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readers_test.ts
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/**
* @license
* Copyright 2019 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.
* =============================================================================
*/
import * as tfd from './readers';
import {describeAllEnvs, describeBrowserEnvs, describeNodeEnvs, replaceHTMLVideoElementSource, setupFakeVideoStream} from './util/test_utils';
describeAllEnvs('readers', () => {
it('generate dataset from function', async () => {
let i = -1;
const f = () =>
++i < 5 ? {value: i, done: false} : {value: null, done: true};
const ds = tfd.func(f);
const result = await ds.toArrayForTest();
expect(result).toEqual([0, 1, 2, 3, 4]);
});
it('generate dataset from JavaScript generator', async () => {
function* dataGenerator() {
const numElements = 5;
let index = 0;
while (index < numElements) {
const x = index;
index++;
yield x;
}
}
const ds = tfd.generator(dataGenerator);
const result = await ds.toArrayForTest();
expect(result).toEqual([0, 1, 2, 3, 4]);
});
it('generate multiple datasets from JavaScript generator', async () => {
function* dataGenerator() {
const numElements = 5;
let index = 0;
while (index < numElements) {
const x = index;
index++;
yield x;
}
}
const ds = tfd.generator(dataGenerator);
const result1 = await ds.toArrayForTest();
expect(result1).toEqual([0, 1, 2, 3, 4]);
const result2 = await ds.toArrayForTest();
expect(result2).toEqual([0, 1, 2, 3, 4]);
});
it('generate dataset from JavaScript iterator factory', async () => {
function makeIterator() {
let iterationCount = 0;
const iterator = {
next: () => {
let result;
if (iterationCount < 5) {
result = {value: iterationCount, done: false};
iterationCount++;
return result;
}
return {value: iterationCount, done: true};
}
};
return iterator;
}
const ds = tfd.generator(makeIterator);
const result = await ds.toArrayForTest();
expect(result).toEqual([0, 1, 2, 3, 4]);
});
it('generate multiple datasets from JavaScript iterator factory',
async () => {
function makeIterator() {
let iterationCount = 0;
const iterator = {
next: () => {
let result;
if (iterationCount < 5) {
result = {value: iterationCount, done: false};
iterationCount++;
return result;
}
return {value: iterationCount, done: true};
}
};
return iterator;
}
const ds = tfd.generator(makeIterator);
const result1 = await ds.toArrayForTest();
expect(result1).toEqual([0, 1, 2, 3, 4]);
const result2 = await ds.toArrayForTest();
expect(result2).toEqual([0, 1, 2, 3, 4]);
});
it('generate dataset from async iterator factory', async () => {
async function waitAndCreateCount() {
return new Promise(resolve => {
setTimeout(() => {
resolve(3);
}, 1000);
});
}
async function makeIterator() {
let iterationCount = (await waitAndCreateCount()) as number;
const iterator = {
next: () => {
let result;
if (iterationCount < 6) {
result = {value: iterationCount, done: false};
iterationCount++;
return result;
}
return {value: iterationCount, done: true};
}
};
return iterator;
}
const ds = tfd.generator(makeIterator);
const result = await ds.toArrayForTest();
expect(result).toEqual([3, 4, 5]);
});
});
describeBrowserEnvs('readers in browser', () => {
it('generate data from webcam with HTML element', async () => {
setupFakeVideoStream();
const videoElement = document.createElement('video');
videoElement.width = 160;
videoElement.height = 90;
const webcamIterator = await tfd.webcam(videoElement);
await replaceHTMLVideoElementSource(videoElement);
const result = await webcamIterator.next();
expect(result.done).toBeFalsy();
expect(result.value.shape).toEqual([90, 160, 3]);
});
it('generate data from webcam with no HTML element', async () => {
setupFakeVideoStream();
const webcamIterator =
await tfd.webcam(null, {resizeWidth: 300, resizeHeight: 150});
const result = await webcamIterator.next();
expect(result.done).toBeFalsy();
expect(result.value.shape).toEqual([150, 300, 3]);
});
it('generate data from webcam with HTML element and resize', async () => {
setupFakeVideoStream();
const videoElement = document.createElement('video');
videoElement.width = 300;
videoElement.height = 500;
const webcamIterator = await tfd.webcam(
videoElement, {resizeWidth: 100, resizeHeight: 200, centerCrop: true});
const result = await webcamIterator.next();
expect(result.done).toBeFalsy();
expect(result.value.shape).toEqual([200, 100, 3]);
});
});
describeNodeEnvs('readers in node', () => {
it('webcam only available in browser env', async done => {
try {
await tfd.webcam();
done.fail();
} catch (e) {
expect(e.message).toEqual(
'tf.data.webcam is only supported in browser environment.');
done();
}
});
it('microphone only available in browser env', async done => {
try {
await tfd.microphone();
done.fail();
} catch (e) {
expect(e.message).toEqual(
'microphone API is only supported in browser environment.');
done();
}
});
});