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chenyc

2025-02-12 ea42ff3ebee1eeb3fb29423aa848a249441db81c

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/**
 * @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 { Mean } from '../kernel_names';
import { computeOutAndReduceShapes } from '../ops/axis_util';
import { div } from '../ops/div';
import { mul } from '../ops/mul';
import { ones } from '../ops/ones';
import { reshape } from '../ops/reshape';
import * as util from '../util';
export const meanGradConfig = {
    kernelName: Mean,
    inputsToSave: ['x'],
    gradFunc: (dy, saved, attrs) => {
        const [x] = saved;
        const { axis } = attrs;
        const axes = util.parseAxisParam(axis, x.shape);
        const shapes = computeOutAndReduceShapes(x.shape, axes);
        const reduceShape = shapes[1];
        const reduceSize = util.sizeFromShape(reduceShape);
        const derX = () => {
            const expandedDyShape = x.shape.slice();
            axes.forEach(axis => {
                expandedDyShape[axis] = 1;
            });
            const expandedDy = reshape(dy, expandedDyShape);
            const res = div(mul(expandedDy, ones(x.shape, 'float32')), reduceSize);
            return res;
        };
        return { x: derX };
    }
};
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