packages/modules/NeuralNetworks/runtime/test/fuzzing/OperationManager.h

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/*
* 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.
*/
#ifndef ANDROID_PACKAGES_MODULES_NEURALNETWORKS_RUNTIME_TEST_FUZZING_OPERATION_MANAGER_H
#define ANDROID_PACKAGES_MODULES_NEURALNETWORKS_RUNTIME_TEST_FUZZING_OPERATION_MANAGER_H
#include <functional>
#include <map>
#include <string>
#include <vector>
#include "TestHarness.h"
#include "TestNeuralNetworksWrapper.h"
#include "fuzzing/RandomGraphGenerator.h"
#include "fuzzing/RandomVariable.h"
namespace android {
namespace nn {
namespace fuzzing_test {
struct OperandSignature {
// Possible values are [INPUT | CONST | OUTPUT].
// If CONST, the generator will avoid feeding the operand with another operations output.
RandomOperandType type;
// The operand constructor is invoked before the operation constructor. This is for
// setting the data type, quantization parameters, or optionally the scalar value.
std::function<void(test_helper::TestOperandType, uint32_t, RandomOperand*)> constructor =
nullptr;
// The operand finalizer is invoked after the graph structure is frozen but before the operation
// finalizer. This is for generating the buffer values for the operand.
std::function<void(RandomOperand*)> finalizer = nullptr;
};
// A filter applied to OperationSignatures. An OperationSignature is filtered out if the opType, all
// of supportedDataTypes, all of supportedRanks, or the version does not match with any entry in the
// corresponding vector in the filter. Use empty vector in the filter for "no filter".
//
// E.g.
// - To get all 1.0 ADD operation signatures
// {.opcodes = {TestOperationType::ADD}, .versions = {TestHalVersion::V1_0}}
//
// - To get all 1.0 and 1.1 operations with rank 2 or 4
// {.ranks = {2, 4}, .versions = {TestHalVersion::V1_0, TestHalVersion::V1_1}}
//
struct OperationFilter {
std::vector<test_helper::TestOperationType> opcodes;
std::vector<test_helper::TestOperandType> dataTypes;
std::vector<uint32_t> ranks;
std::vector<test_helper::TestHalVersion> versions;
};
struct OperationSignature {
// Defines the basic metadata of an operation filterable by OperationFilter.
// Upon generation, the random graph generator will randomly choose a supported data type and
// rank, and pass the information to the constructors.
test_helper::TestOperationType opType;
std::vector<test_helper::TestOperandType> supportedDataTypes;
std::vector<uint32_t> supportedRanks;
test_helper::TestHalVersion version;
// OperandSignatures for inputs and outputs.
std::vector<OperandSignature> inputs;
std::vector<OperandSignature> outputs;
// The operation constructor is invoked after the inputs and outputs constructor. This is for
// setting the dimension relationship of random operands, and/or generating parameter values at
// the operation level, e.g. a parameter depends on or affects another operand in the same
// operation.
std::function<void(test_helper::TestOperandType, uint32_t, RandomOperation*)> constructor =
nullptr;
// The operation finalizer is invoked after the graph structure is frozen and inputs and outputs
// constructors are invoked. This is for generating operand buffers at the operation level, e.g.
// an operand buffer that depends on another operand in the same operation.
std::function<void(RandomOperation*)> finalizer = nullptr;
// Check if the OperationSignature matches with the filter. Shrink supported* if needed.
bool matchFilter(const OperationFilter& filter);
};
// A manager manages all available OperationSignatures.
class OperationManager {
public:
// Returns the singleton manager.
static OperationManager* get();
// Add the signature to the managed mOperationSignatures if matches with mFilter.
void addSignature(const std::string& name, const OperationSignature& signature);
// Reinitialize mFilteredSignatures by applying a filter to all of the operation signatures in
// mOperationSignatures.
void applyFilter(const OperationFilter& filter);
// Randomly returns a valid OperationSignature. RandomGraphGenerator uses this method to
// generate a random list of operations in the graph.
const OperationSignature& getRandomOperation() const;
protected:
OperationManager() = default;
// Contains all operation signatures defined in operation_signatures/*.cpp.
// The signatures are sorted by name to ensure a predictable order.
std::map<std::string, const OperationSignature> mOperationSignatures;
// A subset of mOperationSignatures using by the random graph generator.
// This vector should be initialized by applyFilter() before generating the graph.
std::vector<OperationSignature> mFilteredSignatures;
};
} // namespace fuzzing_test
} // namespace nn
} // namespace android
#endif // ANDROID_PACKAGES_MODULES_NEURALNETWORKS_RUNTIME_TEST_FUZZING_OPERATION_MANAGER_H