@tensorflow/tfjs-core
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Hardware-accelerated JavaScript library for machine intelligence
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JavaScript
/**
* @license
* Copyright 2020 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 { Conv2DBackpropInput } from '../kernel_names';
import { conv2d } from '../ops/conv2d';
import { conv2DBackpropFilter } from '../ops/conv2d_backprop_filter';
export const conv2DBackpropInputGradConfig = {
kernelName: Conv2DBackpropInput,
inputsToSave: ['dy', 'filter'],
gradFunc: (ddx, saved, attrs) => {
const [dy, filter] = saved;
const { strides, pad, dataFormat, dimRoundingMode } = attrs;
return {
dy: () => conv2d(ddx, filter, strides, pad, dataFormat, 1 /* dilations */, dimRoundingMode),
filter: () => conv2DBackpropFilter(ddx, dy, filter.shape, strides, pad, dataFormat, dimRoundingMode)
};
}
};
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