/**
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* @license
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* Copyright 2019 Google LLC. All Rights Reserved.
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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* =============================================================================
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*/
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import * as tf from './index';
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import { ALL_ENVS, describeWithFlags } from './jasmine_util';
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import { expectArraysClose } from './test_util';
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describeWithFlags('kernel_registry', ALL_ENVS, (testEnv) => {
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afterEach(async () => {
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// Revert backend mutation.
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await tf.setBackend(testEnv.backendName);
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});
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it('register a kernel and call it', () => {
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// Make sure the backend is loaded. Perhaps tf.getBackend
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// should call tf.backend to make sure the backend is loaded?
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expect(tf.backend()).toBeDefined();
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let called = false;
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tf.registerKernel({
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kernelName: 'MyKernel',
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backendName: tf.getBackend(),
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kernelFunc: ({ inputs, attrs }) => {
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expect(attrs.a).toBe(5);
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expect(inputs.x.shape).toEqual([2, 2]);
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expect(inputs.x.dtype).toBe('float32');
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called = true;
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return { dtype: 'float32', shape: [3, 3], dataId: {} };
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}
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});
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const inputs = { x: tf.zeros([2, 2]) };
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const attrs = { a: 5 };
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const res = tf.engine().runKernel('MyKernel', inputs, attrs);
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expect(called).toBe(true);
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expect(res.dtype).toBe('float32');
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expect(res.shape).toEqual([3, 3]);
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tf.unregisterKernel('MyKernel', tf.getBackend());
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});
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it('errors when running non-existent kernel', () => {
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const inputs = {};
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const attrs = {};
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expect(() => tf.engine().runKernel('DoesNotExist', inputs, attrs))
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.toThrowError();
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});
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// TODO (yassogba) double registration happens now because a backend might be
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// imported more than once (e.g. by a top level package and a dependent
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// package). We may want to remove this test long-term but skip it for
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// now.
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// tslint:disable-next-line: ban
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xit('errors when registering the same kernel twice', () => {
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tf.registerBackend('backend1', () => {
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return {
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id: 1,
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dispose: () => null,
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disposeData: (dataId) => null,
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numDataIds: () => 0
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};
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});
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tf.registerKernel({
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kernelName: 'MyKernel',
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backendName: 'backend1',
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kernelFunc: () => {
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return null;
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}
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});
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expect(() => tf.registerKernel({
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kernelName: 'MyKernel',
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backendName: 'backend1',
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kernelFunc: () => {
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return null;
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}
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})).toThrowError();
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tf.unregisterKernel('MyKernel', 'backend1');
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tf.removeBackend('backend1');
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});
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it('register same kernel on two different backends', async () => {
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tf.registerBackend('backend1', () => {
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return {
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id: 1,
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dispose: () => null,
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disposeData: (dataId) => true,
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numDataIds: () => 0
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};
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});
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tf.registerBackend('backend2', () => {
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return {
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id: 2,
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dispose: () => null,
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disposeData: (dataId) => null,
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numDataIds: () => 0
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};
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});
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let lastStorageId = -1;
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const kernelFunc = ({ backend }) => {
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lastStorageId = backend.id;
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return { dataId: {}, shape: [], dtype: 'float32' };
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};
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tf.registerKernel({ kernelName: 'MyKernel', backendName: 'backend1', kernelFunc });
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tf.registerKernel({ kernelName: 'MyKernel', backendName: 'backend2', kernelFunc });
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// No kernel has been executed yet.
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expect(lastStorageId).toBe(-1);
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// Kernel was executed on the first backend.
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await tf.setBackend('backend1');
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tf.engine().runKernel('MyKernel', {}, {});
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expect(lastStorageId).toBe(1);
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// Kernel was executed on the second backend.
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await tf.setBackend('backend2');
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tf.engine().runKernel('MyKernel', {}, {});
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expect(lastStorageId).toBe(2);
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tf.removeBackend('backend1');
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tf.removeBackend('backend2');
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tf.unregisterKernel('MyKernel', 'backend1');
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tf.unregisterKernel('MyKernel', 'backend2');
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});
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it('register kernel with setup and dispose functions', async () => {
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const backendName = 'custom-backend';
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const kernelName = 'MyKernel';
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const customBackend = {
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dispose: () => null,
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disposeData: (dataId) => true,
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numDataIds: () => 0
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};
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tf.registerBackend(backendName, () => customBackend);
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const kernelFunc = () => {
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return { dataId: {}, shape: [], dtype: 'float32' };
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};
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let setupCalled = false;
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const setupFunc = (backend) => {
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expect(backend).toBe(customBackend);
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setupCalled = true;
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};
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let disposeCalled = false;
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const disposeFunc = (backend) => {
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expect(backend).toBe(customBackend);
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disposeCalled = true;
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};
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tf.registerKernel({ kernelName, backendName, kernelFunc, setupFunc, disposeFunc });
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expect(setupCalled).toBe(false);
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expect(disposeCalled).toBe(false);
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await tf.setBackend(backendName);
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expect(setupCalled).toBe(true);
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expect(disposeCalled).toBe(false);
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// Kernel was executed on the first backend.
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tf.engine().runKernel(kernelName, {}, {});
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tf.removeBackend(backendName);
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expect(setupCalled).toBe(true);
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expect(disposeCalled).toBe(true);
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tf.unregisterKernel(kernelName, backendName);
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});
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});
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describeWithFlags('gradient registry', ALL_ENVS, () => {
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it('register a kernel with gradient and call it', async () => {
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let kernelWasCalled = false;
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let gradientWasCalled = false;
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const kernelName = 'MyKernel';
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const x = tf.zeros([2, 2]);
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tf.registerKernel({
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kernelName,
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backendName: tf.getBackend(),
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kernelFunc: () => {
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kernelWasCalled = true;
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return { dtype: 'float32', shape: [3, 3], dataId: {} };
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}
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});
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tf.registerGradient({
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kernelName,
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inputsToSave: ['x'],
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gradFunc: (dy, saved) => {
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// Make sure saved input (x) was passed to the gradient function.
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expect(saved[0].dataId).toEqual(x.dataId);
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// Make sure dy matches the shape of the output.
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expect(dy.shape).toEqual([3, 3]);
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gradientWasCalled = true;
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return { x: () => tf.fill([2, 2], 3) };
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},
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});
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const gradFunc = tf.grad(x => tf.engine().runKernel(kernelName, { x }, {} /* attrs */));
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const dx = gradFunc(x);
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expect(kernelWasCalled).toBe(true);
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expect(gradientWasCalled).toBe(true);
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expect(dx.dtype).toBe('float32');
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expect(dx.shape).toEqual([2, 2]);
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expectArraysClose(await dx.data(), [3, 3, 3, 3]);
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tf.unregisterKernel(kernelName, tf.getBackend());
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tf.unregisterGradient(kernelName);
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});
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it('register a kernel with gradient that specifies outputsToSave and call it', async () => {
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let kernelWasCalled = false;
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let gradientWasCalled = false;
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const kernelName = 'MyKernel';
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const tensor = tf.zeros([3, 3], 'float32');
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const forwardReturnDataId = tensor.dataId;
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tf.registerKernel({
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kernelName,
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backendName: tf.getBackend(),
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kernelFunc: () => {
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kernelWasCalled = true;
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return {
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dtype: tensor.dtype,
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shape: tensor.shape,
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dataId: forwardReturnDataId
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};
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}
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});
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tf.registerGradient({
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kernelName,
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outputsToSave: [true],
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gradFunc: (dy, saved) => {
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// Make sure saved output was passed to the gradient function.
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expect(saved[0].dataId).toEqual(forwardReturnDataId);
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// Make sure dy matches the shape of the output.
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expect(dy.shape).toEqual([3, 3]);
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gradientWasCalled = true;
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return { x: () => tf.fill([2, 2], 3) };
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},
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});
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const gradFunc = tf.grad(x => tf.engine().runKernel(kernelName, { x }, {} /* attrs */));
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const x = tf.zeros([2, 2]);
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const dx = gradFunc(x);
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expect(kernelWasCalled).toBe(true);
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expect(gradientWasCalled).toBe(true);
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expect(dx.dtype).toBe('float32');
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expect(dx.shape).toEqual([2, 2]);
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tf.unregisterKernel(kernelName, tf.getBackend());
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tf.unregisterGradient(kernelName);
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});
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it('register a kernel with array inputs and saveAllInputs true', async () => {
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let kernelWasCalled = false;
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let gradientWasCalled = false;
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const kernelName = 'MyKernel';
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const x = [tf.zeros([2, 2]), tf.zeros([2, 2])];
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const forwardReturnDataId = {};
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tf.registerKernel({
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kernelName,
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backendName: tf.getBackend(),
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kernelFunc: () => {
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kernelWasCalled = true;
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return { dtype: 'float32', shape: [3, 3], dataId: forwardReturnDataId };
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}
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});
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tf.registerGradient({
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kernelName,
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saveAllInputs: true,
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gradFunc: (dy, saved) => {
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// Make sure saved input (x) was passed to the gradient function.
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const [$x0, $x1] = x;
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expect(saved.length).toEqual(x.length);
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expect($x0.dataId).toEqual(x[0].dataId);
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expect($x1.dataId).toEqual(x[1].dataId);
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gradientWasCalled = true;
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return { 0: () => tf.fill([2, 2], 3), 1: () => tf.fill([2, 2], 3) };
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}
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});
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// Inputs as array.
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const z = (...x) =>
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// tslint:disable-next-line: no-unnecessary-type-assertion
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tf.engine().runKernel(kernelName, x, {} /* attrs */);
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const gradFunc = tf.grads(z);
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const dx = gradFunc(x);
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expect(kernelWasCalled).toBe(true);
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expect(gradientWasCalled).toBe(true);
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expect(dx.length).toEqual(2);
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expect(dx[0].dtype).toBe('float32');
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expect(dx[0].shape).toEqual([2, 2]);
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expect(dx[1].dtype).toBe('float32');
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expect(dx[1].shape).toEqual([2, 2]);
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expectArraysClose(await dx[0].data(), [3, 3, 3, 3]);
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expectArraysClose(await dx[1].data(), [3, 3, 3, 3]);
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tf.unregisterKernel(kernelName, tf.getBackend());
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tf.unregisterGradient(kernelName);
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});
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it('register a kernel with map inputs and saveAllInputs true should throw ' +
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'error', async () => {
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const kernelName = 'MyKernel';
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const x0 = tf.zeros([2, 2]);
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const x1 = tf.zeros([2, 2]);
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const forwardReturnDataId = {};
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tf.registerKernel({
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kernelName,
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backendName: tf.getBackend(),
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kernelFunc: () => {
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return {
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dtype: 'float32',
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shape: [3, 3],
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dataId: forwardReturnDataId
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};
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}
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});
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tf.registerGradient({
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kernelName,
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saveAllInputs: true,
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gradFunc: (dy, saved) => {
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// Make sure saved input (x) was passed to the gradient function.
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const [$x0, $x1] = saved;
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expect($x0.dataId).toEqual(x0.dataId);
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expect($x1.dataId).toEqual(x1.dataId);
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return { x0: () => tf.fill([2, 2], 3), x1: () => tf.fill([2, 2], 3) };
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}
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});
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// Inputs as map.
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const z = (x0, x1) =>
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// tslint:disable-next-line: no-unnecessary-type-assertion
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tf.engine().runKernel(kernelName, { x0, x1 }, {} /* attrs */);
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const gradFunc = tf.grads(z);
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expect(() => gradFunc([x0, x1]))
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.toThrowError(/saveAllInputs is true, expected inputs to be an array/);
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tf.unregisterKernel(kernelName, tf.getBackend());
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tf.unregisterGradient(kernelName);
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});
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it('errors when running non-existent gradient', () => {
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const kernelName = 'MyKernel';
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const x = tf.zeros([2, 2]);
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tf.registerKernel({
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kernelName,
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backendName: tf.getBackend(),
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kernelFunc: () => ({ dtype: 'float32', shape: [3, 3], dataId: {} })
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});
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const gradFunc = tf.grad(x => tf.engine().runKernel(kernelName, { x }, {} /* attrs */));
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expect(() => gradFunc(x))
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.toThrowError(/gradient function not found for MyKernel/);
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tf.unregisterKernel(kernelName, tf.getBackend());
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});
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// tslint:disable-next-line: ban
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xit('warning when registering the same gradient twice', () => {
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const kernelName = 'MyKernel';
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tf.registerGradient({ kernelName, gradFunc: () => null });
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spyOn(console, 'warn').and.callFake((msg) => {
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expect(msg).toBe('Overriding the gradient for \'MyKernel\'');
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});
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tf.registerGradient({ kernelName, gradFunc: () => null });
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tf.unregisterGradient(kernelName);
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});
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});
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//# 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* @license\n * Copyright 2019 Google LLC. All Rights Reserved.\n * Licensed under the Apache License, Version 2.0 (the \"License\");\n * you may not use this file except in compliance with the License.\n * You may obtain a copy of the License at\n *\n * http://www.apache.org/licenses/LICENSE-2.0\n *\n * Unless required by applicable law or agreed to in writing, software\n * distributed under the License is distributed on an \"AS IS\" BASIS,\n * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n * See the License for the specific language governing permissions and\n * limitations under the License.\n * =============================================================================\n */\n\nimport * as tf from './index';\nimport {KernelBackend} from './index';\nimport {ALL_ENVS, describeWithFlags, TestEnv} from './jasmine_util';\nimport { KernelFunc } from './kernel_registry';\nimport { TensorInfo } from './tensor_info';\nimport {expectArraysClose} from './test_util';\n\ndescribeWithFlags('kernel_registry', ALL_ENVS, (testEnv: TestEnv) => {\n  afterEach(async () => {\n    // Revert backend mutation.\n    await tf.setBackend(testEnv.backendName);\n  });\n\n  it('register a kernel and call it', () => {\n    // Make sure the backend is loaded. Perhaps tf.getBackend\n    // should call tf.backend to make sure the backend is loaded?\n    expect(tf.backend()).toBeDefined();\n    let called = false;\n    tf.registerKernel({\n      kernelName: 'MyKernel',\n      backendName: tf.getBackend(),\n      kernelFunc: ({inputs, attrs}) => {\n        expect(attrs.a).toBe(5);\n        expect(inputs.x.shape).toEqual([2, 2]);\n        expect(inputs.x.dtype).toBe('float32');\n        called = true;\n        return {dtype: 'float32', shape: [3, 3], dataId: {}};\n      }\n    });\n\n    const inputs = {x: tf.zeros([2, 2])};\n    const attrs = {a: 5};\n    const res = tf.engine().runKernel('MyKernel', inputs, attrs) as TensorInfo;\n\n    expect(called).toBe(true);\n    expect(res.dtype).toBe('float32');\n    expect(res.shape).toEqual([3, 3]);\n\n    tf.unregisterKernel('MyKernel', tf.getBackend());\n  });\n\n  it('errors when running non-existent kernel', () => {\n    const inputs = {};\n    const attrs = {};\n    expect(() => tf.engine().runKernel('DoesNotExist', inputs, attrs))\n        .toThrowError();\n  });\n\n  // TODO (yassogba) double registration happens now because a backend might be\n  // imported more than once (e.g. by a top level package and a dependent\n  // package). We may want to remove this test long-term but skip it for\n  // now.\n  // tslint:disable-next-line: ban\n  xit('errors when registering the same kernel twice', () => {\n    interface TestBackend extends KernelBackend {\n      id: number;\n    }\n    tf.registerBackend('backend1', () => {\n      return {\n        id: 1,\n        dispose: () => null,\n        disposeData: (dataId: {}) => null,\n        numDataIds: () => 0\n      } as TestBackend;\n    });\n\n    tf.registerKernel({\n      kernelName: 'MyKernel',\n      backendName: 'backend1',\n      kernelFunc: () => {\n        return null;\n      }\n    });\n    expect(() => tf.registerKernel({\n      kernelName: 'MyKernel',\n      backendName: 'backend1',\n      kernelFunc: () => {\n        return null;\n      }\n    })).toThrowError();\n\n    tf.unregisterKernel('MyKernel', 'backend1');\n    tf.removeBackend('backend1');\n  });\n\n  it('register same kernel on two different backends', async () => {\n    interface TestBackend extends KernelBackend {\n      id: number;\n    }\n    tf.registerBackend('backend1', () => {\n      return {\n        id: 1,\n        dispose: () => null,\n        disposeData: (dataId: {}) => true,\n        numDataIds: () => 0\n      } as TestBackend;\n    });\n    tf.registerBackend('backend2', () => {\n      return {\n        id: 2,\n        dispose: () => null,\n        disposeData: (dataId: {}) => null,\n        numDataIds: () => 0\n      } as TestBackend;\n    });\n\n    let lastStorageId = -1;\n    const kernelFunc: KernelFunc = ({backend}) => {\n      lastStorageId = (backend as TestBackend).id;\n      return {dataId: {}, shape: [], dtype: 'float32'};\n    };\n    tf.registerKernel(\n        {kernelName: 'MyKernel', backendName: 'backend1', kernelFunc});\n    tf.registerKernel(\n        {kernelName: 'MyKernel', backendName: 'backend2', kernelFunc});\n\n    // No kernel has been executed yet.\n    expect(lastStorageId).toBe(-1);\n\n    // Kernel was executed on the first backend.\n    await tf.setBackend('backend1');\n    tf.engine().runKernel('MyKernel', {}, {});\n    expect(lastStorageId).toBe(1);\n\n    // Kernel was executed on the second backend.\n    await tf.setBackend('backend2');\n    tf.engine().runKernel('MyKernel', {}, {});\n    expect(lastStorageId).toBe(2);\n\n    tf.removeBackend('backend1');\n    tf.removeBackend('backend2');\n    tf.unregisterKernel('MyKernel', 'backend1');\n    tf.unregisterKernel('MyKernel', 'backend2');\n  });\n\n  it('register kernel with setup and dispose functions', async () => {\n    const backendName = 'custom-backend';\n    const kernelName = 'MyKernel';\n    interface TestBackend extends KernelBackend {}\n    const customBackend = {\n      dispose: () => null,\n      disposeData: (dataId: {}) => true,\n      numDataIds: () => 0\n    } as TestBackend;\n    tf.registerBackend(backendName, () => customBackend);\n\n    const kernelFunc: KernelFunc = () => {\n      return {dataId: {}, shape: [], dtype: 'float32'};\n    };\n    let setupCalled = false;\n    const setupFunc = (backend: KernelBackend) => {\n      expect(backend).toBe(customBackend);\n      setupCalled = true;\n    };\n    let disposeCalled = false;\n    const disposeFunc = (backend: KernelBackend) => {\n      expect(backend).toBe(customBackend);\n      disposeCalled = true;\n    };\n    tf.registerKernel(\n        {kernelName, backendName, kernelFunc, setupFunc, disposeFunc});\n\n    expect(setupCalled).toBe(false);\n    expect(disposeCalled).toBe(false);\n\n    await tf.setBackend(backendName);\n    expect(setupCalled).toBe(true);\n    expect(disposeCalled).toBe(false);\n\n    // Kernel was executed on the first backend.\n    tf.engine().runKernel(kernelName, {}, {});\n\n    tf.removeBackend(backendName);\n    expect(setupCalled).toBe(true);\n    expect(disposeCalled).toBe(true);\n\n    tf.unregisterKernel(kernelName, backendName);\n  });\n});\n\ndescribeWithFlags('gradient registry', ALL_ENVS, () => {\n  it('register a kernel with gradient and call it', async () => {\n    let kernelWasCalled = false;\n    let gradientWasCalled = false;\n    const kernelName = 'MyKernel';\n    const x = tf.zeros([2, 2]);\n\n    tf.registerKernel({\n      kernelName,\n      backendName: tf.getBackend(),\n      kernelFunc: () => {\n        kernelWasCalled = true;\n        return {dtype: 'float32', shape: [3, 3], dataId: {}};\n      }\n    });\n\n    tf.registerGradient({\n      kernelName,\n      inputsToSave: ['x'],\n      gradFunc: (dy: tf.Tensor, saved) => {\n        // Make sure saved input (x) was passed to the gradient function.\n        expect(saved[0].dataId).toEqual(x.dataId);\n        // Make sure dy matches the shape of the output.\n        expect(dy.shape).toEqual([3, 3]);\n        gradientWasCalled = true;\n        return {x: () => tf.fill([2, 2], 3)};\n      },\n    });\n\n    const gradFunc =\n        tf.grad(x => tf.engine().runKernel(kernelName, {x}, {} /* attrs */));\n    const dx = gradFunc(x);\n    expect(kernelWasCalled).toBe(true);\n    expect(gradientWasCalled).toBe(true);\n    expect(dx.dtype).toBe('float32');\n    expect(dx.shape).toEqual([2, 2]);\n    expectArraysClose(await dx.data(), [3, 3, 3, 3]);\n    tf.unregisterKernel(kernelName, tf.getBackend());\n    tf.unregisterGradient(kernelName);\n  });\n\n  it('register a kernel with gradient that specifies outputsToSave and call it',\n     async () => {\n       let kernelWasCalled = false;\n       let gradientWasCalled = false;\n       const kernelName = 'MyKernel';\n\n       const tensor = tf.zeros([3, 3], 'float32');\n       const forwardReturnDataId = tensor.dataId;\n       tf.registerKernel({\n         kernelName,\n         backendName: tf.getBackend(),\n         kernelFunc: () => {\n           kernelWasCalled = true;\n           return {\n             dtype: tensor.dtype,\n             shape: tensor.shape,\n             dataId: forwardReturnDataId\n           };\n         }\n       });\n\n       tf.registerGradient({\n         kernelName,\n         outputsToSave: [true],\n         gradFunc: (dy: tf.Tensor, saved) => {\n           // Make sure saved output was passed to the gradient function.\n           expect(saved[0].dataId).toEqual(forwardReturnDataId);\n           // Make sure dy matches the shape of the output.\n           expect(dy.shape).toEqual([3, 3]);\n           gradientWasCalled = true;\n           return {x: () => tf.fill([2, 2], 3)};\n         },\n       });\n\n       const gradFunc = tf.grad(\n           x => tf.engine().runKernel(\n               kernelName, {x}, {} /* attrs */\n               ));\n       const x = tf.zeros([2, 2]);\n       const dx = gradFunc(x);\n       expect(kernelWasCalled).toBe(true);\n       expect(gradientWasCalled).toBe(true);\n       expect(dx.dtype).toBe('float32');\n       expect(dx.shape).toEqual([2, 2]);\n       tf.unregisterKernel(kernelName, tf.getBackend());\n       tf.unregisterGradient(kernelName);\n     });\n\n  it('register a kernel with array inputs and saveAllInputs true', async () => {\n    let kernelWasCalled = false;\n    let gradientWasCalled = false;\n    const kernelName = 'MyKernel';\n    const x = [tf.zeros([2, 2]), tf.zeros([2, 2])];\n\n    const forwardReturnDataId = {};\n    tf.registerKernel({\n      kernelName,\n      backendName: tf.getBackend(),\n      kernelFunc: () => {\n        kernelWasCalled = true;\n        return {dtype: 'float32', shape: [3, 3], dataId: forwardReturnDataId};\n      }\n    });\n\n    tf.registerGradient({\n      kernelName,\n      saveAllInputs: true,\n      gradFunc: (dy: tf.Tensor, saved) => {\n        // Make sure saved input (x) was passed to the gradient function.\n        const [$x0, $x1] = x;\n        expect(saved.length).toEqual(x.length);\n        expect($x0.dataId).toEqual(x[0].dataId);\n        expect($x1.dataId).toEqual(x[1].dataId);\n        gradientWasCalled = true;\n        return {0: () => tf.fill([2, 2], 3), 1: () => tf.fill([2, 2], 3)};\n      }\n    });\n\n    // Inputs as array.\n    const z = (...x: tf.Tensor[]) =>\n        // tslint:disable-next-line: no-unnecessary-type-assertion\n        tf.engine().runKernel(\n            kernelName, x as unknown as tf.NamedTensorMap, {} /* attrs */) as\n        tf.Tensor;\n    const gradFunc = tf.grads(z);\n    const dx = gradFunc(x);\n    expect(kernelWasCalled).toBe(true);\n    expect(gradientWasCalled).toBe(true);\n    expect(dx.length).toEqual(2);\n    expect(dx[0].dtype).toBe('float32');\n    expect(dx[0].shape).toEqual([2, 2]);\n    expect(dx[1].dtype).toBe('float32');\n    expect(dx[1].shape).toEqual([2, 2]);\n    expectArraysClose(await dx[0].data(), [3, 3, 3, 3]);\n    expectArraysClose(await dx[1].data(), [3, 3, 3, 3]);\n    tf.unregisterKernel(kernelName, tf.getBackend());\n    tf.unregisterGradient(kernelName);\n  });\n\n  it('register a kernel with map inputs and saveAllInputs true should throw ' +\n         'error',\n     async () => {\n       const kernelName = 'MyKernel';\n       const x0 = tf.zeros([2, 2]);\n       const x1 = tf.zeros([2, 2]);\n\n       const forwardReturnDataId = {};\n       tf.registerKernel({\n         kernelName,\n         backendName: tf.getBackend(),\n         kernelFunc: () => {\n           return {\n             dtype: 'float32',\n             shape: [3, 3],\n             dataId: forwardReturnDataId\n           };\n         }\n       });\n\n       tf.registerGradient({\n         kernelName,\n         saveAllInputs: true,\n         gradFunc: (dy: tf.Tensor, saved) => {\n           // Make sure saved input (x) was passed to the gradient function.\n           const [$x0, $x1] = saved;\n           expect($x0.dataId).toEqual(x0.dataId);\n           expect($x1.dataId).toEqual(x1.dataId);\n           return {x0: () => tf.fill([2, 2], 3), x1: () => tf.fill([2, 2], 3)};\n         }\n       });\n\n       // Inputs as map.\n       const z = (x0: tf.Tensor, x1: tf.Tensor) =>\n           // tslint:disable-next-line: no-unnecessary-type-assertion\n           tf.engine().runKernel(kernelName, {x0, x1}, {} /* attrs */) as\n           tf.Tensor;\n       const gradFunc = tf.grads(z);\n       expect(() => gradFunc([x0, x1]))\n           .toThrowError(\n               /saveAllInputs is true, expected inputs to be an array/);\n       tf.unregisterKernel(kernelName, tf.getBackend());\n       tf.unregisterGradient(kernelName);\n     });\n\n  it('errors when running non-existent gradient', () => {\n    const kernelName = 'MyKernel';\n    const x = tf.zeros([2, 2]);\n\n    tf.registerKernel({\n      kernelName,\n      backendName: tf.getBackend(),\n      kernelFunc: () => ({dtype: 'float32', shape: [3, 3], dataId: {}})\n    });\n\n    const gradFunc =\n        tf.grad(x => tf.engine().runKernel(kernelName, {x}, {} /* attrs */));\n    expect(() => gradFunc(x))\n        .toThrowError(/gradient function not found for MyKernel/);\n\n    tf.unregisterKernel(kernelName, tf.getBackend());\n  });\n\n  // tslint:disable-next-line: ban\n  xit('warning when registering the same gradient twice', () => {\n    const kernelName = 'MyKernel';\n    tf.registerGradient({kernelName, gradFunc: () => null});\n    spyOn(console, 'warn').and.callFake((msg: string) => {\n      expect(msg).toBe('Overriding the gradient for \\'MyKernel\\'');\n    });\n    tf.registerGradient({kernelName, gradFunc: () => null});\n    tf.unregisterGradient(kernelName);\n  });\n});\n"]}
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