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104 lines
3.8 KiB
104 lines
3.8 KiB
4 months ago
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/*
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* Copyright (C) 2019 The Android Open Source Project
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*
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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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#define LOG_TAG "Operations"
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#include <algorithm>
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#include <cmath>
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#include <vector>
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#include "IndexedShapeWrapper.h"
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#include "OperationResolver.h"
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#include "OperationsUtils.h"
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#include "Tracing.h"
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namespace android {
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namespace nn {
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namespace elu {
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constexpr uint32_t kNumInputs = 2;
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constexpr uint32_t kInputTensor = 0;
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constexpr uint32_t kAlphaScalar = 1;
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constexpr uint32_t kNumOutputs = 1;
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constexpr uint32_t kOutputTensor = 0;
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namespace {
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template <typename T>
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bool eluFloat(const T* inputData, const Shape& inputShape, const T alpha, T* outputData,
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const Shape& outputShape) {
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NNTRACE_COMP("ELU");
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int numElements = getNumberOfElements(inputShape);
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for (int i = 0; i < numElements; ++i) {
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float x = static_cast<float>(inputData[i]);
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outputData[i] = static_cast<T>(std::max(0.f, x) + std::min(0.f, alpha * (std::exp(x) - 1)));
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}
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return true;
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}
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} // namespace
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Result<Version> validate(const IOperationValidationContext* context) {
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NN_RET_CHECK_EQ(context->getNumInputs(), kNumInputs);
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NN_RET_CHECK_EQ(context->getNumOutputs(), kNumOutputs);
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auto inputType = context->getInputType(kInputTensor);
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auto minSupportedVersion = Version::ANDROID_OC_MR1;
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if (inputType == OperandType::TENSOR_FLOAT16 || inputType == OperandType::TENSOR_FLOAT32) {
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minSupportedVersion = Version::ANDROID_R;
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} else {
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NN_RET_CHECK_FAIL() << "Unsupported tensor type for operation ELU";
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}
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auto scalarType =
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inputType == OperandType::TENSOR_FLOAT16 ? OperandType::FLOAT16 : OperandType::FLOAT32;
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NN_RET_CHECK(validateInputTypes(context, {inputType, scalarType}));
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NN_RET_CHECK(validateOutputTypes(context, {inputType}));
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return minSupportedVersion;
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}
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bool prepare(IOperationExecutionContext* context) {
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Shape inputShape = context->getInputShape(kInputTensor);
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return context->setOutputShape(kOutputTensor, inputShape);
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}
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bool execute(IOperationExecutionContext* context) {
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// Bypass execution in the case of zero-sized input.
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if (getNumberOfElements(context->getOutputShape(kOutputTensor)) == 0) return true;
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switch (context->getInputType(kInputTensor)) {
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case OperandType::TENSOR_FLOAT16:
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return eluFloat(context->getInputBuffer<_Float16>(kInputTensor),
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context->getInputShape(kInputTensor),
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context->getInputValue<_Float16>(kAlphaScalar),
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context->getOutputBuffer<_Float16>(kOutputTensor),
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context->getOutputShape(kOutputTensor));
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case OperandType::TENSOR_FLOAT32:
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return eluFloat(context->getInputBuffer<float>(kInputTensor),
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context->getInputShape(kInputTensor),
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context->getInputValue<float>(kAlphaScalar),
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context->getOutputBuffer<float>(kOutputTensor),
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context->getOutputShape(kOutputTensor));
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default:
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NN_RET_CHECK_FAIL() << "Unsupported tensor type for operation ELU";
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}
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}
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} // namespace elu
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NN_REGISTER_OPERATION(ELU, "ELU", elu::validate, elu::prepare, elu::execute);
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} // namespace nn
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} // namespace android
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