"use strict"; var __awaiter = (this && this.__awaiter) || function (thisArg, _arguments, P, generator) { return new (P || (P = Promise))(function (resolve, reject) { function fulfilled(value) { try { step(generator.next(value)); } catch (e) { reject(e); } } function rejected(value) { try { step(generator["throw"](value)); } catch (e) { reject(e); } } function step(result) { result.done ? resolve(result.value) : new P(function (resolve) { resolve(result.value); }).then(fulfilled, rejected); } step((generator = generator.apply(thisArg, _arguments || [])).next()); }); }; var __generator = (this && this.__generator) || function (thisArg, body) { var _ = { label: 0, sent: function() { if (t[0] & 1) throw t[1]; return t[1]; }, trys: [], ops: [] }, f, y, t, g; return g = { next: verb(0), "throw": verb(1), "return": verb(2) }, typeof Symbol === "function" && (g[Symbol.iterator] = function() { return this; }), g; function verb(n) { return function (v) { return step([n, v]); }; } function step(op) { if (f) throw new TypeError("Generator is already executing."); while (_) try { if (f = 1, y && (t = op[0] & 2 ? y["return"] : op[0] ? y["throw"] || ((t = y["return"]) && t.call(y), 0) : y.next) && !(t = t.call(y, op[1])).done) return t; if (y = 0, t) op = [op[0] & 2, t.value]; switch (op[0]) { case 0: case 1: t = op; break; case 4: _.label++; return { value: op[1], done: false }; case 5: _.label++; y = op[1]; op = [0]; continue; case 7: op = _.ops.pop(); _.trys.pop(); continue; default: if (!(t = _.trys, t = t.length > 0 && t[t.length - 1]) && (op[0] === 6 || op[0] === 2)) { _ = 0; continue; } if (op[0] === 3 && (!t || (op[1] > t[0] && op[1] < t[3]))) { _.label = op[1]; break; } if (op[0] === 6 && _.label < t[1]) { _.label = t[1]; t = op; break; } if (t && _.label < t[2]) { _.label = t[2]; _.ops.push(op); break; } if (t[2]) _.ops.pop(); _.trys.pop(); continue; } op = body.call(thisArg, _); } catch (e) { op = [6, e]; y = 0; } finally { f = t = 0; } if (op[0] & 5) throw op[1]; return { value: op[0] ? op[1] : void 0, done: true }; } }; var _this = this; Object.defineProperty(exports, "__esModule", { value: true }); /** * @license * Copyright 2018 Google LLC. All Rights Reserved. * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. * ============================================================================= */ var tf = require("../index"); var jasmine_util_1 = require("../jasmine_util"); var test_util_1 = require("../test_util"); jasmine_util_1.describeWithFlags('loadWeights', jasmine_util_1.BROWSER_ENVS, function () { var setupFakeWeightFiles = function (fileBufferMap) { spyOn(tf.env().platform, 'fetch').and.callFake(function (path) { return new Response(fileBufferMap[path], { headers: { 'Content-type': 'application/octet-stream' } }); }); }; it('1 group, 1 weight, 1 requested weight', function () { return __awaiter(_this, void 0, void 0, function () { var manifest, weightsNamesToFetch, weights, weightNames, weight0, _a; return __generator(this, function (_b) { switch (_b.label) { case 0: setupFakeWeightFiles({ './weightfile0': new Float32Array([1, 2, 3]) }); manifest = [{ 'paths': ['weightfile0'], 'weights': [{ 'name': 'weight0', 'dtype': 'float32', 'shape': [3] }] }]; weightsNamesToFetch = ['weight0']; return [4 /*yield*/, tf.io.loadWeights(manifest, './', weightsNamesToFetch)]; case 1: weights = _b.sent(); expect(tf.env().platform.fetch.calls.count()).toBe(1); weightNames = Object.keys(weights); expect(weightNames.length).toEqual(weightsNamesToFetch.length); weight0 = weights['weight0']; _a = test_util_1.expectArraysClose; return [4 /*yield*/, weight0.data()]; case 2: _a.apply(void 0, [_b.sent(), [1, 2, 3]]); expect(weight0.shape).toEqual([3]); expect(weight0.dtype).toEqual('float32'); return [2 /*return*/]; } }); }); }); it('1 group, 2 weights, fetch 1st weight', function () { return __awaiter(_this, void 0, void 0, function () { var manifest, weights, weightNames, weight0, _a; return __generator(this, function (_b) { switch (_b.label) { case 0: setupFakeWeightFiles({ './weightfile0': new Float32Array([1, 2, 3, 4, 5]) }); manifest = [{ 'paths': ['weightfile0'], 'weights': [ { 'name': 'weight0', 'dtype': 'float32', 'shape': [2] }, { 'name': 'weight1', 'dtype': 'float32', 'shape': [3] } ] }]; return [4 /*yield*/, tf.io.loadWeights(manifest, './', ['weight0'])]; case 1: weights = _b.sent(); expect(tf.env().platform.fetch.calls.count()).toBe(1); weightNames = Object.keys(weights); expect(weightNames.length).toEqual(1); weight0 = weights['weight0']; _a = test_util_1.expectArraysClose; return [4 /*yield*/, weight0.data()]; case 2: _a.apply(void 0, [_b.sent(), [1, 2]]); expect(weight0.shape).toEqual([2]); expect(weight0.dtype).toEqual('float32'); return [2 /*return*/]; } }); }); }); it('1 group, 2 weights, fetch 2nd weight', function () { return __awaiter(_this, void 0, void 0, function () { var manifest, weights, weightNames, weight1, _a; return __generator(this, function (_b) { switch (_b.label) { case 0: setupFakeWeightFiles({ './weightfile0': new Float32Array([1, 2, 3, 4, 5]) }); manifest = [{ 'paths': ['weightfile0'], 'weights': [ { 'name': 'weight0', 'dtype': 'float32', 'shape': [2] }, { 'name': 'weight1', 'dtype': 'float32', 'shape': [3] } ] }]; return [4 /*yield*/, tf.io.loadWeights(manifest, './', ['weight1'])]; case 1: weights = _b.sent(); expect(tf.env().platform.fetch.calls.count()).toBe(1); weightNames = Object.keys(weights); expect(weightNames.length).toEqual(1); weight1 = weights['weight1']; _a = test_util_1.expectArraysClose; return [4 /*yield*/, weight1.data()]; case 2: _a.apply(void 0, [_b.sent(), [3, 4, 5]]); expect(weight1.shape).toEqual([3]); expect(weight1.dtype).toEqual('float32'); return [2 /*return*/]; } }); }); }); it('1 group, 2 weights, fetch all weights', function () { return __awaiter(_this, void 0, void 0, function () { var manifest, weights, weightNames, weight0, _a, weight1, _b; return __generator(this, function (_c) { switch (_c.label) { case 0: setupFakeWeightFiles({ './weightfile0': new Float32Array([1, 2, 3, 4, 5]) }); manifest = [{ 'paths': ['weightfile0'], 'weights': [ { 'name': 'weight0', 'dtype': 'float32', 'shape': [2] }, { 'name': 'weight1', 'dtype': 'float32', 'shape': [3] } ] }]; return [4 /*yield*/, tf.io.loadWeights(manifest, './', ['weight0', 'weight1'])]; case 1: weights = _c.sent(); expect(tf.env().platform.fetch.calls.count()).toBe(1); weightNames = Object.keys(weights); expect(weightNames.length).toEqual(2); weight0 = weights['weight0']; _a = test_util_1.expectArraysClose; return [4 /*yield*/, weight0.data()]; case 2: _a.apply(void 0, [_c.sent(), [1, 2]]); expect(weight0.shape).toEqual([2]); expect(weight0.dtype).toEqual('float32'); weight1 = weights['weight1']; _b = test_util_1.expectArraysClose; return [4 /*yield*/, weight1.data()]; case 3: _b.apply(void 0, [_c.sent(), [3, 4, 5]]); expect(weight1.shape).toEqual([3]); expect(weight1.dtype).toEqual('float32'); return [2 /*return*/]; } }); }); }); it('1 group, multiple weights, different dtypes', function () { return __awaiter(_this, void 0, void 0, function () { var buffer, view, manifest, weights, weightNames, weight0, _a, weight1, _b, weight2, _c; return __generator(this, function (_d) { switch (_d.label) { case 0: buffer = new ArrayBuffer(5 * 4 + 1); view = new DataView(buffer); view.setInt32(0, 1, true); view.setInt32(4, 2, true); view.setUint8(8, 1); view.setFloat32(9, 3., true); view.setFloat32(13, 4., true); view.setFloat32(17, 5., true); setupFakeWeightFiles({ './weightfile0': buffer }); manifest = [{ 'paths': ['weightfile0'], 'weights': [ { 'name': 'weight0', 'dtype': 'int32', 'shape': [2] }, { 'name': 'weight1', 'dtype': 'bool', 'shape': [] }, { 'name': 'weight2', 'dtype': 'float32', 'shape': [3] }, ] }]; return [4 /*yield*/, tf.io.loadWeights(manifest, './', ['weight0', 'weight1', 'weight2'])]; case 1: weights = _d.sent(); expect(tf.env().platform.fetch.calls.count()).toBe(1); weightNames = Object.keys(weights); expect(weightNames.length).toEqual(3); weight0 = weights['weight0']; _a = test_util_1.expectArraysClose; return [4 /*yield*/, weight0.data()]; case 2: _a.apply(void 0, [_d.sent(), [1, 2]]); expect(weight0.shape).toEqual([2]); expect(weight0.dtype).toEqual('int32'); weight1 = weights['weight1']; _b = test_util_1.expectArraysClose; return [4 /*yield*/, weight1.data()]; case 3: _b.apply(void 0, [_d.sent(), [1]]); expect(weight1.shape).toEqual([]); expect(weight1.dtype).toEqual('bool'); weight2 = weights['weight2']; _c = test_util_1.expectArraysClose; return [4 /*yield*/, weight2.data()]; case 4: _c.apply(void 0, [_d.sent(), [3, 4, 5]]); expect(weight2.shape).toEqual([3]); expect(weight2.dtype).toEqual('float32'); return [2 /*return*/]; } }); }); }); it('1 group, sharded 1 weight across multiple files', function () { return __awaiter(_this, void 0, void 0, function () { var shard0, shard1, shard2, manifest, weights, weightNames, weight0, _a; return __generator(this, function (_b) { switch (_b.label) { case 0: shard0 = new Float32Array([1, 2, 3, 4, 5]); shard1 = new Float32Array([1.1, 2.2]); shard2 = new Float32Array([10, 20, 30]); setupFakeWeightFiles({ './weightfile0': shard0, './weightsfile1': shard1, './weightsfile2': shard2 }); manifest = [{ 'paths': ['weightfile0', 'weightsfile1', 'weightsfile2'], 'weights': [{ 'name': 'weight0', 'dtype': 'float32', 'shape': [5, 2] }] }]; return [4 /*yield*/, tf.io.loadWeights(manifest, './', ['weight0'])]; case 1: weights = _b.sent(); expect(tf.env().platform.fetch.calls.count()).toBe(3); weightNames = Object.keys(weights); expect(weightNames.length).toEqual(1); weight0 = weights['weight0']; _a = test_util_1.expectArraysClose; return [4 /*yield*/, weight0.data()]; case 2: _a.apply(void 0, [_b.sent(), [1, 2, 3, 4, 5, 1.1, 2.2, 10, 20, 30]]); expect(weight0.shape).toEqual([5, 2]); expect(weight0.dtype).toEqual('float32'); return [2 /*return*/]; } }); }); }); it('1 group, sharded 2 weights across multiple files', function () { return __awaiter(_this, void 0, void 0, function () { var shard0, shard1, intBuffer, floatBuffer, shard2, manifest, weights, weightNames, weight0, _a, weight1, _b; return __generator(this, function (_c) { switch (_c.label) { case 0: shard0 = new Int32Array([1, 2, 3, 4, 5]); shard1 = new ArrayBuffer(5 * 4); intBuffer = new Int32Array(shard1, 0, 2); intBuffer.set([10, 20]); floatBuffer = new Float32Array(shard1, intBuffer.byteLength, 3); floatBuffer.set([3.0, 4.0, 5.0]); shard2 = new Float32Array([10, 20, 30]); setupFakeWeightFiles({ './weightfile0': shard0, './weightsfile1': shard1, './weightsfile2': shard2 }); manifest = [{ 'paths': ['weightfile0', 'weightsfile1', 'weightsfile2'], 'weights': [ { 'name': 'weight0', 'dtype': 'int32', 'shape': [7, 1] }, { 'name': 'weight1', 'dtype': 'float32', 'shape': [3, 2] } ] }]; return [4 /*yield*/, tf.io.loadWeights(manifest, './', ['weight0', 'weight1'])]; case 1: weights = _c.sent(); expect(tf.env().platform.fetch.calls.count()).toBe(3); weightNames = Object.keys(weights); expect(weightNames.length).toEqual(2); weight0 = weights['weight0']; _a = test_util_1.expectArraysClose; return [4 /*yield*/, weight0.data()]; case 2: _a.apply(void 0, [_c.sent(), [1, 2, 3, 4, 5, 10, 20]]); expect(weight0.shape).toEqual([7, 1]); expect(weight0.dtype).toEqual('int32'); weight1 = weights['weight1']; _b = test_util_1.expectArraysClose; return [4 /*yield*/, weight1.data()]; case 3: _b.apply(void 0, [_c.sent(), [3.0, 4.0, 5.0, 10, 20, 30]]); expect(weight1.shape).toEqual([3, 2]); expect(weight1.dtype).toEqual('float32'); return [2 /*return*/]; } }); }); }); it('2 group, 4 weights, fetches one group', function () { return __awaiter(_this, void 0, void 0, function () { var manifest, weights, weightNames, weight0, _a, weight1, _b; return __generator(this, function (_c) { switch (_c.label) { case 0: setupFakeWeightFiles({ './weightfile0': new Float32Array([1, 2, 3, 4, 5]), './weightfile1': new Float32Array([6, 7, 8, 9]) }); manifest = [ { 'paths': ['weightfile0'], 'weights': [ { 'name': 'weight0', 'dtype': 'float32', 'shape': [2] }, { 'name': 'weight1', 'dtype': 'float32', 'shape': [3] } ] }, { 'paths': ['weightfile1'], 'weights': [ { 'name': 'weight2', 'dtype': 'float32', 'shape': [3, 1] }, { 'name': 'weight3', 'dtype': 'float32', 'shape': [] } ] } ]; return [4 /*yield*/, tf.io.loadWeights(manifest, './', ['weight0', 'weight1'])]; case 1: weights = _c.sent(); // Only the first group should be fetched. expect(tf.env().platform.fetch.calls.count()).toBe(1); weightNames = Object.keys(weights); expect(weightNames.length).toEqual(2); weight0 = weights['weight0']; _a = test_util_1.expectArraysClose; return [4 /*yield*/, weight0.data()]; case 2: _a.apply(void 0, [_c.sent(), [1, 2]]); expect(weight0.shape).toEqual([2]); expect(weight0.dtype).toEqual('float32'); weight1 = weights['weight1']; _b = test_util_1.expectArraysClose; return [4 /*yield*/, weight1.data()]; case 3: _b.apply(void 0, [_c.sent(), [3, 4, 5]]); expect(weight1.shape).toEqual([3]); expect(weight1.dtype).toEqual('float32'); return [2 /*return*/]; } }); }); }); it('2 group, 4 weights, one weight from each group', function () { return __awaiter(_this, void 0, void 0, function () { var manifest, weights, weightNames, weight0, _a, weight2, _b; return __generator(this, function (_c) { switch (_c.label) { case 0: setupFakeWeightFiles({ './weightfile0': new Float32Array([1, 2, 3, 4, 5]), './weightfile1': new Float32Array([6, 7, 8, 9]) }); manifest = [ { 'paths': ['weightfile0'], 'weights': [ { 'name': 'weight0', 'dtype': 'float32', 'shape': [2] }, { 'name': 'weight1', 'dtype': 'float32', 'shape': [3] } ] }, { 'paths': ['weightfile1'], 'weights': [ { 'name': 'weight2', 'dtype': 'float32', 'shape': [3, 1] }, { 'name': 'weight3', 'dtype': 'float32', 'shape': [] } ] } ]; return [4 /*yield*/, tf.io.loadWeights(manifest, './', ['weight0', 'weight2'])]; case 1: weights = _c.sent(); // Both groups need to be fetched. expect(tf.env().platform.fetch.calls.count()).toBe(2); weightNames = Object.keys(weights); expect(weightNames.length).toEqual(2); weight0 = weights['weight0']; _a = test_util_1.expectArraysClose; return [4 /*yield*/, weight0.data()]; case 2: _a.apply(void 0, [_c.sent(), [1, 2]]); expect(weight0.shape).toEqual([2]); expect(weight0.dtype).toEqual('float32'); weight2 = weights['weight2']; _b = test_util_1.expectArraysClose; return [4 /*yield*/, weight2.data()]; case 3: _b.apply(void 0, [_c.sent(), [6, 7, 8]]); expect(weight2.shape).toEqual([3, 1]); expect(weight2.dtype).toEqual('float32'); return [2 /*return*/]; } }); }); }); it('2 group, 4 weights, dont specify weights fetchs all', function () { return __awaiter(_this, void 0, void 0, function () { var manifest, weights, weightNames, weight0, _a, weight1, _b, weight2, _c, weight3, _d; return __generator(this, function (_e) { switch (_e.label) { case 0: setupFakeWeightFiles({ './weightfile0': new Float32Array([1, 2, 3, 4, 5]), './weightfile1': new Float32Array([6, 7, 8, 9]) }); manifest = [ { 'paths': ['weightfile0'], 'weights': [ { 'name': 'weight0', 'dtype': 'float32', 'shape': [2] }, { 'name': 'weight1', 'dtype': 'float32', 'shape': [3] } ] }, { 'paths': ['weightfile1'], 'weights': [ { 'name': 'weight2', 'dtype': 'float32', 'shape': [3, 1] }, { 'name': 'weight3', 'dtype': 'float32', 'shape': [] } ] } ]; return [4 /*yield*/, tf.io.loadWeights(manifest, './')]; case 1: weights = _e.sent(); // Both groups need to be fetched. expect(tf.env().platform.fetch.calls.count()).toBe(2); weightNames = Object.keys(weights); expect(weightNames.length).toEqual(4); weight0 = weights['weight0']; _a = test_util_1.expectArraysClose; return [4 /*yield*/, weight0.data()]; case 2: _a.apply(void 0, [_e.sent(), [1, 2]]); expect(weight0.shape).toEqual([2]); expect(weight0.dtype).toEqual('float32'); weight1 = weights['weight1']; _b = test_util_1.expectArraysClose; return [4 /*yield*/, weight1.data()]; case 3: _b.apply(void 0, [_e.sent(), [3, 4, 5]]); expect(weight1.shape).toEqual([3]); expect(weight1.dtype).toEqual('float32'); weight2 = weights['weight2']; _c = test_util_1.expectArraysClose; return [4 /*yield*/, weight2.data()]; case 4: _c.apply(void 0, [_e.sent(), [6, 7, 8]]); expect(weight2.shape).toEqual([3, 1]); expect(weight2.dtype).toEqual('float32'); weight3 = weights['weight3']; _d = test_util_1.expectArraysClose; return [4 /*yield*/, weight3.data()]; case 5: _d.apply(void 0, [_e.sent(), [9]]); expect(weight3.shape).toEqual([]); expect(weight3.dtype).toEqual('float32'); return [2 /*return*/]; } }); }); }); it('throws if requested weight not found', function (done) { return __awaiter(_this, void 0, void 0, function () { var manifest, weightsNamesToFetch, e_1; return __generator(this, function (_a) { switch (_a.label) { case 0: setupFakeWeightFiles({ './weightfile0': new Float32Array([1, 2, 3]) }); manifest = [{ 'paths': ['weightfile0'], 'weights': [{ 'name': 'weight0', 'dtype': 'float32', 'shape': [3] }] }]; weightsNamesToFetch = ['doesntexist']; _a.label = 1; case 1: _a.trys.push([1, 3, , 4]); return [4 /*yield*/, tf.io.loadWeights(manifest, './', weightsNamesToFetch)]; case 2: _a.sent(); done.fail(); return [3 /*break*/, 4]; case 3: e_1 = _a.sent(); done(); return [3 /*break*/, 4]; case 4: return [2 /*return*/]; } }); }); }); it('throws if requested weight has unknown dtype', function (done) { return __awaiter(_this, void 0, void 0, function () { var manifest, weightsNamesToFetch, e_2; return __generator(this, function (_a) { switch (_a.label) { case 0: setupFakeWeightFiles({ './weightfile0': new Float32Array([1, 2, 3]) }); manifest = [{ 'paths': ['weightfile0'], 'weights': [{ 'name': 'weight0', // tslint:disable-next-line:no-any 'dtype': 'null', 'shape': [3] }] }]; weightsNamesToFetch = ['weight0']; _a.label = 1; case 1: _a.trys.push([1, 3, , 4]); return [4 /*yield*/, tf.io.loadWeights(manifest, './', weightsNamesToFetch)]; case 2: _a.sent(); done.fail(); return [3 /*break*/, 4]; case 3: e_2 = _a.sent(); done(); return [3 /*break*/, 4]; case 4: return [2 /*return*/]; } }); }); }); it('should use request option', function () { return __awaiter(_this, void 0, void 0, function () { var manifest, weightsNamesToFetch; return __generator(this, function (_a) { switch (_a.label) { case 0: setupFakeWeightFiles({ './weightfile0': new Float32Array([1, 2, 3]) }); manifest = [{ 'paths': ['weightfile0'], 'weights': [{ 'name': 'weight0', 'dtype': 'float32', 'shape': [3] }] }]; weightsNamesToFetch = ['weight0']; return [4 /*yield*/, tf.io.loadWeights(manifest, './', weightsNamesToFetch, { credentials: 'include' })]; case 1: _a.sent(); expect(tf.env().platform.fetch.calls.count()).toBe(1); expect(tf.env().platform.fetch) .toHaveBeenCalledWith('./weightfile0', { credentials: 'include' }, { isBinary: true }); return [2 /*return*/]; } }); }); }); var quantizationTest = function (quantizationDtype) { return __awaiter(_this, void 0, void 0, function () { var arrayType, manifest, weightsNamesToFetch, weights, weightNames, weight0, _a, weight1, _b; return __generator(this, function (_c) { switch (_c.label) { case 0: arrayType = quantizationDtype === 'uint8' ? Uint8Array : Uint16Array; setupFakeWeightFiles({ './weightfile0': new arrayType([0, 48, 255, 0, 48, 255]) }); manifest = [{ 'paths': ['weightfile0'], 'weights': [ { 'name': 'weight0', 'dtype': 'float32', 'shape': [3], 'quantization': { 'min': -1, 'scale': 0.1, 'dtype': quantizationDtype } }, { 'name': 'weight1', 'dtype': 'int32', 'shape': [3], 'quantization': { 'min': -1, 'scale': 0.1, 'dtype': quantizationDtype } } ] }]; weightsNamesToFetch = ['weight0', 'weight1']; return [4 /*yield*/, tf.io.loadWeights(manifest, './', weightsNamesToFetch)]; case 1: weights = _c.sent(); expect(tf.env().platform.fetch.calls.count()).toBe(1); weightNames = Object.keys(weights); expect(weightNames.length).toEqual(weightsNamesToFetch.length); weight0 = weights['weight0']; _a = test_util_1.expectArraysClose; return [4 /*yield*/, weight0.data()]; case 2: _a.apply(void 0, [_c.sent(), [-1, 3.8, 24.5]]); expect(weight0.shape).toEqual([3]); expect(weight0.dtype).toEqual('float32'); weight1 = weights['weight1']; _b = test_util_1.expectArraysEqual; return [4 /*yield*/, weight1.data()]; case 3: _b.apply(void 0, [_c.sent(), [-1, 4, 25]]); expect(weight1.shape).toEqual([3]); expect(weight1.dtype).toEqual('int32'); return [2 /*return*/]; } }); }); }; it('quantized weights (uint8)', function () { return __awaiter(_this, void 0, void 0, function () { return __generator(this, function (_a) { switch (_a.label) { case 0: return [4 /*yield*/, quantizationTest('uint8')]; case 1: _a.sent(); return [2 /*return*/]; } }); }); }); it('quantized weights (uint16)', function () { return __awaiter(_this, void 0, void 0, function () { return __generator(this, function (_a) { switch (_a.label) { case 0: return [4 /*yield*/, quantizationTest('uint16')]; case 1: _a.sent(); return [2 /*return*/]; } }); }); }); it('2 groups, 1 quantized, 1 unquantized', function () { return __awaiter(_this, void 0, void 0, function () { var manifest, weights, weightNames, weight0, _a, weight2, _b; return __generator(this, function (_c) { switch (_c.label) { case 0: setupFakeWeightFiles({ './weightfile0': new Uint8Array([0, 48, 255, 0, 48, 255]), './weightfile1': new Float32Array([6, 7, 8, 9]) }); manifest = [ { 'paths': ['weightfile0'], 'weights': [ { 'name': 'weight0', 'dtype': 'float32', 'shape': [3], 'quantization': { 'min': -1, 'scale': 0.1, 'dtype': 'uint8' } }, { 'name': 'weight1', 'dtype': 'int32', 'shape': [3], 'quantization': { 'min': -1, 'scale': 0.1, 'dtype': 'uint8' } } ] }, { 'paths': ['weightfile1'], 'weights': [ { 'name': 'weight2', 'dtype': 'float32', 'shape': [3, 1] }, { 'name': 'weight3', 'dtype': 'float32', 'shape': [] } ] } ]; return [4 /*yield*/, tf.io.loadWeights(manifest, './', ['weight0', 'weight2'])]; case 1: weights = _c.sent(); // Both groups need to be fetched. expect(tf.env().platform.fetch.calls.count()).toBe(2); weightNames = Object.keys(weights); expect(weightNames.length).toEqual(2); weight0 = weights['weight0']; _a = test_util_1.expectArraysClose; return [4 /*yield*/, weight0.data()]; case 2: _a.apply(void 0, [_c.sent(), [-1, 3.8, 24.5]]); expect(weight0.shape).toEqual([3]); expect(weight0.dtype).toEqual('float32'); weight2 = weights['weight2']; _b = test_util_1.expectArraysClose; return [4 /*yield*/, weight2.data()]; case 3: _b.apply(void 0, [_c.sent(), [6, 7, 8]]); expect(weight2.shape).toEqual([3, 1]); expect(weight2.dtype).toEqual('float32'); return [2 /*return*/]; } }); }); }); }); //# sourceMappingURL=weights_loader_test.js.map