aws-cdk-neuronx-patterns
Version:
> [!WARNING] > This library is experimental module.
83 lines • 12.6 kB
JavaScript
;
var _a;
Object.defineProperty(exports, "__esModule", { value: true });
exports.NeuronxCrossCompiler = void 0;
const JSII_RTTI_SYMBOL_1 = Symbol.for("jsii.rtti");
const aws_cdk_lib_1 = require("aws-cdk-lib");
const batch = require("aws-cdk-lib/aws-batch");
const ec2 = require("aws-cdk-lib/aws-ec2");
const neuronx_1 = require("../neuronx");
const neuronx_compiler_base_1 = require("./neuronx-compiler-base");
/**
* Neuronx cross-compiler construct.
* Compile the model on a non-Neuron instance and upload the artifacts to an S3 bucket.
* This avoids the need for expensive Neuron instances during the compilation phase.
*
* The compilation uses `vllm serve` which performs model tracing and neuronx-cc compilation
* entirely on CPU. The resulting artifacts are compatible with Neuron instances for inference.
*/
class NeuronxCrossCompiler extends neuronx_compiler_base_1.NeuronxCompilerBase {
constructor(scope, id, props) {
super(scope, id, props);
}
createComputeEnvironment(props) {
const volumeSize = props.volumeSize?.toGibibytes() ??
Math.ceil(this.weightSize.toGibibytes() +
neuronx_1.PytorchTrainingNeuronxImage.size.toGibibytes() +
neuronx_1.NeuronOptimizedMachineImage.size.toGibibytes());
const launchTemplate = new ec2.LaunchTemplate(this, "LaunchTemplate", {
blockDevices: [
{
deviceName: "/dev/xvda",
volume: ec2.BlockDeviceVolume.ebs(volumeSize, {
volumeType: ec2.EbsDeviceVolumeType.GP3,
encrypted: true,
}),
},
],
});
const compileInstanceType = props.compileInstanceType ??
ec2.InstanceType.of(ec2.InstanceClass.C7I, ec2.InstanceSize.XLARGE4);
const computeEnvironment = new batch.ManagedEc2EcsComputeEnvironment(this, "ComputeEnvironment", {
vpc: props.vpc,
vpcSubnets: props.vpcSubnets,
instanceTypes: [compileInstanceType],
useOptimalInstanceClasses: false,
launchTemplate,
spot: props.spot,
});
if (launchTemplate instanceof ec2.LaunchTemplate) {
computeEnvironment.node.defaultChild.addPropertyOverride("ComputeResources.LaunchTemplate.Version", launchTemplate.latestVersionNumber);
}
aws_cdk_lib_1.Tags.of(computeEnvironment).add("Name", "neuronx-cross-compile-worker");
return {
computeEnvironment,
instanceRole: computeEnvironment.instanceRole,
};
}
createJobDefinition(props) {
const neuronxInstanceType = props.neuronxInstanceType;
const targetPlatform = neuronxInstanceType.instanceType
.toString()
.split(".")[0];
const jobDefinition = new batch.EcsJobDefinition(this, "JobDefinition", {
container: new batch.EcsEc2ContainerDefinition(this, "ContainerDefinition", {
image: props.image.image,
memory: aws_cdk_lib_1.Size.mebibytes(Math.ceil(neuronxInstanceType.memory.toMebibytes() * 0.95)),
cpu: neuronxInstanceType.vCpu,
environment: {
NEURON_COMPILE_CACHE_URL: `${props.bucket.s3UrlForObject("neuron-compile-cache")}`,
NEURON_PLATFORM_TARGET_OVERRIDE: targetPlatform,
...props.environment,
},
command: props.command,
secrets: props.secrets,
}),
});
return jobDefinition;
}
}
exports.NeuronxCrossCompiler = NeuronxCrossCompiler;
_a = JSII_RTTI_SYMBOL_1;
NeuronxCrossCompiler[_a] = { fqn: "aws-cdk-neuronx-patterns.NeuronxCrossCompiler", version: "0.3.0" };
//# sourceMappingURL=data:application/json;base64,{"version":3,"file":"neuronx-cross-compiler.js","sourceRoot":"","sources":["../../../src/base/neuronx-compiler/neuronx-cross-compiler.ts"],"names":[],"mappings":";;;;;AAAA,6CAAyC;AACzC,+CAA+C;AAC/C,2CAA2C;AAE3C,wCAGoB;AACpB,mEAIiC;AAgBjC;;;;;;;GAOG;AACH,MAAa,oBAAqB,SAAQ,2CAAmB;IAC3D,YAAY,KAAgB,EAAE,EAAU,EAAE,KAAgC;QACxE,KAAK,CAAC,KAAK,EAAE,EAAE,EAAE,KAAK,CAAC,CAAC;IAC1B,CAAC;IAES,wBAAwB,CAChC,KAA+B;QAE/B,MAAM,UAAU,GACd,KAAK,CAAC,UAAU,EAAE,WAAW,EAAE;YAC/B,IAAI,CAAC,IAAI,CACP,IAAI,CAAC,UAAU,CAAC,WAAW,EAAE;gBAC3B,qCAA2B,CAAC,IAAI,CAAC,WAAW,EAAE;gBAC9C,qCAA2B,CAAC,IAAI,CAAC,WAAW,EAAE,CACjD,CAAC;QACJ,MAAM,cAAc,GAAG,IAAI,GAAG,CAAC,cAAc,CAAC,IAAI,EAAE,gBAAgB,EAAE;YACpE,YAAY,EAAE;gBACZ;oBACE,UAAU,EAAE,WAAW;oBACvB,MAAM,EAAE,GAAG,CAAC,iBAAiB,CAAC,GAAG,CAAC,UAAU,EAAE;wBAC5C,UAAU,EAAE,GAAG,CAAC,mBAAmB,CAAC,GAAG;wBACvC,SAAS,EAAE,IAAI;qBAChB,CAAC;iBACH;aACF;SACF,CAAC,CAAC;QAEH,MAAM,mBAAmB,GACtB,KAAmC,CAAC,mBAAmB;YACxD,GAAG,CAAC,YAAY,CAAC,EAAE,CAAC,GAAG,CAAC,aAAa,CAAC,GAAG,EAAE,GAAG,CAAC,YAAY,CAAC,OAAO,CAAC,CAAC;QAEvE,MAAM,kBAAkB,GAAG,IAAI,KAAK,CAAC,+BAA+B,CAClE,IAAI,EACJ,oBAAoB,EACpB;YACE,GAAG,EAAE,KAAK,CAAC,GAAG;YACd,UAAU,EAAE,KAAK,CAAC,UAAU;YAC5B,aAAa,EAAE,CAAC,mBAAmB,CAAC;YACpC,yBAAyB,EAAE,KAAK;YAChC,cAAc;YACd,IAAI,EAAE,KAAK,CAAC,IAAI;SACjB,CACF,CAAC;QACF,IAAI,cAAc,YAAY,GAAG,CAAC,cAAc,EAAE,CAAC;YAE/C,kBAAkB,CAAC,IAAI,CAAC,YACzB,CAAC,mBAAmB,CACnB,yCAAyC,EACzC,cAAc,CAAC,mBAAmB,CACnC,CAAC;QACJ,CAAC;QAED,kBAAI,CAAC,EAAE,CAAC,kBAAkB,CAAC,CAAC,GAAG,CAAC,MAAM,EAAE,8BAA8B,CAAC,CAAC;QAExE,OAAO;YACL,kBAAkB;YAClB,YAAY,EAAE,kBAAkB,CAAC,YAAa;SAC/C,CAAC;IACJ,CAAC;IAES,mBAAmB,CAC3B,KAA+B;QAE/B,MAAM,mBAAmB,GAAG,KAAK,CAAC,mBAAmB,CAAC;QACtD,MAAM,cAAc,GAAG,mBAAmB,CAAC,YAAY;aACpD,QAAQ,EAAE;aACV,KAAK,CAAC,GAAG,CAAC,CAAC,CAAC,CAAC,CAAC;QAEjB,MAAM,aAAa,GAAG,IAAI,KAAK,CAAC,gBAAgB,CAAC,IAAI,EAAE,eAAe,EAAE;YACtE,SAAS,EAAE,IAAI,KAAK,CAAC,yBAAyB,CAC5C,IAAI,EACJ,qBAAqB,EACrB;gBACE,KAAK,EAAE,KAAK,CAAC,KAAK,CAAC,KAAK;gBACxB,MAAM,EAAE,kBAAI,CAAC,SAAS,CACpB,IAAI,CAAC,IAAI,CAAC,mBAAmB,CAAC,MAAM,CAAC,WAAW,EAAE,GAAG,IAAI,CAAC,CAC3D;gBACD,GAAG,EAAE,mBAAmB,CAAC,IAAI;gBAC7B,WAAW,EAAE;oBACX,wBAAwB,EAAE,GAAG,KAAK,CAAC,MAAM,CAAC,cAAc,CAAC,sBAAsB,CAAC,EAAE;oBAClF,+BAA+B,EAAE,cAAc;oBAC/C,GAAG,KAAK,CAAC,WAAW;iBACrB;gBACD,OAAO,EAAE,KAAK,CAAC,OAAO;gBACtB,OAAO,EAAE,KAAK,CAAC,OAAO;aACvB,CACF;SACF,CAAC,CAAC;QAEH,OAAO,aAAa,CAAC;IACvB,CAAC;;AA1FH,oDA2FC","sourcesContent":["import { Size, Tags } from \"aws-cdk-lib\";\nimport * as batch from \"aws-cdk-lib/aws-batch\";\nimport * as ec2 from \"aws-cdk-lib/aws-ec2\";\nimport { Construct } from \"constructs\";\nimport {\n  NeuronOptimizedMachineImage,\n  PytorchTrainingNeuronxImage,\n} from \"../neuronx\";\nimport {\n  NeuronxCompilerBase,\n  NeuronxCompilerBaseProps,\n  ComputeEnvironmentResult,\n} from \"./neuronx-compiler-base\";\n\n/**\n * Props of NeuronxCrossCompiler.\n */\nexport interface NeuronxCrossCompilerProps extends NeuronxCompilerBaseProps {\n  /**\n   * The EC2 instance type to use for cross-compilation.\n   * This should be a non-Neuron instance type with sufficient memory and CPU\n   * for model compilation.\n   *\n   * @default ec2.InstanceType.of(ec2.InstanceClass.C7I, ec2.InstanceSize.XLARGE4)\n   */\n  readonly compileInstanceType?: ec2.InstanceType;\n}\n\n/**\n * Neuronx cross-compiler construct.\n * Compile the model on a non-Neuron instance and upload the artifacts to an S3 bucket.\n * This avoids the need for expensive Neuron instances during the compilation phase.\n *\n * The compilation uses `vllm serve` which performs model tracing and neuronx-cc compilation\n * entirely on CPU. The resulting artifacts are compatible with Neuron instances for inference.\n */\nexport class NeuronxCrossCompiler extends NeuronxCompilerBase {\n  constructor(scope: Construct, id: string, props: NeuronxCrossCompilerProps) {\n    super(scope, id, props);\n  }\n\n  protected createComputeEnvironment(\n    props: NeuronxCompilerBaseProps,\n  ): ComputeEnvironmentResult {\n    const volumeSize =\n      props.volumeSize?.toGibibytes() ??\n      Math.ceil(\n        this.weightSize.toGibibytes() +\n          PytorchTrainingNeuronxImage.size.toGibibytes() +\n          NeuronOptimizedMachineImage.size.toGibibytes(),\n      );\n    const launchTemplate = new ec2.LaunchTemplate(this, \"LaunchTemplate\", {\n      blockDevices: [\n        {\n          deviceName: \"/dev/xvda\",\n          volume: ec2.BlockDeviceVolume.ebs(volumeSize, {\n            volumeType: ec2.EbsDeviceVolumeType.GP3,\n            encrypted: true,\n          }),\n        },\n      ],\n    });\n\n    const compileInstanceType =\n      (props as NeuronxCrossCompilerProps).compileInstanceType ??\n      ec2.InstanceType.of(ec2.InstanceClass.C7I, ec2.InstanceSize.XLARGE4);\n\n    const computeEnvironment = new batch.ManagedEc2EcsComputeEnvironment(\n      this,\n      \"ComputeEnvironment\",\n      {\n        vpc: props.vpc,\n        vpcSubnets: props.vpcSubnets,\n        instanceTypes: [compileInstanceType],\n        useOptimalInstanceClasses: false,\n        launchTemplate,\n        spot: props.spot,\n      },\n    );\n    if (launchTemplate instanceof ec2.LaunchTemplate) {\n      (\n        computeEnvironment.node.defaultChild as batch.CfnComputeEnvironment\n      ).addPropertyOverride(\n        \"ComputeResources.LaunchTemplate.Version\",\n        launchTemplate.latestVersionNumber,\n      );\n    }\n\n    Tags.of(computeEnvironment).add(\"Name\", \"neuronx-cross-compile-worker\");\n\n    return {\n      computeEnvironment,\n      instanceRole: computeEnvironment.instanceRole!,\n    };\n  }\n\n  protected createJobDefinition(\n    props: NeuronxCompilerBaseProps,\n  ): batch.IJobDefinition {\n    const neuronxInstanceType = props.neuronxInstanceType;\n    const targetPlatform = neuronxInstanceType.instanceType\n      .toString()\n      .split(\".\")[0];\n\n    const jobDefinition = new batch.EcsJobDefinition(this, \"JobDefinition\", {\n      container: new batch.EcsEc2ContainerDefinition(\n        this,\n        \"ContainerDefinition\",\n        {\n          image: props.image.image,\n          memory: Size.mebibytes(\n            Math.ceil(neuronxInstanceType.memory.toMebibytes() * 0.95),\n          ),\n          cpu: neuronxInstanceType.vCpu,\n          environment: {\n            NEURON_COMPILE_CACHE_URL: `${props.bucket.s3UrlForObject(\"neuron-compile-cache\")}`,\n            NEURON_PLATFORM_TARGET_OVERRIDE: targetPlatform,\n            ...props.environment,\n          },\n          command: props.command,\n          secrets: props.secrets,\n        },\n      ),\n    });\n\n    return jobDefinition;\n  }\n}\n"]}