[js/web] allow test runner to dump zip for OP test

This commit is contained in:
Yulong Wang 2025-02-05 14:08:13 -08:00
parent 169917b1e7
commit 3b56e06833
5 changed files with 296 additions and 39 deletions

199
js/web/package-lock.json generated
View file

@ -30,6 +30,7 @@
"chai": "^4.3.7",
"electron": "^28.1.4",
"globby": "^13.1.3",
"jszip": "^3.10.1",
"karma": "^6.4.1",
"karma-browserstack-launcher": "^1.6.0",
"karma-chai": "^0.1.0",
@ -840,6 +841,13 @@
"node": ">= 0.6"
}
},
"node_modules/core-util-is": {
"version": "1.0.3",
"resolved": "https://registry.npmjs.org/core-util-is/-/core-util-is-1.0.3.tgz",
"integrity": "sha512-ZQBvi1DcpJ4GDqanjucZ2Hj3wEO5pZDS89BWbkcrvdxksJorwUDDZamX9ldFkp9aw2lmBDLgkObEA4DWNJ9FYQ==",
"dev": true,
"license": "MIT"
},
"node_modules/cors": {
"version": "2.8.5",
"resolved": "https://registry.npmjs.org/cors/-/cors-2.8.5.tgz",
@ -1865,6 +1873,13 @@
"node": ">= 4"
}
},
"node_modules/immediate": {
"version": "3.0.6",
"resolved": "https://registry.npmjs.org/immediate/-/immediate-3.0.6.tgz",
"integrity": "sha512-XXOFtyqDjNDAQxVfYxuF7g9Il/IbWmmlQg2MYKOH8ExIT1qg6xc4zyS3HaEEATgs1btfzxq15ciUiY7gjSXRGQ==",
"dev": true,
"license": "MIT"
},
"node_modules/inflight": {
"version": "1.0.6",
"resolved": "https://registry.npmjs.org/inflight/-/inflight-1.0.6.tgz",
@ -1992,6 +2007,13 @@
"node": ">=8"
}
},
"node_modules/isarray": {
"version": "1.0.0",
"resolved": "https://registry.npmjs.org/isarray/-/isarray-1.0.0.tgz",
"integrity": "sha512-VLghIWNM6ELQzo7zwmcg0NmTVyWKYjvIeM83yjp0wRDTmUnrM678fQbcKBo6n2CJEF0szoG//ytg+TKla89ALQ==",
"dev": true,
"license": "MIT"
},
"node_modules/isbinaryfile": {
"version": "4.0.10",
"resolved": "https://registry.npmjs.org/isbinaryfile/-/isbinaryfile-4.0.10.tgz",
@ -2041,6 +2063,19 @@
"graceful-fs": "^4.1.6"
}
},
"node_modules/jszip": {
"version": "3.10.1",
"resolved": "https://registry.npmjs.org/jszip/-/jszip-3.10.1.tgz",
"integrity": "sha512-xXDvecyTpGLrqFrvkrUSoxxfJI5AH7U8zxxtVclpsUtMCq4JQ290LY8AW5c7Ggnr/Y/oK+bQMbqK2qmtk3pN4g==",
"dev": true,
"license": "(MIT OR GPL-3.0-or-later)",
"dependencies": {
"lie": "~3.3.0",
"pako": "~1.0.2",
"readable-stream": "~2.3.6",
"setimmediate": "^1.0.5"
}
},
"node_modules/karma": {
"version": "6.4.1",
"resolved": "https://registry.npmjs.org/karma/-/karma-6.4.1.tgz",
@ -2257,6 +2292,16 @@
"json-buffer": "3.0.1"
}
},
"node_modules/lie": {
"version": "3.3.0",
"resolved": "https://registry.npmjs.org/lie/-/lie-3.3.0.tgz",
"integrity": "sha512-UaiMJzeWRlEujzAuw5LokY1L5ecNQYZKfmyZ9L7wDHb/p5etKaxXhohBcrw0EYby+G/NA52vRSN4N39dxHAIwQ==",
"dev": true,
"license": "MIT",
"dependencies": {
"immediate": "~3.0.5"
}
},
"node_modules/lodash": {
"version": "4.17.21",
"resolved": "https://registry.npmjs.org/lodash/-/lodash-4.17.21.tgz",
@ -2632,6 +2677,13 @@
"node": ">=4"
}
},
"node_modules/pako": {
"version": "1.0.11",
"resolved": "https://registry.npmjs.org/pako/-/pako-1.0.11.tgz",
"integrity": "sha512-4hLB8Py4zZce5s4yd9XzopqwVv/yGNhV1Bl8NTmCq1763HeK2+EwVTv+leGeL13Dnh2wfbqowVPXCIO0z4taYw==",
"dev": true,
"license": "(MIT AND Zlib)"
},
"node_modules/parseurl": {
"version": "1.3.3",
"resolved": "https://registry.npmjs.org/parseurl/-/parseurl-1.3.3.tgz",
@ -2709,6 +2761,13 @@
"resolved": "https://registry.npmjs.org/platform/-/platform-1.3.6.tgz",
"integrity": "sha512-fnWVljUchTro6RiCFvCXBbNhJc2NijN7oIQxbwsyL0buWJPG85v81ehlHI9fXrJsMNgTofEoWIQeClKpgxFLrg=="
},
"node_modules/process-nextick-args": {
"version": "2.0.1",
"resolved": "https://registry.npmjs.org/process-nextick-args/-/process-nextick-args-2.0.1.tgz",
"integrity": "sha512-3ouUOpQhtgrbOa17J7+uxOTpITYWaGP7/AhoR3+A+/1e9skrzelGi/dXzEYyvbxubEF6Wn2ypscTKiKJFFn1ag==",
"dev": true,
"license": "MIT"
},
"node_modules/progress": {
"version": "2.0.3",
"resolved": "https://registry.npmjs.org/progress/-/progress-2.0.3.tgz",
@ -2856,6 +2915,22 @@
"node": ">= 0.8"
}
},
"node_modules/readable-stream": {
"version": "2.3.8",
"resolved": "https://registry.npmjs.org/readable-stream/-/readable-stream-2.3.8.tgz",
"integrity": "sha512-8p0AUk4XODgIewSi0l8Epjs+EVnWiK7NoDIEGU0HhE7+ZyY8D1IMY7odu5lRrFXGg71L15KG8QrPmum45RTtdA==",
"dev": true,
"license": "MIT",
"dependencies": {
"core-util-is": "~1.0.0",
"inherits": "~2.0.3",
"isarray": "~1.0.0",
"process-nextick-args": "~2.0.0",
"safe-buffer": "~5.1.1",
"string_decoder": "~1.1.1",
"util-deprecate": "~1.0.1"
}
},
"node_modules/readdirp": {
"version": "3.6.0",
"resolved": "https://registry.npmjs.org/readdirp/-/readdirp-3.6.0.tgz",
@ -2985,6 +3060,13 @@
"queue-microtask": "^1.2.2"
}
},
"node_modules/safe-buffer": {
"version": "5.1.2",
"resolved": "https://registry.npmjs.org/safe-buffer/-/safe-buffer-5.1.2.tgz",
"integrity": "sha512-Gd2UZBJDkXlY7GbJxfsE8/nvKkUEU1G38c1siN6QP6a9PT9MmHB8GnpscSmMJSoF8LOIrt8ud/wPtojys4G6+g==",
"dev": true,
"license": "MIT"
},
"node_modules/safer-buffer": {
"version": "2.1.2",
"resolved": "https://registry.npmjs.org/safer-buffer/-/safer-buffer-2.1.2.tgz",
@ -3053,6 +3135,13 @@
"node": ">= 0.4"
}
},
"node_modules/setimmediate": {
"version": "1.0.5",
"resolved": "https://registry.npmjs.org/setimmediate/-/setimmediate-1.0.5.tgz",
"integrity": "sha512-MATJdZp8sLqDl/68LfQmbP8zKPLQNV6BIZoIgrscFDQ+RsvK/BxeDQOgyxKKoh0y/8h3BqVFnCqQ/gd+reiIXA==",
"dev": true,
"license": "MIT"
},
"node_modules/setprototypeof": {
"version": "1.2.0",
"resolved": "https://registry.npmjs.org/setprototypeof/-/setprototypeof-1.2.0.tgz",
@ -3217,6 +3306,16 @@
"node": ">=8.0"
}
},
"node_modules/string_decoder": {
"version": "1.1.1",
"resolved": "https://registry.npmjs.org/string_decoder/-/string_decoder-1.1.1.tgz",
"integrity": "sha512-n/ShnvDi6FHbbVfviro+WojiFzv+s8MPMHBczVePfUpDJLwoLT0ht1l4YwBCbi8pJAveEEdnkHyPyTP/mzRfwg==",
"dev": true,
"license": "MIT",
"dependencies": {
"safe-buffer": "~5.1.0"
}
},
"node_modules/string-width": {
"version": "4.2.3",
"resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz",
@ -3431,6 +3530,13 @@
"node": ">= 0.8"
}
},
"node_modules/util-deprecate": {
"version": "1.0.2",
"resolved": "https://registry.npmjs.org/util-deprecate/-/util-deprecate-1.0.2.tgz",
"integrity": "sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw==",
"dev": true,
"license": "MIT"
},
"node_modules/utils-merge": {
"version": "1.0.1",
"resolved": "https://registry.npmjs.org/utils-merge/-/utils-merge-1.0.1.tgz",
@ -4289,6 +4395,12 @@
"integrity": "sha512-yki5XnKuf750l50uGTllt6kKILY4nQ1eNIQatoXEByZ5dWgnKqbnqmTrBE5B4N7lrMJKQ2ytWMiTO2o0v6Ew/w==",
"dev": true
},
"core-util-is": {
"version": "1.0.3",
"resolved": "https://registry.npmjs.org/core-util-is/-/core-util-is-1.0.3.tgz",
"integrity": "sha512-ZQBvi1DcpJ4GDqanjucZ2Hj3wEO5pZDS89BWbkcrvdxksJorwUDDZamX9ldFkp9aw2lmBDLgkObEA4DWNJ9FYQ==",
"dev": true
},
"cors": {
"version": "2.8.5",
"resolved": "https://registry.npmjs.org/cors/-/cors-2.8.5.tgz",
@ -5080,6 +5192,12 @@
"integrity": "sha512-MAb38BcSbH0eHNBxn7ql2NH/kX33OkB3lZ1BNdh7ENeRChHTYsTvWrMubiIAMNS2llXEEgZ1MUOBtXChP3kaFQ==",
"dev": true
},
"immediate": {
"version": "3.0.6",
"resolved": "https://registry.npmjs.org/immediate/-/immediate-3.0.6.tgz",
"integrity": "sha512-XXOFtyqDjNDAQxVfYxuF7g9Il/IbWmmlQg2MYKOH8ExIT1qg6xc4zyS3HaEEATgs1btfzxq15ciUiY7gjSXRGQ==",
"dev": true
},
"inflight": {
"version": "1.0.6",
"resolved": "https://registry.npmjs.org/inflight/-/inflight-1.0.6.tgz",
@ -5176,6 +5294,12 @@
"is-docker": "^2.0.0"
}
},
"isarray": {
"version": "1.0.0",
"resolved": "https://registry.npmjs.org/isarray/-/isarray-1.0.0.tgz",
"integrity": "sha512-VLghIWNM6ELQzo7zwmcg0NmTVyWKYjvIeM83yjp0wRDTmUnrM678fQbcKBo6n2CJEF0szoG//ytg+TKla89ALQ==",
"dev": true
},
"isbinaryfile": {
"version": "4.0.10",
"resolved": "https://registry.npmjs.org/isbinaryfile/-/isbinaryfile-4.0.10.tgz",
@ -5216,6 +5340,18 @@
"graceful-fs": "^4.1.6"
}
},
"jszip": {
"version": "3.10.1",
"resolved": "https://registry.npmjs.org/jszip/-/jszip-3.10.1.tgz",
"integrity": "sha512-xXDvecyTpGLrqFrvkrUSoxxfJI5AH7U8zxxtVclpsUtMCq4JQ290LY8AW5c7Ggnr/Y/oK+bQMbqK2qmtk3pN4g==",
"dev": true,
"requires": {
"lie": "~3.3.0",
"pako": "~1.0.2",
"readable-stream": "~2.3.6",
"setimmediate": "^1.0.5"
}
},
"karma": {
"version": "6.4.1",
"resolved": "https://registry.npmjs.org/karma/-/karma-6.4.1.tgz",
@ -5400,6 +5536,15 @@
"json-buffer": "3.0.1"
}
},
"lie": {
"version": "3.3.0",
"resolved": "https://registry.npmjs.org/lie/-/lie-3.3.0.tgz",
"integrity": "sha512-UaiMJzeWRlEujzAuw5LokY1L5ecNQYZKfmyZ9L7wDHb/p5etKaxXhohBcrw0EYby+G/NA52vRSN4N39dxHAIwQ==",
"dev": true,
"requires": {
"immediate": "~3.0.5"
}
},
"lodash": {
"version": "4.17.21",
"resolved": "https://registry.npmjs.org/lodash/-/lodash-4.17.21.tgz",
@ -5682,6 +5827,12 @@
"integrity": "sha512-LICb2p9CB7FS+0eR1oqWnHhp0FljGLZCWBE9aix0Uye9W8LTQPwMTYVGWQWIw9RdQiDg4+epXQODwIYJtSJaow==",
"dev": true
},
"pako": {
"version": "1.0.11",
"resolved": "https://registry.npmjs.org/pako/-/pako-1.0.11.tgz",
"integrity": "sha512-4hLB8Py4zZce5s4yd9XzopqwVv/yGNhV1Bl8NTmCq1763HeK2+EwVTv+leGeL13Dnh2wfbqowVPXCIO0z4taYw==",
"dev": true
},
"parseurl": {
"version": "1.3.3",
"resolved": "https://registry.npmjs.org/parseurl/-/parseurl-1.3.3.tgz",
@ -5738,6 +5889,12 @@
"resolved": "https://registry.npmjs.org/platform/-/platform-1.3.6.tgz",
"integrity": "sha512-fnWVljUchTro6RiCFvCXBbNhJc2NijN7oIQxbwsyL0buWJPG85v81ehlHI9fXrJsMNgTofEoWIQeClKpgxFLrg=="
},
"process-nextick-args": {
"version": "2.0.1",
"resolved": "https://registry.npmjs.org/process-nextick-args/-/process-nextick-args-2.0.1.tgz",
"integrity": "sha512-3ouUOpQhtgrbOa17J7+uxOTpITYWaGP7/AhoR3+A+/1e9skrzelGi/dXzEYyvbxubEF6Wn2ypscTKiKJFFn1ag==",
"dev": true
},
"progress": {
"version": "2.0.3",
"resolved": "https://registry.npmjs.org/progress/-/progress-2.0.3.tgz",
@ -5833,6 +5990,21 @@
"unpipe": "1.0.0"
}
},
"readable-stream": {
"version": "2.3.8",
"resolved": "https://registry.npmjs.org/readable-stream/-/readable-stream-2.3.8.tgz",
"integrity": "sha512-8p0AUk4XODgIewSi0l8Epjs+EVnWiK7NoDIEGU0HhE7+ZyY8D1IMY7odu5lRrFXGg71L15KG8QrPmum45RTtdA==",
"dev": true,
"requires": {
"core-util-is": "~1.0.0",
"inherits": "~2.0.3",
"isarray": "~1.0.0",
"process-nextick-args": "~2.0.0",
"safe-buffer": "~5.1.1",
"string_decoder": "~1.1.1",
"util-deprecate": "~1.0.1"
}
},
"readdirp": {
"version": "3.6.0",
"resolved": "https://registry.npmjs.org/readdirp/-/readdirp-3.6.0.tgz",
@ -5923,6 +6095,12 @@
"queue-microtask": "^1.2.2"
}
},
"safe-buffer": {
"version": "5.1.2",
"resolved": "https://registry.npmjs.org/safe-buffer/-/safe-buffer-5.1.2.tgz",
"integrity": "sha512-Gd2UZBJDkXlY7GbJxfsE8/nvKkUEU1G38c1siN6QP6a9PT9MmHB8GnpscSmMJSoF8LOIrt8ud/wPtojys4G6+g==",
"dev": true
},
"safer-buffer": {
"version": "2.1.2",
"resolved": "https://registry.npmjs.org/safer-buffer/-/safer-buffer-2.1.2.tgz",
@ -5975,6 +6153,12 @@
"has-property-descriptors": "^1.0.2"
}
},
"setimmediate": {
"version": "1.0.5",
"resolved": "https://registry.npmjs.org/setimmediate/-/setimmediate-1.0.5.tgz",
"integrity": "sha512-MATJdZp8sLqDl/68LfQmbP8zKPLQNV6BIZoIgrscFDQ+RsvK/BxeDQOgyxKKoh0y/8h3BqVFnCqQ/gd+reiIXA==",
"dev": true
},
"setprototypeof": {
"version": "1.2.0",
"resolved": "https://registry.npmjs.org/setprototypeof/-/setprototypeof-1.2.0.tgz",
@ -6103,6 +6287,15 @@
"fs-extra": "^8.1.0"
}
},
"string_decoder": {
"version": "1.1.1",
"resolved": "https://registry.npmjs.org/string_decoder/-/string_decoder-1.1.1.tgz",
"integrity": "sha512-n/ShnvDi6FHbbVfviro+WojiFzv+s8MPMHBczVePfUpDJLwoLT0ht1l4YwBCbi8pJAveEEdnkHyPyTP/mzRfwg==",
"dev": true,
"requires": {
"safe-buffer": "~5.1.0"
}
},
"string-width": {
"version": "4.2.3",
"resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz",
@ -6254,6 +6447,12 @@
"integrity": "sha512-pjy2bYhSsufwWlKwPc+l3cN7+wuJlK6uz0YdJEOlQDbl6jo/YlPi4mb8agUkVC8BF7V8NuzeyPNqRksA3hztKQ==",
"dev": true
},
"util-deprecate": {
"version": "1.0.2",
"resolved": "https://registry.npmjs.org/util-deprecate/-/util-deprecate-1.0.2.tgz",
"integrity": "sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw==",
"dev": true
},
"utils-merge": {
"version": "1.0.1",
"resolved": "https://registry.npmjs.org/utils-merge/-/utils-merge-1.0.1.tgz",

View file

@ -47,6 +47,7 @@
"chai": "^4.3.7",
"electron": "^28.1.4",
"globby": "^13.1.3",
"jszip": "^3.10.1",
"karma": "^6.4.1",
"karma-browserstack-launcher": "^1.6.0",
"karma-chai": "^0.1.0",

View file

@ -175,7 +175,7 @@ export interface TestRunnerCliArgs {
/**
* whether to enable model download
*/
downloadModel: boolean;
downloadModel: Test.Config['downloadModel'];
/**
* Whether to enable file cache
@ -438,7 +438,8 @@ export function parseTestRunnerCliArgs(cmdlineArgs: string[]): TestRunnerCliArgs
}
// Option: -m, --download-model
const downloadModel = args['download-model'] || args.m ? true : false;
const downloadModelFlag = args['download-model'] || args.m;
const downloadModel = downloadModelFlag === 'full' ? 'full' : downloadModelFlag ? 'model' : false;
// Option: -t, --trace
const trace = parseBooleanArg(args.trace || args.t, false);

View file

@ -11,6 +11,7 @@ import { expect } from 'chai';
import * as ort from 'onnxruntime-common';
import { extname } from 'path';
import { inspect } from 'util';
import JSZip from 'jszip';
import { Attribute } from '../lib/onnxjs/attribute';
import { InferenceHandler, resolveBackend, SessionHandler } from '../lib/onnxjs/backend';
@ -875,17 +876,41 @@ export class OpTestContext {
}
}
const createCpuTensor = (type: ort.Tensor.Type, data: number[], dims: readonly number[]): ort.Tensor => {
let buffer: number[] | BigUint64Array | BigInt64Array | Uint16Array | Uint8Array = data;
if (type === 'uint64') {
buffer = BigUint64Array.from(data.map(BigInt));
} else if (type === 'int64') {
buffer = BigInt64Array.from(data.map(BigInt));
} else if (type === 'float16') {
const dataArr = Float16ArrayPolyfill.from(data);
buffer = new Uint16Array(dataArr.buffer, dataArr.byteOffset, dataArr.byteLength / 2);
} else if (type === 'uint4' || type === 'int4') {
buffer = new Uint8Array(calculateTensorSizeInBytes(tensorDataTypeStringToEnum(type), dims)!);
// encode (u)int4 data into Uint8Array
for (let j = 0; j < data.length; j++) {
/* eslint-disable no-bitwise */
const byteIndex = j >> 1;
const bitOffset = (j & 1) << 2;
buffer[byteIndex] |= data[j] << bitOffset;
/* eslint-enable no-bitwise */
}
}
return new ort.Tensor(type, buffer, dims);
};
/**
* a ProtoOpTestContext uses a protobuf model for operator test. used for ORT based backend.
*/
export class ProtoOpTestContext {
private readonly loadedData: Uint8Array; // model data, inputs, outputs
private readonly modelData: Uint8Array;
private readonly download: Promise<File> | undefined;
session: ort.InferenceSession;
readonly backendHint: string;
readonly ioBindingMode: Test.IOBindingMode;
constructor(
test: Test.OperatorTest,
private readonly downloadModel: boolean,
private readonly downloadModel: Test.Config['downloadModel'],
private readonly sessionOptions: ort.InferenceSession.SessionOptions = {},
) {
const opsetImport = onnx.OperatorSetIdProto.create(test.opset);
@ -1070,23 +1095,77 @@ export class ProtoOpTestContext {
this.backendHint = test.backend!;
this.ioBindingMode = test.ioBinding;
this.loadedData = onnx.ModelProto.encode(model).finish().slice();
this.modelData = onnx.ModelProto.encode(model).finish().slice();
if (this.downloadModel) {
const modelFile = new File([this.loadedData], `op_test_generated_model_${test.name}.onnx`, {
type: 'application/octet-stream',
});
const modelTempUrl = URL.createObjectURL(modelFile);
const filename = `op_test_generated_model_${test.name}`;
if (this.downloadModel === 'full') {
const zip = new JSZip();
zip.file(`model.onnx`, this.modelData);
for (let i = 0; i < test.cases.length; i++) {
const subfolder = zip.folder(`test_data_set_${i}`)!;
for (let j = 0; j < test.cases[i].inputs.length; j++) {
const input = test.cases[i].inputs[j];
if (input.data) {
const data = createCpuTensor(input.type, input.data, input.dims).data;
if (Array.isArray(data)) {
throw new Error('Only typed array is supported for input data');
}
const inputProto = onnx.TensorProto.create({
dims: input.dims,
dataType: tensorDataTypeStringToEnum(input.type),
name: `input_${j}`,
rawData: new Uint8Array(data.buffer, data.byteOffset, data.byteLength),
});
subfolder.file(`input_${j}.pb`, onnx.TensorProto.encode(inputProto).finish());
}
}
for (let j = 0; j < test.cases[i].outputs.length; j++) {
const output = test.cases[i].outputs[j];
if (output.data) {
const data = createCpuTensor(output.type, output.data, output.dims).data;
if (Array.isArray(data)) {
throw new Error('Only typed array is supported for output data');
}
const outputProto = onnx.TensorProto.create({
dims: output.dims,
dataType: tensorDataTypeStringToEnum(output.type),
name: `output_${j}`,
rawData: new Uint8Array(data.buffer, data.byteOffset, data.byteLength),
});
subfolder.file(`output_${j}.pb`, onnx.TensorProto.encode(outputProto).finish());
}
}
}
this.download = zip.generateAsync({ type: 'blob' }).then(
(content) =>
new File([content], `${filename}.zip`, {
type: 'application/zip',
}),
);
} else {
this.download = Promise.resolve(
new File([this.modelData], `${filename}.onnx`, {
type: 'application/octet-stream',
}),
);
}
}
}
async init(): Promise<void> {
if (this.download) {
const file = await this.download!;
const modelTempUrl = URL.createObjectURL(file);
const a = document.createElement('a');
a.href = modelTempUrl;
a.download = modelFile.name;
a.download = file.name;
a.target = '_blank';
a.click();
URL.revokeObjectURL(modelTempUrl);
}
}
async init(): Promise<void> {
this.session = await ort.InferenceSession.create(this.loadedData, {
this.session = await ort.InferenceSession.create(this.modelData, {
executionProviders: [this.backendHint],
preferredOutputLocation: this.ioBindingMode === 'gpu-location' ? ('gpu-buffer' as const) : undefined,
...this.sessionOptions,
@ -1107,32 +1186,9 @@ async function runProtoOpTestcase(
const feeds: Record<string, ort.Tensor> = {};
const fetches: Record<string, Pick<ort.Tensor, 'dims' | 'type'>> = {};
const createTensor = (type: ort.Tensor.Type, data: number[], dims: readonly number[]): ort.Tensor => {
let buffer: number[] | BigUint64Array | BigInt64Array | Uint16Array | Uint8Array = data;
if (type === 'uint64') {
buffer = BigUint64Array.from(data.map(BigInt));
} else if (type === 'int64') {
buffer = BigInt64Array.from(data.map(BigInt));
} else if (type === 'float16') {
const dataArr = Float16ArrayPolyfill.from(data);
buffer = new Uint16Array(dataArr.buffer, dataArr.byteOffset, dataArr.byteLength / 2);
} else if (type === 'uint4' || type === 'int4') {
buffer = new Uint8Array(calculateTensorSizeInBytes(tensorDataTypeStringToEnum(type), dims)!);
// encode (u)int4 data into Uint8Array
for (let j = 0; j < data.length; j++) {
/* eslint-disable no-bitwise */
const byteIndex = j >> 1;
const bitOffset = (j & 1) << 2;
buffer[byteIndex] |= data[j] << bitOffset;
/* eslint-enable no-bitwise */
}
}
return new ort.Tensor(type, buffer, dims);
};
testCase.inputs.forEach((input, i) => {
if (input.data) {
feeds[`input_${i}`] = createTensor(input.type, input.data, input.dims);
feeds[`input_${i}`] = createCpuTensor(input.type, input.data, input.dims);
}
});
@ -1140,7 +1196,7 @@ async function runProtoOpTestcase(
const expectedOutputNames: string[] = [];
testCase.outputs.forEach((output, i) => {
if (output.data) {
outputs.push(createTensor(output.type, output.data, output.dims));
outputs.push(createCpuTensor(output.type, output.data, output.dims));
expectedOutputNames.push(`output_${i}`);
fetches[`output_${i}`] = { dims: output.dims, type: output.type };
}

View file

@ -172,7 +172,7 @@ export declare namespace Test {
log: ReadonlyArray<{ category: string; config: Logger.Config }>;
profile: boolean;
downloadModel: boolean;
downloadModel: 'full' | 'model' | false;
options: Options;
}
}