/**
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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 { elu } from '../kernels/Elu';
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import { identity } from '../kernels/Identity';
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import { leakyRelu } from '../kernels/LeakyRelu';
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import { prelu } from '../kernels/Prelu';
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import { relu } from '../kernels/Relu';
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import { relu6 } from '../kernels/Relu6';
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import { sigmoid } from '../kernels/Sigmoid';
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export function applyActivation(backend, x, activation, preluActivationWeights, leakyreluAlpha) {
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if (activation === 'linear') {
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return identity({ inputs: { x }, backend });
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}
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else if (activation === 'relu') {
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return relu({ inputs: { x }, backend });
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}
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else if (activation === 'elu') {
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return elu({ inputs: { x }, backend });
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}
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else if (activation === 'relu6') {
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return relu6({ inputs: { x }, backend });
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}
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else if (activation === 'prelu') {
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return prelu({ inputs: { x, alpha: preluActivationWeights }, backend });
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}
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else if (activation === 'leakyrelu') {
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return leakyRelu({ inputs: { x }, backend, attrs: { alpha: leakyreluAlpha } });
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}
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else if (activation === 'sigmoid') {
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return sigmoid({ inputs: { x }, backend });
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}
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throw new Error(`Activation ${activation} has not been implemented for the CPU backend.`);
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}
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