpFunctions.push(pipelineExecutionRolePolicyCleanUp); + // Wait for the role to be ready. If the role is used immediately, + // the pipeline will fail. + await wait(5); + + await this.logger.log(MESSAGES.policyAttached); + + this.prompter.logSeparator(); + + await this.logger.log( + MESSAGES.creatingPipeline.replace( + "${PIPELINE_NAME}", + this.names.SAGE_MAKER_PIPELINE + ) + ); + + // Create the SageMaker pipeline. + const { cleanUp: pipelineCleanUp } = await createSagemakerPipeline({ + roleArn: pipelineExecutionRoleArn, + functionArn: lambdaArn, + sagemakerClient: this.clients.SageMaker, + name: this.names.SAGE_MAKER_PIPELINE, + }); + this.cleanUpFunctions.push(pipelineCleanUp); + + await this.logger.log( + MESSAGES.pipelineCreated.replace( + "${PIPELINE_NAME}", + this.names.SAGE_MAKER_PIPELINE + ) + ); + + this.prompter.logSeparator(); + + await this.logger.log( + MESSAGES.creatingS3Bucket.replace("${BUCKET_NAME}", this.names.S3_BUCKET) + ); + + // Create an S3 bucket for storing inputs and outputs. + const { cleanUp: s3BucketCleanUp } = await createS3Bucket({ + name: this.names.S3_BUCKET, + s3Client: this.clients.S3, + }); + this.cleanUpFunctions.push(s3BucketCleanUp); + + await this.logger.log( + MESSAGES.s3BucketCreated.replace("${BUCKET_NAME}", this.names.S3_BUCKET) + ); + + this.prompter.logSeparator(); + + await this.logger.log( + MESSAGES.uploadingInputData.replace( + "${BUCKET_NAME}", + this.names.S3_BUCKET + ) + ); + + // Upload CSV Lat/Long data to S3. + await uploadCSVDataToS3({ + bucketName: this.names.S3_BUCKET, + s3Client: this.clients.S3, + }); + + await this.logger.log(MESSAGES.inputDataUploaded); + + this.prompter.logSeparator(); + + await this.prompter.checkContinue(MESSAGES.executePipeline); + + // Execute the SageMaker pipeline. + const { arn: pipelineExecutionArn } = await startPipelineExecution({ + name: this.names.SAGE_MAKER_PIPELINE, + sagemakerClient: this.clients.SageMaker, + roleArn: pipelineExecutionRoleArn, + bucketName: this.names.S3_BUCKET, + queueUrl, + }); + + // Wait for the pipeline execution to finish. + await waitForPipelineComplete({ + arn: pipelineExecutionArn, + sagemakerClient: this.clients.SageMaker, + }); + + this.prompter.logSeparator(); + + await this.logger.log(MESSAGES.outputDelay); + + // The getOutput function will throw an error if the output is not + // found. The retry function will retry a failed function call once + // ever 10 seconds for 2 minutes. + const output = await retry({ intervalInMs: 10000, maxRetries: 12 }, () => + getObject({ + bucket: this.names.S3_BUCKET, + s3Client: this.clients.S3, + }) + ); + + this.prompter.logSeparator(); + await this.logger.log(MESSAGES.outputDataRetrieved); + console.log(output.split("\n").slice(0, 6).join("\n")); + } +} +// snippet-end:[javascript.v3.sagemaker.wkflw.pipeline] diff --git a/javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/index.js b/javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/index.js new file mode 100644 index 00000000000..2280acf22c2 --- /dev/null +++ b/javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/index.js @@ -0,0 +1,37 @@ +/* + * Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. + * SPDX-License-Identifier: Apache-2.0 + */ + +import { fileURLToPath } from "url"; + +import { IAMClient } from "@aws-sdk/client-iam"; +import { LambdaClient } from "@aws-sdk/client-lambda"; +import { SageMakerClient } from "@aws-sdk/client-sagemaker"; +import { SQSClient } from "@aws-sdk/client-sqs"; +import { S3Client } from "@aws-sdk/client-s3"; + +import { Prompter } from "libs/prompter.js"; +import { SlowLogger } from "libs/slow-logger.js"; + +import { SageMakerPipelinesWkflw } from "./SageMakerPipelinesWkflw.js"; + +const prompter = new Prompter(); +const logger = new SlowLogger(25); + +export async function main() { + const pipelineWkfw = new SageMakerPipelinesWkflw(prompter, logger, { + IAM: new IAMClient({ region: "us-west-2" }), + Lambda: new LambdaClient({ region: "us-west-2" }), + SageMaker: new SageMakerClient({ region: "us-west-2" }), + S3: new S3Client({ region: "us-west-2" }), + SQS: new SQSClient({ region: "us-west-2" }), + }); + + await pipelineWkfw.run(); +} + +// Invoke main function if this file was run directly. +if (process.argv[1] === fileURLToPath(import.meta.url)) { + main(); +} diff --git a/javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/lambda/dist/index.mjs b/javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/lambda/dist/index.mjs new file mode 100644 index 00000000000..9c5ed08f4d9 --- /dev/null +++ b/javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/lambda/dist/index.mjs @@ -0,0 +1,120 @@ +import {SageMakerClient,SendPipelineExecutionStepFailureCommand,SendPipelineExecutionStepSuccessCommand}from'@aws-sdk/client-sagemaker';import {SageMakerGeospatialClient,ExportVectorEnrichmentJobCommand,GetVectorEnrichmentJobCommand,VectorEnrichmentJobStatus,StartVectorEnrichmentJobCommand}from'@aws-sdk/client-sagemaker-geospatial';/* + * Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. + * SPDX-License-Identifier: Apache-2.0 + */ + + +/** + * @typedef { { + * vej_name?: string, + * vej_config?: import('@aws-sdk/client-sagemaker-geospatial').VectorEnrichmentJobConfig, + * vej_input_config?: import('@aws-sdk/client-sagemaker-geospatial').VectorEnrichmentJobInputConfig, + * role?: string + * } } GeospatialPipelineEvent + */ + +/** + * @typedef {GeospatialPipelineEvent | import('@types/aws-lambda').SQSEvent} HandlerEvent + */ + +/** + * @param {HandlerEvent} event + */ +async function handler(event) { + const sagemakerGeospatialClient = new SageMakerGeospatialClient({ + region: "us-west-2", + }); + const sagemakerClient = new SageMakerClient({ region: "us-west-2" }); + + if ("vej_name" in event) { + console.info("Starting VectorEnrichmentJob"); + return await startVectorEnrichmentJob(sagemakerGeospatialClient, { + name: event.vej_name, + jobConfig: JSON.parse(event.vej_config), + inputConfig: JSON.parse(event.vej_input_config), + role: event.role, + }); + } + + if ("vej_export_config" in event) { + console.info("Starting ExportVectorEnrichmentJob"); + const outputConfig = JSON.parse(event.vej_export_config); + const response = await sagemakerGeospatialClient.send( + new ExportVectorEnrichmentJobCommand({ + Arn: event.vej_arn, + ExecutionRoleArn: event.role, + OutputConfig: outputConfig, + }) + ); + console.info( + "ExportVectorEnrichmentJob response", + JSON.stringify(response) + ); + return { + export_vej_status: response.ExportStatus, + vej_arn: response.Arn, + }; + } + + if ("Records" in event) { + for (const record of event.Records) { + /** + * @type {{ arguments: {role: string, region: string, vej_arn: string}, token: string, pipelineExecutionArn: string, status: string}} + */ + const body = JSON.parse(record.body); + + const { Status, ErrorDetails } = await sagemakerGeospatialClient.send( + new GetVectorEnrichmentJobCommand({ + Arn: body.arguments.vej_arn, + }) + ); + + switch (Status) { + case VectorEnrichmentJobStatus.COMPLETED: + await sagemakerClient.send( + new SendPipelineExecutionStepSuccessCommand({ + CallbackToken: body.token, + OutputParameters: [{ Name: "export_status", Value: Status }], + }) + ); + break; + case VectorEnrichmentJobStatus.FAILED: + await sagemakerClient.send( + new SendPipelineExecutionStepFailureCommand({ + CallbackToken: body.token, + FailureReason: ErrorDetails.ErrorMessage, + }) + ); + break; + case VectorEnrichmentJobStatus.IN_PROGRESS: + throw new Error("Vector Enrichment Job is still in progress"); + } + } + } +} + +/** + * @param {import('@aws-sdk/client-sagemaker-geospatial').SageMakerGeospatialClient} client + * @param {{ + * name: string, + * jobConfig: import('@aws-sdk/client-sagemaker-geospatial').VectorEnrichmentJobConfig, + * inputConfig: import('@aws-sdk/client-sagemaker-geospatial').VectorEnrichmentJobInputConfig, + * role: string + * }} startJobCommandProps + * @returns {Promise<{vej_arn?: string, statusCode?: string}>} + */ +async function startVectorEnrichmentJob( + client, + { name, jobConfig, inputConfig, role } +) { + const command = new StartVectorEnrichmentJobCommand({ + Name: name, + JobConfig: jobConfig, + InputConfig: inputConfig, + ExecutionRoleArn: role, + }); + + const { Arn: vej_arn } = await client.send(command); + + return { vej_arn }; +}export{handler}; \ No newline at end of file diff --git a/javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/lambda/dist/index.mjs.zip b/javascriptv3/example_code/sagemaker/scenarios/wkflw-sagemaker-geospatial-pipeline/lambda/dist/index.mjs.zip new file mode 100644 index 0000000000000000000000000000000000000000..38d61fb243c5be14b4904773dd31e2b71cba8132 GIT binary patch literal 1661 zcmWIWW@Zs#-~ht&O?u%BP%x37fq|1jfgv+5CAC5?H>)@_gqMN6Et@&D9f(16X$3a} zBg+p)1_q#Z28ONSvH7>nL~75k-*LhFiNmyZyIXgo4i_4;|NO9Kk%R#ct8%cJu&0QJ z*1F{{_xFo<*4_x4#n<~upmWb2o9}l{pH7~XGKEuvY0JUwFE}?x`V?sGVOaiJ^<;rh zkj?+L!!ZK0*qGAi3v?E@rJHyL?0UDI`;)yDPPnUJx 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