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"use strict"; Object.defineProperty(exports, "__esModule", { value: true }); exports.SageMakerInferenceToolkitTnxCompiler = exports.SageMakerInferenceToolkitTnxCompileImage = void 0; const deploy_time_build_1 = require("@cdklabs/deploy-time-build"); const constructs_1 = require("constructs"); const path_1 = require("path"); const neuronx_1 = require("../base/neuronx"); const neuronx_compiler_1 = require("../base/neuronx-compiler"); /** * Compile image for SageMakerInferenceToolkitTnxCompile. * @example * new SageMakerInferenceToolkitTnxCompileImage(scope, 'CompileImage', PytorchTrainingNeuronxImage.LATEST); */ class SageMakerInferenceToolkitTnxCompileImage { constructor(scope, id, neruonxImage) { const build = new deploy_time_build_1.ContainerImageBuild(scope, id, { directory: (0, path_1.join)(__dirname, "../../scripts/compile/sagemaker-inference-toolkit-tnx"), buildArgs: { IMAGE_NAME: neruonxImage.imageName, IMAGE_TAG: neruonxImage.imageTag, }, }); this.image = build.toEcsDockerImageCode(); this.neuronSdkVersion = neruonxImage.neuronSdkVersion; } } exports.SageMakerInferenceToolkitTnxCompileImage = SageMakerInferenceToolkitTnxCompileImage; /** * Neuronx compile construct. Compile the model to work with Inferentia2 and Trainium1 and upload it to an S3 bucket. */ class SageMakerInferenceToolkitTnxCompiler extends constructs_1.Construct { constructor(scope, id, props) { super(scope, id); const optLevel = props.compileOptions?.optLevel ?? neuronx_1.OptLevel.BEST_BALANCE; const batchSize = props.compileOptions?.batchSize ?? 1; const nPositions = props.compileOptions?.nPositions ?? 4096; const quantDtype = props.compileOptions?.quantDtype; const memoryFootprint = props.model.options.config ? (0, neuronx_1.calcMemoryFootprint)(props.model.options.config.embeddingDimension, props.model.options.config.layers, neuronx_1.DataTypeBits.BF16_OR_FP16, nPositions, batchSize) : (0, neuronx_1.inferMemoryFootprintFromParameters)(props.model.options.parameters, nPositions, batchSize); const neuronxInstanceTypes = props.neuronxInstanceType ? [props.neuronxInstanceType] : [ neuronx_1.NeuronxInstanceType.INF2_8XLARGE, neuronx_1.NeuronxInstanceType.INF2_24XLARGE, neuronx_1.NeuronxInstanceType.INF2_48XLARGE, ]; const availableInstancePatterns = neuronxInstanceTypes .flatMap((neuronxInstanceType) => (0, neuronx_1.calcTensorParallel)(neuronxInstanceType, memoryFootprint, props.model.options.config?.attentionHeads).map((v) => ({ neuronxInstanceType, ...v, }))) .filter((pattern) => !props.compileOptions?.tpDegree || pattern.tp === props.compileOptions.tpDegree); if (availableInstancePatterns.length === 0) { throw new Error(`No available instance type. You can use tpDegree are ${availableInstancePatterns.map((p) => p.tp).join(", ")}.`); } const tpDegree = availableInstancePatterns[0].tp; const image = props.image ?? new SageMakerInferenceToolkitTnxCompileImage(this, "CompileImage", neuronx_1.PytorchTrainingNeuronxImage.LATEST); let compiledArtifactPathPrefix = `${props.model.modelId}/neuronx-${image.neuronSdkVersion}/tp${tpDegree}-np${nPositions}-opt${optLevel}`; if (quantDtype) { compiledArtifactPathPrefix = `${compiledArtifactPathPrefix}-quant${quantDtype}`; } const compiler = new neuronx_compiler_1.NeuronxNativeCompiler(this, "Resource", { ...props, neuronxInstanceType: availableInstancePatterns[0].neuronxInstanceType, artifactS3Prefix: "test", image: image, environment: { MODEL_ID: props.model.modelId, TP_DEGREE: tpDegree.toString(), N_POSITIONS: nPositions.toString(), OPT_LEVEL: optLevel.toString(), QUANT_DTYPE: quantDtype?.toString() ?? "", ARTIFACT_S3_URL: props.bucket.s3UrlForObject(compiledArtifactPathPrefix), }, }); this.tpDegree = tpDegree; this.nPositions = nPositions; this.quantDtype = quantDtype; this.optLevel = optLevel; this.model = props.model; this.compiler = compiler; } compile() { return { ...this.compiler.compile(), tpDegree: this.tpDegree, optLevel: this.optLevel, nPositions: this.nPositions, quantDtype: this.quantDtype, }; } } exports.SageMakerInferenceToolkitTnxCompiler = SageMakerInferenceToolkitTnxCompiler; //# sourceMappingURL=data:application/json;base64,{"version":3,"file":"sagemaker-inference-toolkit-tnx-compiler.js","sourceRoot":"","sources":["../../src/sagemaker-inference-toolkit-tnx/sagemaker-inference-toolkit-tnx-compiler.ts"],"names":[],"mappings":";;;AAAA,kEAAiE;AAKjE,2CAAuC;AACvC,+BAA4B;AAC5B,6CAYyB;AACzB,+DAIkC;AAwClC;;;;GAIG;AACH,MAAa,wCAAwC;IAGnD,YAAY,KAAgB,EAAE,EAAU,EAAE,YAA2B;QACnE,MAAM,KAAK,GAAG,IAAI,uCAAmB,CAAC,KAAK,EAAE,EAAE,EAAE;YAC/C,SAAS,EAAE,IAAA,WAAI,EACb,SAAS,EACT,uDAAuD,CACxD;YACD,SAAS,EAAE;gBACT,UAAU,EAAE,YAAY,CAAC,SAAS;gBAClC,SAAS,EAAE,YAAY,CAAC,QAAQ;aACjC;SACF,CAAC,CAAC;QACH,IAAI,CAAC,KAAK,GAAG,KAAK,CAAC,oBAAoB,EAAE,CAAC;QAC1C,IAAI,CAAC,gBAAgB,GAAG,YAAY,CAAC,gBAAgB,CAAC;IACxD,CAAC;CACF;AAjBD,4FAiBC;AAmDD;;GAEG;AACH,MAAa,oCAAqC,SAAQ,sBAAS;IAOjE,YACE,KAAgB,EAChB,EAAU,EACV,KAAgD;QAEhD,KAAK,CAAC,KAAK,EAAE,EAAE,CAAC,CAAC;QACjB,MAAM,QAAQ,GAAG,KAAK,CAAC,cAAc,EAAE,QAAQ,IAAI,kBAAQ,CAAC,YAAY,CAAC;QACzE,MAAM,SAAS,GAAG,KAAK,CAAC,cAAc,EAAE,SAAS,IAAI,CAAC,CAAC;QACvD,MAAM,UAAU,GAAG,KAAK,CAAC,cAAc,EAAE,UAAU,IAAI,IAAI,CAAC;QAC5D,MAAM,UAAU,GAAG,KAAK,CAAC,cAAc,EAAE,UAAU,CAAC;QACpD,MAAM,eAAe,GAAG,KAAK,CAAC,KAAK,CAAC,OAAO,CAAC,MAAM;YAChD,CAAC,CAAC,IAAA,6BAAmB,EACjB,KAAK,CAAC,KAAK,CAAC,OAAO,CAAC,MAAM,CAAC,kBAAkB,EAC7C,KAAK,CAAC,KAAK,CAAC,OAAO,CAAC,MAAM,CAAC,MAAM,EACjC,sBAAY,CAAC,YAAY,EACzB,UAAU,EACV,SAAS,CACV;YACH,CAAC,CAAC,IAAA,4CAAkC,EAChC,KAAK,CAAC,KAAK,CAAC,OAAO,CAAC,UAAU,EAC9B,UAAU,EACV,SAAS,CACV,CAAC;QACN,MAAM,oBAAoB,GAAG,KAAK,CAAC,mBAAmB;YACpD,CAAC,CAAC,CAAC,KAAK,CAAC,mBAAmB,CAAC;YAC7B,CAAC,CAAC;gBACE,6BAAmB,CAAC,YAAY;gBAChC,6BAAmB,CAAC,aAAa;gBACjC,6BAAmB,CAAC,aAAa;aAClC,CAAC;QACN,MAAM,yBAAyB,GAAG,oBAAoB;aACnD,OAAO,CAAC,CAAC,mBAAmB,EAAE,EAAE,CAC/B,IAAA,4BAAkB,EAChB,mBAAmB,EACnB,eAAe,EACf,KAAK,CAAC,KAAK,CAAC,OAAO,CAAC,MAAM,EAAE,cAAc,CAC3C,CAAC,GAAG,CAAC,CAAC,CAAC,EAAE,EAAE,CAAC,CAAC;YACZ,mBAAmB;YACnB,GAAG,CAAC;SACL,CAAC,CAAC,CACJ;aACA,MAAM,CACL,CAAC,OAAO,EAAE,EAAE,CACV,CAAC,KAAK,CAAC,cAAc,EAAE,QAAQ;YAC/B,OAAO,CAAC,EAAE,KAAK,KAAK,CAAC,cAAc,CAAC,QAAQ,CAC/C,CAAC;QACJ,IAAI,yBAAyB,CAAC,MAAM,KAAK,CAAC,EAAE,CAAC;YAC3C,MAAM,IAAI,KAAK,CACb,wDAAwD,yBAAyB,CAAC,GAAG,CAAC,CAAC,CAAC,EAAE,EAAE,CAAC,CAAC,CAAC,EAAE,CAAC,CAAC,IAAI,CAAC,IAAI,CAAC,GAAG,CACjH,CAAC;QACJ,CAAC;QACD,MAAM,QAAQ,GAAG,yBAAyB,CAAC,CAAC,CAAC,CAAC,EAAE,CAAC;QACjD,MAAM,KAAK,GACT,KAAK,CAAC,KAAK;YACX,IAAI,wCAAwC,CAC1C,IAAI,EACJ,cAAc,EACd,qCAA2B,CAAC,MAAM,CACnC,CAAC;QACJ,IAAI,0BAA0B,GAAG,GAAG,KAAK,CAAC,KAAK,CAAC,OAAO,YAAY,KAAK,CAAC,gBAAgB,MAAM,QAAQ,MAAM,UAAU,OAAO,QAAQ,EAAE,CAAC;QACzI,IAAI,UAAY,EAAE,CAAC;YACjB,0BAA0B,GAAG,GAAG,0BAA0B,SAAS,UAAU,EAAE,CAAC;QAClF,CAAC;QACD,MAAM,QAAQ,GAAG,IAAI,wCAAqB,CAAC,IAAI,EAAE,UAAU,EAAE;YAC3D,GAAG,KAAK;YACR,mBAAmB,EAAE,yBAAyB,CAAC,CAAC,CAAC,CAAC,mBAAmB;YACrE,gBAAgB,EAAE,MAAM;YACxB,KAAK,EAAE,KAAK;YACZ,WAAW,EAAE;gBACX,QAAQ,EAAE,KAAK,CAAC,KAAK,CAAC,OAAO;gBAC7B,SAAS,EAAE,QAAQ,CAAC,QAAQ,EAAE;gBAC9B,WAAW,EAAE,UAAU,CAAC,QAAQ,EAAE;gBAClC,SAAS,EAAE,QAAQ,CAAC,QAAQ,EAAE;gBAC9B,WAAW,EAAE,UAAU,EAAE,QAAQ,EAAE,IAAI,EAAE;gBACzC,eAAe,EAAE,KAAK,CAAC,MAAM,CAAC,cAAc,CAC1C,0BAA0B,CAC3B;aACF;SACF,CAAC,CAAC;QACH,IAAI,CAAC,QAAQ,GAAG,QAAQ,CAAC;QACzB,IAAI,CAAC,UAAU,GAAG,UAAU,CAAC;QAC7B,IAAI,CAAC,UAAU,GAAG,UAAU,CAAC;QAC7B,IAAI,CAAC,QAAQ,GAAG,QAAQ,CAAC;QACzB,IAAI,CAAC,KAAK,GAAG,KAAK,CAAC,KAAK,CAAC;QACzB,IAAI,CAAC,QAAQ,GAAG,QAAQ,CAAC;IAC3B,CAAC;IACD,OAAO;QACL,OAAO;YACL,GAAG,IAAI,CAAC,QAAQ,CAAC,OAAO,EAAE;YAC1B,QAAQ,EAAE,IAAI,CAAC,QAAQ;YACvB,QAAQ,EAAE,IAAI,CAAC,QAAQ;YACvB,UAAU,EAAE,IAAI,CAAC,UAAU;YAC3B,UAAU,EAAE,IAAI,CAAC,UAAU;SAC5B,CAAC;IACJ,CAAC;CACF;AAtGD,oFAsGC","sourcesContent":["import { ContainerImageBuild } from \"@cdklabs/deploy-time-build\";\nimport { Size } from \"aws-cdk-lib\";\nimport * as ec2 from \"aws-cdk-lib/aws-ec2\";\nimport { ContainerImage } from \"aws-cdk-lib/aws-ecs\";\nimport { IBucket } from \"aws-cdk-lib/aws-s3\";\nimport { Construct } from \"constructs\";\nimport { join } from \"path\";\nimport {\n  calcMemoryFootprint,\n  calcTensorParallel,\n  DataTypeBits,\n  INeuronxImage,\n  INeuronxInstanceType,\n  inferMemoryFootprintFromParameters,\n  Model,\n  NeuronxInstanceType,\n  OptLevel,\n  PytorchTrainingNeuronxImage,\n  QuantDtype,\n} from \"../base/neuronx\";\nimport {\n  INeuronxContainerImage,\n  NeuronxCompiledModel,\n  NeuronxNativeCompiler,\n} from \"../base/neuronx-compiler\";\n\n/**\n * Compile options.\n */\nexport interface SageMakerInferenceToolkitTnxCompileOptions {\n  /**\n   * Number of tensor parallel groups.\n   * @default - calc from parameters and quantDtype\n   */\n  readonly tpDegree?: number;\n  /**\n   * Maximum number of sequences per iteration.\n   * @default 1\n   */\n  readonly batchSize?: number;\n  /**\n   * @default - No quant\n   */\n  readonly quantDtype?: QuantDtype;\n  /**\n   * @default 4096\n   */\n  readonly nPositions?: number;\n  /**\n   * @default OptLevel.BEST_BALANCE\n   */\n  readonly optLevel?: OptLevel;\n}\n\n/**\n * The model compiled by Neuronx compiler.\n */\nexport interface SageMakerInferenceToolkitTnxCompiledModel extends NeuronxCompiledModel {\n  readonly quantDtype?: QuantDtype;\n  readonly optLevel?: OptLevel;\n  readonly tpDegree: number;\n  readonly nPositions: number;\n}\n\n/**\n * Compile image for SageMakerInferenceToolkitTnxCompile.\n * @example\n * new SageMakerInferenceToolkitTnxCompileImage(scope, 'CompileImage', PytorchTrainingNeuronxImage.LATEST);\n */\nexport class SageMakerInferenceToolkitTnxCompileImage implements INeuronxContainerImage {\n  readonly image: ContainerImage;\n  readonly neuronSdkVersion: string;\n  constructor(scope: Construct, id: string, neruonxImage: INeuronxImage) {\n    const build = new ContainerImageBuild(scope, id, {\n      directory: join(\n        __dirname,\n        \"../../scripts/compile/sagemaker-inference-toolkit-tnx\",\n      ),\n      buildArgs: {\n        IMAGE_NAME: neruonxImage.imageName,\n        IMAGE_TAG: neruonxImage.imageTag,\n      },\n    });\n    this.image = build.toEcsDockerImageCode();\n    this.neuronSdkVersion = neruonxImage.neuronSdkVersion;\n  }\n}\n\n/**\n * Props of NeuronxCompile.\n */\nexport interface SageMakerInferenceToolkitTnxCompilerProps {\n  /**\n   * VPC in which this will launch compile worker instance.\n   */\n  readonly vpc: ec2.IVpc;\n  /**\n   * The bucket to upload compiled artifacts.\n   */\n  readonly bucket: IBucket;\n  /**\n   * The model to be compiled.\n   */\n  readonly model: Model;\n  /**\n   * The instance type of compile worker instance.\n   */\n  readonly neuronxInstanceType?: INeuronxInstanceType;\n  /**\n   * The root volume of worker instance.\n   * @default - N bilion parameters * 5GiB EBS\n   */\n  readonly volumeSize?: Size;\n  /**\n   * Compile runtime image.\n   * @default - latest image\n   */\n  readonly image?: SageMakerInferenceToolkitTnxCompileImage;\n  /**\n   * Neuronx compile options.\n   * @default - Each properties are set default.\n   */\n  readonly compileOptions?: SageMakerInferenceToolkitTnxCompileOptions;\n  /**\n   * Whether or not to use spot instances. Spot instances are less expensive EC2 instances that can be reclaimed by EC2 at any time; your job will be given two minutes of notice before reclamation.\n   *\n   * @default false\n   */\n  readonly spot?: boolean;\n  /**\n   * The VPC Subnets this Compute Environment will launch instances in.\n   *\n   * @default - new subnets will be created\n   */\n  readonly vpcSubnets?: ec2.SubnetSelection;\n}\n\n/**\n * Neuronx compile construct. Compile the model to work with Inferentia2 and Trainium1 and upload it to an S3 bucket.\n */\nexport class SageMakerInferenceToolkitTnxCompiler extends Construct {\n  readonly quantDtype?: QuantDtype;\n  readonly optLevel?: OptLevel;\n  readonly tpDegree: number;\n  readonly nPositions: number;\n  model: Model;\n  private readonly compiler: NeuronxNativeCompiler;\n  constructor(\n    scope: Construct,\n    id: string,\n    props: SageMakerInferenceToolkitTnxCompilerProps,\n  ) {\n    super(scope, id);\n    const optLevel = props.compileOptions?.optLevel ?? OptLevel.BEST_BALANCE;\n    const batchSize = props.compileOptions?.batchSize ?? 1;\n    const nPositions = props.compileOptions?.nPositions ?? 4096;\n    const quantDtype = props.compileOptions?.quantDtype;\n    const memoryFootprint = props.model.options.config\n      ? calcMemoryFootprint(\n          props.model.options.config.embeddingDimension,\n          props.model.options.config.layers,\n          DataTypeBits.BF16_OR_FP16,\n          nPositions,\n          batchSize,\n        )\n      : inferMemoryFootprintFromParameters(\n          props.model.options.parameters,\n          nPositions,\n          batchSize,\n        );\n    const neuronxInstanceTypes = props.neuronxInstanceType\n      ? [props.neuronxInstanceType]\n      : [\n          NeuronxInstanceType.INF2_8XLARGE,\n          NeuronxInstanceType.INF2_24XLARGE,\n          NeuronxInstanceType.INF2_48XLARGE,\n        ];\n    const availableInstancePatterns = neuronxInstanceTypes\n      .flatMap((neuronxInstanceType) =>\n        calcTensorParallel(\n          neuronxInstanceType,\n          memoryFootprint,\n          props.model.options.config?.attentionHeads,\n        ).map((v) => ({\n          neuronxInstanceType,\n          ...v,\n        })),\n      )\n      .filter(\n        (pattern) =>\n          !props.compileOptions?.tpDegree ||\n          pattern.tp === props.compileOptions.tpDegree,\n      );\n    if (availableInstancePatterns.length === 0) {\n      throw new Error(\n        `No available instance type. You can use tpDegree are ${availableInstancePatterns.map((p) => p.tp).join(\", \")}.`,\n      );\n    }\n    const tpDegree = availableInstancePatterns[0].tp;\n    const image =\n      props.image ??\n      new SageMakerInferenceToolkitTnxCompileImage(\n        this,\n        \"CompileImage\",\n        PytorchTrainingNeuronxImage.LATEST,\n      );\n    let compiledArtifactPathPrefix = `${props.model.modelId}/neuronx-${image.neuronSdkVersion}/tp${tpDegree}-np${nPositions}-opt${optLevel}`;\n    if (quantDtype!!) {\n      compiledArtifactPathPrefix = `${compiledArtifactPathPrefix}-quant${quantDtype}`;\n    }\n    const compiler = new NeuronxNativeCompiler(this, \"Resource\", {\n      ...props,\n      neuronxInstanceType: availableInstancePatterns[0].neuronxInstanceType,\n      artifactS3Prefix: \"test\",\n      image: image,\n      environment: {\n        MODEL_ID: props.model.modelId,\n        TP_DEGREE: tpDegree.toString(),\n        N_POSITIONS: nPositions.toString(),\n        OPT_LEVEL: optLevel.toString(),\n        QUANT_DTYPE: quantDtype?.toString() ?? \"\",\n        ARTIFACT_S3_URL: props.bucket.s3UrlForObject(\n          compiledArtifactPathPrefix,\n        ),\n      },\n    });\n    this.tpDegree = tpDegree;\n    this.nPositions = nPositions;\n    this.quantDtype = quantDtype;\n    this.optLevel = optLevel;\n    this.model = props.model;\n    this.compiler = compiler;\n  }\n  compile(): SageMakerInferenceToolkitTnxCompiledModel {\n    return {\n      ...this.compiler.compile(),\n      tpDegree: this.tpDegree,\n      optLevel: this.optLevel,\n      nPositions: this.nPositions,\n      quantDtype: this.quantDtype,\n    };\n  }\n}\n"]}