/*
|
* Copyright (C) 2018 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 "utils/tflite/dist_diversification.h"
|
#include "gmock/gmock.h"
|
#include "gtest/gtest.h"
|
#include "tensorflow/lite/interpreter.h"
|
#include "tensorflow/lite/kernels/register.h"
|
#include "tensorflow/lite/kernels/test_util.h"
|
#include "tensorflow/lite/model.h"
|
|
namespace libtextclassifier3 {
|
namespace {
|
|
class DistanceDiversificationOpModel : public tflite::SingleOpModel {
|
public:
|
explicit DistanceDiversificationOpModel(int matrix_rows);
|
void SetDistanceMatrix(const std::initializer_list<float>& values) {
|
PopulateTensor(distance_matrix_, values);
|
}
|
void SetNumOutput(int length) { PopulateTensor(num_results_, {length}); }
|
void SetMinDistance(float min_distance) {
|
PopulateTensor(min_distance_, {min_distance});
|
}
|
int GetOutputLen() { return ExtractVector<int>(output_len_).front(); }
|
std::vector<int> GetOutputIndexes(int output_length) {
|
auto res = ExtractVector<int>(output_indexes_);
|
res.resize(output_length);
|
return res;
|
}
|
|
private:
|
int distance_matrix_;
|
int num_results_;
|
int min_distance_;
|
|
int output_len_;
|
int output_indexes_;
|
};
|
|
DistanceDiversificationOpModel::DistanceDiversificationOpModel(
|
int matrix_rows) {
|
distance_matrix_ = AddInput(tflite::TensorType_FLOAT32);
|
min_distance_ = AddInput(tflite::TensorType_FLOAT32);
|
num_results_ = AddInput(tflite::TensorType_INT32);
|
|
output_indexes_ = AddOutput(tflite::TensorType_INT32);
|
output_len_ = AddOutput(tflite::TensorType_INT32);
|
SetCustomOp("DistanceDiversification", {},
|
tflite::ops::custom::Register_DISTANCE_DIVERSIFICATION);
|
BuildInterpreter({{matrix_rows, matrix_rows}, {1}, {1}});
|
}
|
|
// Tests
|
TEST(DistanceDiversificationOp, Simple) {
|
DistanceDiversificationOpModel m(5);
|
m.SetDistanceMatrix({0.0, 0.1, 0.2, 0.3, 0.4, 0.1, 0.0, 0.1, 0.2,
|
0.3, 0.2, 0.1, 0.0, 0.1, 0.2, 0.3, 0.2, 0.1,
|
0.0, 0.1, 0.4, 0.3, 0.2, 0.1, 0.0});
|
m.SetMinDistance(0.21);
|
m.SetNumOutput(3);
|
m.Invoke();
|
const int output_length = m.GetOutputLen();
|
EXPECT_EQ(output_length, 2);
|
EXPECT_THAT(m.GetOutputIndexes(output_length), testing::ElementsAre(0, 3));
|
}
|
|
} // namespace
|
} // namespace libtextclassifier3
|