83 lines
3.5 KiB
C++
83 lines
3.5 KiB
C++
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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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#include "fuzzing/operation_signatures/OperationSignatureUtils.h"
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using namespace std::placeholders;
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namespace android {
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namespace nn {
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namespace fuzzing_test {
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static void fullyConnectedConstructor(TestOperandType, uint32_t rank, TestHalVersion ver,
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RandomOperation* op) {
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// Inputs, flattened to [batch_size, input_size]
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op->inputs[0]->dimensions.resize(rank);
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RandomVariable numElements = 1;
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for (uint32_t i = 0; i < rank; i++) {
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op->inputs[0]->dimensions[i] = RandomVariableType::FREE;
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numElements = numElements * op->inputs[0]->dimensions[i];
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}
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// Weights, [num_units, input_size]
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op->inputs[1]->dimensions = {RandomVariableType::FREE, RandomVariableType::FREE};
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// Bias, [num_units]
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op->inputs[2]->dimensions = {op->inputs[1]->dimensions[0]};
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// Output, [batch_size, num_units]
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op->outputs[0]->dimensions = {numElements.exactDiv(op->inputs[1]->dimensions[1]),
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op->inputs[1]->dimensions[0]};
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setConvFCScale(/*applyOutputScaleBound=*/ver == TestHalVersion::V1_0, op);
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}
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DEFINE_OPERATION_SIGNATURE(signature_FULLY_CONNECTED_V1_0){
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.opType = TestOperationType::FULLY_CONNECTED,
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.supportedDataTypes = {TestOperandType::TENSOR_FLOAT32,
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TestOperandType::TENSOR_QUANT8_ASYMM},
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.supportedRanks = {2, 3, 4},
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.version = TestHalVersion::V1_0,
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.inputs = {INPUT_DEFAULT, INPUT_DEFAULT, INPUT_BIAS,
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PARAMETER_CHOICE(TestOperandType::INT32, 0, 1, 2, 3)},
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.outputs = {OUTPUT_DEFAULT},
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.constructor = std::bind(fullyConnectedConstructor, _1, _2, TestHalVersion::V1_0, _3)};
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DEFINE_OPERATION_SIGNATURE(signature_FULLY_CONNECTED_V1_2){
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.opType = TestOperationType::FULLY_CONNECTED,
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.supportedDataTypes = {TestOperandType::TENSOR_QUANT8_ASYMM,
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TestOperandType::TENSOR_FLOAT16},
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.supportedRanks = {2, 3, 4},
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.version = TestHalVersion::V1_2,
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.inputs = {INPUT_DEFAULT, INPUT_DEFAULT, INPUT_BIAS,
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PARAMETER_CHOICE(TestOperandType::INT32, 0, 1, 2, 3)},
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.outputs = {OUTPUT_DEFAULT},
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.constructor = std::bind(fullyConnectedConstructor, _1, _2, TestHalVersion::V1_2, _3)};
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DEFINE_OPERATION_SIGNATURE(signature_FULLY_CONNECTED_V1_3){
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.opType = TestOperationType::FULLY_CONNECTED,
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.supportedDataTypes = {TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED},
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.supportedRanks = {2, 3, 4},
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.version = TestHalVersion::V1_3,
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.inputs = {INPUT_DEFAULT, INPUT_DEFAULT, INPUT_BIAS,
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PARAMETER_CHOICE(TestOperandType::INT32, 0, 1, 2, 3)},
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.outputs = {OUTPUT_DEFAULT},
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.constructor = std::bind(fullyConnectedConstructor, _1, _2, TestHalVersion::V1_3, _3)};
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} // namespace fuzzing_test
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} // namespace nn
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} // namespace android
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