aws-cdk-neuronx-patterns
Version:
> [!WARNING] > This library is experimental module.
186 lines • 16.7 kB
JavaScript
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
const aws_cdk_lib_1 = require("aws-cdk-lib");
const calculator_1 = require("./calculator");
const model_1 = require("./model");
const neuronx_instance_type_1 = require("./neuronx-instance-type");
describe("When the attention head is divisible", () => {
test("Inf2", () => {
const tensorParallel = (0, calculator_1.calcTensorParallel)(neuronx_instance_type_1.NeuronxInstanceType.INF2_48XLARGE, aws_cdk_lib_1.Size.gibibytes(16), 32);
expect(tensorParallel).toEqual([
{
tp: 1,
workers: 24,
usage: 1,
},
{
tp: 2,
workers: 12,
usage: 1,
},
{
tp: 4,
workers: 6,
usage: 1,
},
{
tp: 8,
workers: 3,
usage: 1,
},
]);
});
test("Trn1", () => {
const tensorParallel = (0, calculator_1.calcTensorParallel)(neuronx_instance_type_1.NeuronxInstanceType.TRN1_32XLARGE, aws_cdk_lib_1.Size.gibibytes(16), 48);
expect(tensorParallel).toEqual([
{
tp: 1,
workers: 32,
usage: 1,
},
{
tp: 2,
workers: 16,
usage: 1,
},
{
tp: 8,
workers: 4,
usage: 1,
},
{
tp: 16,
workers: 2,
usage: 1,
},
]);
});
test("Trn2", () => {
const tensorParallel = (0, calculator_1.calcTensorParallel)(neuronx_instance_type_1.NeuronxInstanceType.TRN2_48XLARGE, aws_cdk_lib_1.Size.gibibytes(24), 64);
expect(tensorParallel).toEqual([
{
tp: 1,
workers: 64,
usage: 1,
},
{
tp: 2,
workers: 32,
usage: 1,
},
{
tp: 4,
workers: 16,
usage: 1,
},
{
tp: 8,
workers: 8,
usage: 1,
},
{
tp: 16,
workers: 4,
usage: 1,
},
{
tp: 32,
workers: 2,
usage: 1,
},
{
tp: 64,
workers: 1,
usage: 1,
},
]);
});
});
describe("The one with low usage is shown last", () => {
test("Inf2", () => {
const tensorParallel = (0, calculator_1.calcTensorParallel)(neuronx_instance_type_1.NeuronxInstanceType.INF2_24XLARGE, aws_cdk_lib_1.Size.gibibytes(16), 32);
expect(tensorParallel).toEqual([
{
tp: 1,
workers: 12,
usage: 1,
},
{
tp: 2,
workers: 6,
usage: 1,
},
{
tp: 4,
workers: 3,
usage: 1,
},
{
tp: 8,
workers: 1,
usage: 0.6666666666666666,
},
]);
});
test("Trn1", () => {
const tensorParallel = (0, calculator_1.calcTensorParallel)(neuronx_instance_type_1.NeuronxInstanceType.TRN1_32XLARGE, aws_cdk_lib_1.Size.gibibytes(16), 32);
expect(tensorParallel).toEqual([
{
tp: 1,
workers: 32,
usage: 1,
},
{
tp: 2,
workers: 16,
usage: 1,
},
{
tp: 8,
workers: 4,
usage: 1,
},
{
tp: 16,
workers: 2,
usage: 1,
},
{
tp: 32,
workers: 1,
usage: 1,
},
]);
});
test("Trn2", () => {
const tensorParallel = (0, calculator_1.calcTensorParallel)(neuronx_instance_type_1.NeuronxInstanceType.TRN2_3XLARGE, aws_cdk_lib_1.Size.gibibytes(24), 32);
expect(tensorParallel).toEqual([
{
tp: 1,
workers: 4,
usage: 1,
},
{
tp: 2,
workers: 2,
usage: 1,
},
{
tp: 4,
workers: 1,
usage: 1,
},
]);
});
});
describe("When the memory footprint is calculated", () => {
test("Million size models are calculatable", () => {
const memoryFootprint = (0, calculator_1.calcMemoryFootprint)(576, 30, model_1.DataTypeBits.BF16_OR_FP16, 128, 1);
expect(memoryFootprint.toGibibytes()).toEqual(1);
});
test("Billion size models are calculatable", () => {
const memoryFootprint = (0, calculator_1.calcMemoryFootprint)(6144, 48, model_1.DataTypeBits.BF16_OR_FP16, 1024, 1);
expect(memoryFootprint.toGibibytes()).toEqual(42);
});
});
//# sourceMappingURL=data:application/json;base64,{"version":3,"file":"calculator.test.js","sourceRoot":"","sources":["../../../src/base/neuronx/calculator.test.ts"],"names":[],"mappings":";;AAAA,6CAAmC;AACnC,6CAAuE;AACvE,mCAAuC;AACvC,mEAA8D;AAE9D,QAAQ,CAAC,sCAAsC,EAAE,GAAG,EAAE;IACpD,IAAI,CAAC,MAAM,EAAE,GAAG,EAAE;QAChB,MAAM,cAAc,GAAG,IAAA,+BAAkB,EACvC,2CAAmB,CAAC,aAAa,EACjC,kBAAI,CAAC,SAAS,CAAC,EAAE,CAAC,EAClB,EAAE,CACH,CAAC;QACF,MAAM,CAAC,cAAc,CAAC,CAAC,OAAO,CAAC;YAC7B;gBACE,EAAE,EAAE,CAAC;gBACL,OAAO,EAAE,EAAE;gBACX,KAAK,EAAE,CAAC;aACT;YACD;gBACE,EAAE,EAAE,CAAC;gBACL,OAAO,EAAE,EAAE;gBACX,KAAK,EAAE,CAAC;aACT;YACD;gBACE,EAAE,EAAE,CAAC;gBACL,OAAO,EAAE,CAAC;gBACV,KAAK,EAAE,CAAC;aACT;YACD;gBACE,EAAE,EAAE,CAAC;gBACL,OAAO,EAAE,CAAC;gBACV,KAAK,EAAE,CAAC;aACT;SACF,CAAC,CAAC;IACL,CAAC,CAAC,CAAC;IACH,IAAI,CAAC,MAAM,EAAE,GAAG,EAAE;QAChB,MAAM,cAAc,GAAG,IAAA,+BAAkB,EACvC,2CAAmB,CAAC,aAAa,EACjC,kBAAI,CAAC,SAAS,CAAC,EAAE,CAAC,EAClB,EAAE,CACH,CAAC;QACF,MAAM,CAAC,cAAc,CAAC,CAAC,OAAO,CAAC;YAC7B;gBACE,EAAE,EAAE,CAAC;gBACL,OAAO,EAAE,EAAE;gBACX,KAAK,EAAE,CAAC;aACT;YACD;gBACE,EAAE,EAAE,CAAC;gBACL,OAAO,EAAE,EAAE;gBACX,KAAK,EAAE,CAAC;aACT;YACD;gBACE,EAAE,EAAE,CAAC;gBACL,OAAO,EAAE,CAAC;gBACV,KAAK,EAAE,CAAC;aACT;YACD;gBACE,EAAE,EAAE,EAAE;gBACN,OAAO,EAAE,CAAC;gBACV,KAAK,EAAE,CAAC;aACT;SACF,CAAC,CAAC;IACL,CAAC,CAAC,CAAC;IACH,IAAI,CAAC,MAAM,EAAE,GAAG,EAAE;QAChB,MAAM,cAAc,GAAG,IAAA,+BAAkB,EACvC,2CAAmB,CAAC,aAAa,EACjC,kBAAI,CAAC,SAAS,CAAC,EAAE,CAAC,EAClB,EAAE,CACH,CAAC;QACF,MAAM,CAAC,cAAc,CAAC,CAAC,OAAO,CAAC;YAC7B;gBACE,EAAE,EAAE,CAAC;gBACL,OAAO,EAAE,EAAE;gBACX,KAAK,EAAE,CAAC;aACT;YACD;gBACE,EAAE,EAAE,CAAC;gBACL,OAAO,EAAE,EAAE;gBACX,KAAK,EAAE,CAAC;aACT;YACD;gBACE,EAAE,EAAE,CAAC;gBACL,OAAO,EAAE,EAAE;gBACX,KAAK,EAAE,CAAC;aACT;YACD;gBACE,EAAE,EAAE,CAAC;gBACL,OAAO,EAAE,CAAC;gBACV,KAAK,EAAE,CAAC;aACT;YACD;gBACE,EAAE,EAAE,EAAE;gBACN,OAAO,EAAE,CAAC;gBACV,KAAK,EAAE,CAAC;aACT;YACD;gBACE,EAAE,EAAE,EAAE;gBACN,OAAO,EAAE,CAAC;gBACV,KAAK,EAAE,CAAC;aACT;YACD;gBACE,EAAE,EAAE,EAAE;gBACN,OAAO,EAAE,CAAC;gBACV,KAAK,EAAE,CAAC;aACT;SACF,CAAC,CAAC;IACL,CAAC,CAAC,CAAC;AACL,CAAC,CAAC,CAAC;AACH,QAAQ,CAAC,sCAAsC,EAAE,GAAG,EAAE;IACpD,IAAI,CAAC,MAAM,EAAE,GAAG,EAAE;QAChB,MAAM,cAAc,GAAG,IAAA,+BAAkB,EACvC,2CAAmB,CAAC,aAAa,EACjC,kBAAI,CAAC,SAAS,CAAC,EAAE,CAAC,EAClB,EAAE,CACH,CAAC;QACF,MAAM,CAAC,cAAc,CAAC,CAAC,OAAO,CAAC;YAC7B;gBACE,EAAE,EAAE,CAAC;gBACL,OAAO,EAAE,EAAE;gBACX,KAAK,EAAE,CAAC;aACT;YACD;gBACE,EAAE,EAAE,CAAC;gBACL,OAAO,EAAE,CAAC;gBACV,KAAK,EAAE,CAAC;aACT;YACD;gBACE,EAAE,EAAE,CAAC;gBACL,OAAO,EAAE,CAAC;gBACV,KAAK,EAAE,CAAC;aACT;YACD;gBACE,EAAE,EAAE,CAAC;gBACL,OAAO,EAAE,CAAC;gBACV,KAAK,EAAE,kBAAkB;aAC1B;SACF,CAAC,CAAC;IACL,CAAC,CAAC,CAAC;IACH,IAAI,CAAC,MAAM,EAAE,GAAG,EAAE;QAChB,MAAM,cAAc,GAAG,IAAA,+BAAkB,EACvC,2CAAmB,CAAC,aAAa,EACjC,kBAAI,CAAC,SAAS,CAAC,EAAE,CAAC,EAClB,EAAE,CACH,CAAC;QACF,MAAM,CAAC,cAAc,CAAC,CAAC,OAAO,CAAC;YAC7B;gBACE,EAAE,EAAE,CAAC;gBACL,OAAO,EAAE,EAAE;gBACX,KAAK,EAAE,CAAC;aACT;YACD;gBACE,EAAE,EAAE,CAAC;gBACL,OAAO,EAAE,EAAE;gBACX,KAAK,EAAE,CAAC;aACT;YACD;gBACE,EAAE,EAAE,CAAC;gBACL,OAAO,EAAE,CAAC;gBACV,KAAK,EAAE,CAAC;aACT;YACD;gBACE,EAAE,EAAE,EAAE;gBACN,OAAO,EAAE,CAAC;gBACV,KAAK,EAAE,CAAC;aACT;YACD;gBACE,EAAE,EAAE,EAAE;gBACN,OAAO,EAAE,CAAC;gBACV,KAAK,EAAE,CAAC;aACT;SACF,CAAC,CAAC;IACL,CAAC,CAAC,CAAC;IACH,IAAI,CAAC,MAAM,EAAE,GAAG,EAAE;QAChB,MAAM,cAAc,GAAG,IAAA,+BAAkB,EACvC,2CAAmB,CAAC,YAAY,EAChC,kBAAI,CAAC,SAAS,CAAC,EAAE,CAAC,EAClB,EAAE,CACH,CAAC;QACF,MAAM,CAAC,cAAc,CAAC,CAAC,OAAO,CAAC;YAC7B;gBACE,EAAE,EAAE,CAAC;gBACL,OAAO,EAAE,CAAC;gBACV,KAAK,EAAE,CAAC;aACT;YACD;gBACE,EAAE,EAAE,CAAC;gBACL,OAAO,EAAE,CAAC;gBACV,KAAK,EAAE,CAAC;aACT;YACD;gBACE,EAAE,EAAE,CAAC;gBACL,OAAO,EAAE,CAAC;gBACV,KAAK,EAAE,CAAC;aACT;SACF,CAAC,CAAC;IACL,CAAC,CAAC,CAAC;AACL,CAAC,CAAC,CAAC;AAEH,QAAQ,CAAC,yCAAyC,EAAE,GAAG,EAAE;IACvD,IAAI,CAAC,sCAAsC,EAAE,GAAG,EAAE;QAChD,MAAM,eAAe,GAAG,IAAA,gCAAmB,EACzC,GAAG,EACH,EAAE,EACF,oBAAY,CAAC,YAAY,EACzB,GAAG,EACH,CAAC,CACF,CAAC;QACF,MAAM,CAAC,eAAe,CAAC,WAAW,EAAE,CAAC,CAAC,OAAO,CAAC,CAAC,CAAC,CAAC;IACnD,CAAC,CAAC,CAAC;IACH,IAAI,CAAC,sCAAsC,EAAE,GAAG,EAAE;QAChD,MAAM,eAAe,GAAG,IAAA,gCAAmB,EACzC,IAAI,EACJ,EAAE,EACF,oBAAY,CAAC,YAAY,EACzB,IAAI,EACJ,CAAC,CACF,CAAC;QACF,MAAM,CAAC,eAAe,CAAC,WAAW,EAAE,CAAC,CAAC,OAAO,CAAC,EAAE,CAAC,CAAC;IACpD,CAAC,CAAC,CAAC;AACL,CAAC,CAAC,CAAC","sourcesContent":["import { Size } from \"aws-cdk-lib\";\nimport { calcMemoryFootprint, calcTensorParallel } from \"./calculator\";\nimport { DataTypeBits } from \"./model\";\nimport { NeuronxInstanceType } from \"./neuronx-instance-type\";\n\ndescribe(\"When the attention head is divisible\", () => {\n  test(\"Inf2\", () => {\n    const tensorParallel = calcTensorParallel(\n      NeuronxInstanceType.INF2_48XLARGE,\n      Size.gibibytes(16),\n      32,\n    );\n    expect(tensorParallel).toEqual([\n      {\n        tp: 1,\n        workers: 24,\n        usage: 1,\n      },\n      {\n        tp: 2,\n        workers: 12,\n        usage: 1,\n      },\n      {\n        tp: 4,\n        workers: 6,\n        usage: 1,\n      },\n      {\n        tp: 8,\n        workers: 3,\n        usage: 1,\n      },\n    ]);\n  });\n  test(\"Trn1\", () => {\n    const tensorParallel = calcTensorParallel(\n      NeuronxInstanceType.TRN1_32XLARGE,\n      Size.gibibytes(16),\n      48,\n    );\n    expect(tensorParallel).toEqual([\n      {\n        tp: 1,\n        workers: 32,\n        usage: 1,\n      },\n      {\n        tp: 2,\n        workers: 16,\n        usage: 1,\n      },\n      {\n        tp: 8,\n        workers: 4,\n        usage: 1,\n      },\n      {\n        tp: 16,\n        workers: 2,\n        usage: 1,\n      },\n    ]);\n  });\n  test(\"Trn2\", () => {\n    const tensorParallel = calcTensorParallel(\n      NeuronxInstanceType.TRN2_48XLARGE,\n      Size.gibibytes(24),\n      64,\n    );\n    expect(tensorParallel).toEqual([\n      {\n        tp: 1,\n        workers: 64,\n        usage: 1,\n      },\n      {\n        tp: 2,\n        workers: 32,\n        usage: 1,\n      },\n      {\n        tp: 4,\n        workers: 16,\n        usage: 1,\n      },\n      {\n        tp: 8,\n        workers: 8,\n        usage: 1,\n      },\n      {\n        tp: 16,\n        workers: 4,\n        usage: 1,\n      },\n      {\n        tp: 32,\n        workers: 2,\n        usage: 1,\n      },\n      {\n        tp: 64,\n        workers: 1,\n        usage: 1,\n      },\n    ]);\n  });\n});\ndescribe(\"The one with low usage is shown last\", () => {\n  test(\"Inf2\", () => {\n    const tensorParallel = calcTensorParallel(\n      NeuronxInstanceType.INF2_24XLARGE,\n      Size.gibibytes(16),\n      32,\n    );\n    expect(tensorParallel).toEqual([\n      {\n        tp: 1,\n        workers: 12,\n        usage: 1,\n      },\n      {\n        tp: 2,\n        workers: 6,\n        usage: 1,\n      },\n      {\n        tp: 4,\n        workers: 3,\n        usage: 1,\n      },\n      {\n        tp: 8,\n        workers: 1,\n        usage: 0.6666666666666666,\n      },\n    ]);\n  });\n  test(\"Trn1\", () => {\n    const tensorParallel = calcTensorParallel(\n      NeuronxInstanceType.TRN1_32XLARGE,\n      Size.gibibytes(16),\n      32,\n    );\n    expect(tensorParallel).toEqual([\n      {\n        tp: 1,\n        workers: 32,\n        usage: 1,\n      },\n      {\n        tp: 2,\n        workers: 16,\n        usage: 1,\n      },\n      {\n        tp: 8,\n        workers: 4,\n        usage: 1,\n      },\n      {\n        tp: 16,\n        workers: 2,\n        usage: 1,\n      },\n      {\n        tp: 32,\n        workers: 1,\n        usage: 1,\n      },\n    ]);\n  });\n  test(\"Trn2\", () => {\n    const tensorParallel = calcTensorParallel(\n      NeuronxInstanceType.TRN2_3XLARGE,\n      Size.gibibytes(24),\n      32,\n    );\n    expect(tensorParallel).toEqual([\n      {\n        tp: 1,\n        workers: 4,\n        usage: 1,\n      },\n      {\n        tp: 2,\n        workers: 2,\n        usage: 1,\n      },\n      {\n        tp: 4,\n        workers: 1,\n        usage: 1,\n      },\n    ]);\n  });\n});\n\ndescribe(\"When the memory footprint is calculated\", () => {\n  test(\"Million size models are calculatable\", () => {\n    const memoryFootprint = calcMemoryFootprint(\n      576,\n      30,\n      DataTypeBits.BF16_OR_FP16,\n      128,\n      1,\n    );\n    expect(memoryFootprint.toGibibytes()).toEqual(1);\n  });\n  test(\"Billion size models are calculatable\", () => {\n    const memoryFootprint = calcMemoryFootprint(\n      6144,\n      48,\n      DataTypeBits.BF16_OR_FP16,\n      1024,\n      1,\n    );\n    expect(memoryFootprint.toGibibytes()).toEqual(42);\n  });\n});\n"]}