/* * Copyright (C) 2019 The Android Open Source Project * * 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. */ #include "fuzzing/operation_signatures/OperationSignatureUtils.h" using namespace std::placeholders; namespace android { namespace nn { namespace fuzzing_test { static void fullyConnectedConstructor(TestOperandType, uint32_t rank, TestHalVersion ver, RandomOperation* op) { // Inputs, flattened to [batch_size, input_size] op->inputs[0]->dimensions.resize(rank); RandomVariable numElements = 1; for (uint32_t i = 0; i < rank; i++) { op->inputs[0]->dimensions[i] = RandomVariableType::FREE; numElements = numElements * op->inputs[0]->dimensions[i]; } // Weights, [num_units, input_size] op->inputs[1]->dimensions = {RandomVariableType::FREE, RandomVariableType::FREE}; // Bias, [num_units] op->inputs[2]->dimensions = {op->inputs[1]->dimensions[0]}; // Output, [batch_size, num_units] op->outputs[0]->dimensions = {numElements.exactDiv(op->inputs[1]->dimensions[1]), op->inputs[1]->dimensions[0]}; setConvFCScale(/*applyOutputScaleBound=*/ver == TestHalVersion::V1_0, op); } DEFINE_OPERATION_SIGNATURE(signature_FULLY_CONNECTED_V1_0){ .opType = TestOperationType::FULLY_CONNECTED, .supportedDataTypes = {TestOperandType::TENSOR_FLOAT32, TestOperandType::TENSOR_QUANT8_ASYMM}, .supportedRanks = {2, 3, 4}, .version = TestHalVersion::V1_0, .inputs = {INPUT_DEFAULT, INPUT_DEFAULT, INPUT_BIAS, PARAMETER_CHOICE(TestOperandType::INT32, 0, 1, 2, 3)}, .outputs = {OUTPUT_DEFAULT}, .constructor = std::bind(fullyConnectedConstructor, _1, _2, TestHalVersion::V1_0, _3)}; DEFINE_OPERATION_SIGNATURE(signature_FULLY_CONNECTED_V1_2){ .opType = TestOperationType::FULLY_CONNECTED, .supportedDataTypes = {TestOperandType::TENSOR_QUANT8_ASYMM, TestOperandType::TENSOR_FLOAT16}, .supportedRanks = {2, 3, 4}, .version = TestHalVersion::V1_2, .inputs = {INPUT_DEFAULT, INPUT_DEFAULT, INPUT_BIAS, PARAMETER_CHOICE(TestOperandType::INT32, 0, 1, 2, 3)}, .outputs = {OUTPUT_DEFAULT}, .constructor = std::bind(fullyConnectedConstructor, _1, _2, TestHalVersion::V1_2, _3)}; DEFINE_OPERATION_SIGNATURE(signature_FULLY_CONNECTED_V1_3){ .opType = TestOperationType::FULLY_CONNECTED, .supportedDataTypes = {TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED}, .supportedRanks = {2, 3, 4}, .version = TestHalVersion::V1_3, .inputs = {INPUT_DEFAULT, INPUT_DEFAULT, INPUT_BIAS, PARAMETER_CHOICE(TestOperandType::INT32, 0, 1, 2, 3)}, .outputs = {OUTPUT_DEFAULT}, .constructor = std::bind(fullyConnectedConstructor, _1, _2, TestHalVersion::V1_3, _3)}; } // namespace fuzzing_test } // namespace nn } // namespace android