/**
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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 {env} from '../../../environment';
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import {FromPixels, FromPixelsAttrs, FromPixelsInputs} from '../../../kernel_names';
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import {KernelFunc, TensorInfo} from '../../../kernel_registry';
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import {KernelConfig} from '../../../kernel_registry';
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import {MathBackendWebGL} from '../backend_webgl';
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import {TextureUsage} from '../tex_util';
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import {FromPixelsProgram} from './FromPixels_utils/from_pixels_gpu';
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import {FromPixelsPackedProgram} from './FromPixels_utils/from_pixels_packed_gpu';
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export const fromPixelsConfig: KernelConfig = {
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kernelName: FromPixels,
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backendName: 'webgl',
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kernelFunc: fromPixels as {} as KernelFunc,
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};
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let fromPixels2DContext: CanvasRenderingContext2D;
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function fromPixels(args: {
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inputs: FromPixelsInputs,
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backend: MathBackendWebGL,
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attrs: FromPixelsAttrs
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}): TensorInfo {
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const {inputs, backend, attrs} = args;
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let {pixels} = inputs;
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const {numChannels} = attrs;
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const isVideo = typeof (HTMLVideoElement) !== 'undefined' &&
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pixels instanceof HTMLVideoElement;
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const isImage = typeof (HTMLImageElement) !== 'undefined' &&
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pixels instanceof HTMLImageElement;
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const [width, height] = isVideo ?
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[
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(pixels as HTMLVideoElement).videoWidth,
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(pixels as HTMLVideoElement).videoHeight
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] :
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[pixels.width, pixels.height];
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const texShape: [number, number] = [height, width];
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const outShape = [height, width, numChannels];
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if (isImage || isVideo) {
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if (fromPixels2DContext == null) {
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fromPixels2DContext = document.createElement('canvas').getContext('2d');
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}
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fromPixels2DContext.canvas.width = width;
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fromPixels2DContext.canvas.height = height;
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fromPixels2DContext.drawImage(
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pixels as HTMLVideoElement | HTMLImageElement, 0, 0, width, height);
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pixels = fromPixels2DContext.canvas;
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}
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const tempPixelHandle = backend.makeTensorInfo(texShape, 'int32');
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// This is a byte texture with pixels.
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backend.texData.get(tempPixelHandle.dataId).usage = TextureUsage.PIXELS;
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backend.gpgpu.uploadPixelDataToTexture(
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backend.getTexture(tempPixelHandle.dataId), pixels as ImageData);
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const program = env().getBool('WEBGL_PACK') ?
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new FromPixelsPackedProgram(outShape) :
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new FromPixelsProgram(outShape);
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const res = backend.runWebGLProgram(program, [tempPixelHandle], 'int32');
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backend.disposeData(tempPixelHandle.dataId);
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return res;
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}
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