/**
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* @license
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* Copyright 2020 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 { backend_util, Min, util } from '@tensorflow/tfjs-core';
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import { assertNotComplex } from '../cpu_util';
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import { reshape } from './Reshape';
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import { transpose } from './Transpose';
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export function min(args) {
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const { inputs, backend, attrs } = args;
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const { x } = inputs;
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const { axis, keepDims } = attrs;
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assertNotComplex(x, 'min');
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const origAxes = util.parseAxisParam(axis, x.shape);
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let axes = origAxes;
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const permutedAxes = backend_util.getAxesPermutation(axes, x.shape.length);
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let $x = x;
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if (permutedAxes != null) {
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$x = transpose({ inputs: { x }, backend, attrs: { perm: permutedAxes } });
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axes = backend_util.getInnerMostAxes(axes.length, x.shape.length);
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}
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backend_util.assertAxesAreInnerMostDims('min', axes, $x.shape.length);
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const [outShape, reduceShape] = backend_util.computeOutAndReduceShapes($x.shape, axes);
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const reduceSize = util.sizeFromShape(reduceShape);
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const vals = util.makeZerosTypedArray(util.sizeFromShape(outShape), $x.dtype);
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const aVals = backend.data.get($x.dataId).values;
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for (let i = 0; i < vals.length; ++i) {
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const offset = i * reduceSize;
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let min = aVals[offset];
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for (let j = 0; j < reduceSize; ++j) {
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const value = aVals[offset + j];
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if (Number.isNaN(value) ||
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value < min) { // comparison with NaN always return false
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min = value;
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}
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}
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vals[i] = min;
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}
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if (permutedAxes != null) {
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backend.disposeIntermediateTensorInfo($x);
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}
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const result = backend.makeTensorInfo(outShape, $x.dtype, vals);
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if (keepDims) {
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const expandedShape = backend_util.expandShapeToKeepDim(outShape, origAxes);
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const reshapedResult = reshape({ inputs: { x: result }, backend, attrs: { shape: expandedShape } });
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backend.disposeIntermediateTensorInfo(result);
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return reshapedResult;
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}
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return result;
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}
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export const minConfig = {
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kernelName: Min,
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backendName: 'cpu',
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kernelFunc: min
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};
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