mirror of
https://github.com/vee1e/tflite-micro.git
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438 lines
18 KiB
C++
438 lines
18 KiB
C++
/* Copyright 2025 The TensorFlow Authors. All Rights Reserved.
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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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http://www.apache.org/licenses/LICENSE-2.0
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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 <cstdint>
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#include "tensorflow/lite/c/builtin_op_data.h"
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#include "tensorflow/lite/c/common.h"
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#include "tensorflow/lite/micro/kernels/kernel_runner.h"
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#include "tensorflow/lite/micro/test_helpers.h"
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#include "tensorflow/lite/micro/testing/micro_test_v2.h"
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namespace tflite {
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namespace testing {
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namespace {
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constexpr int kNumInputs = 2;
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constexpr int kNumOutputs = 1;
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constexpr int kInputTensorIndex_0 = 0;
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constexpr int kInputTensorIndex_1 = 1;
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constexpr int kOutputTensorIndex = 2;
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void ExecuteReverseTest(TfLiteTensor* tensors, int tensors_count) {
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int kInputArrayData[] = {kNumInputs, kInputTensorIndex_0,
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kInputTensorIndex_1};
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TfLiteIntArray* inputs_array = IntArrayFromInts(kInputArrayData);
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int kOutputArrayData[] = {kNumOutputs, kOutputTensorIndex};
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TfLiteIntArray* outputs_array = IntArrayFromInts(kOutputArrayData);
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const TFLMRegistration registration = tflite::Register_REVERSE_V2();
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micro::KernelRunner runner(registration, tensors, tensors_count, inputs_array,
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outputs_array, nullptr);
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EXPECT_EQ(kTfLiteOk, runner.InitAndPrepare());
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EXPECT_EQ(kTfLiteOk, runner.Invoke());
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}
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template <typename T>
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void TestReverse(int* input_dims_data[kNumInputs], const T* input_data_0,
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const int32_t* input_data_1, int* expected_dims,
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const T* expected_data, T* output_data) {
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TfLiteIntArray* input_dims_0 = IntArrayFromInts(input_dims_data[0]);
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TfLiteIntArray* input_dims_1 = IntArrayFromInts(input_dims_data[1]);
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TfLiteIntArray* output_dims = IntArrayFromInts(expected_dims);
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const int output_count = ElementCount(*output_dims);
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TfLiteTensor tensors[] = {
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CreateTensor(input_data_0, input_dims_0),
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CreateTensor(input_data_1, input_dims_1),
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CreateTensor(output_data, output_dims),
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};
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constexpr int tensors_count = std::extent<decltype(tensors)>::value;
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ExecuteReverseTest(tensors, tensors_count);
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// check output data against expected
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for (int i = 0; i < output_count; i++) {
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EXPECT_NEAR(expected_data[i], output_data[i], 0);
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}
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EXPECT_EQ(output_dims->size, tensors[kOutputTensorIndex].dims->size);
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for (int i = 0; i < output_dims->size; i++) {
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EXPECT_EQ(output_dims->data[i], tensors[kOutputTensorIndex].dims->data[i]);
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}
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}
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} // namespace
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} // namespace testing
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} // namespace tflite
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// float32 tests.
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TEST(ReverseTest, ReverseOpTestFloatOneDimension) {
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int kInputDims_0[] = {1, 4};
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int kInputDims_1[] = {1, 1};
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int* kInputDims[tflite::testing::kNumInputs] = {kInputDims_0, kInputDims_1};
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int kOutputDims[] = {1, 4};
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const float kInput_0[] = {1, 2, 3, 4};
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const int32_t kInput_1[] = {0};
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const float kExpect[] = {4, 3, 2, 1};
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const int kOutputCount = std::extent<decltype(kExpect)>::value;
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float output_data[kOutputCount];
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tflite::testing::TestReverse(kInputDims, kInput_0, kInput_1, kOutputDims,
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kExpect, output_data);
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}
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TEST(ReverseTest, ReverseOpTestFloatMultiDimensions) {
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int kInputDims_0[] = {3, 4, 3, 2};
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int kInputDims_1[] = {1, 1};
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int* kInputDims[tflite::testing::kNumInputs] = {kInputDims_0, kInputDims_1};
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int kOutputDims[] = {3, 4, 3, 2};
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const float kInput_0[] = {1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12,
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13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24};
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const int32_t kInput_1[] = {1};
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const float kExpect[] = {5, 6, 3, 4, 1, 2, 11, 12, 9, 10, 7, 8,
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17, 18, 15, 16, 13, 14, 23, 24, 21, 22, 19, 20};
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const int kOutputCount = std::extent<decltype(kExpect)>::value;
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float output_data[kOutputCount];
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tflite::testing::TestReverse(kInputDims, kInput_0, kInput_1, kOutputDims,
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kExpect, output_data);
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}
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// int32 tests
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TEST(ReverseTest, ReverseOpTestInt32OneDimension) {
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int kInputDims_0[] = {1, 4};
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int kInputDims_1[] = {1, 1};
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int* kInputDims[tflite::testing::kNumInputs] = {kInputDims_0, kInputDims_1};
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int kOutputDims[] = {1, 4};
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const int32_t kInput_0[] = {1, 2, 3, 4};
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const int32_t kInput_1[] = {0};
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const int32_t kExpect[] = {4, 3, 2, 1};
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const int kOutputCount = std::extent<decltype(kExpect)>::value;
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int32_t output_data[kOutputCount];
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tflite::testing::TestReverse(kInputDims, kInput_0, kInput_1, kOutputDims,
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kExpect, output_data);
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}
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TEST(ReverseTest, ReverseOpTestInt32MultiDimensions) {
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int kInputDims_0[] = {3, 4, 3, 2};
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int kInputDims_1[] = {1, 1};
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int* kInputDims[tflite::testing::kNumInputs] = {kInputDims_0, kInputDims_1};
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int kOutputDims[] = {3, 4, 3, 2};
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const int32_t kInput_0[] = {1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12,
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13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24};
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const int32_t kInput_1[] = {1};
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const int32_t kExpect[] = {5, 6, 3, 4, 1, 2, 11, 12, 9, 10, 7, 8,
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17, 18, 15, 16, 13, 14, 23, 24, 21, 22, 19, 20};
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const int kOutputCount = std::extent<decltype(kExpect)>::value;
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int32_t output_data[kOutputCount];
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tflite::testing::TestReverse(kInputDims, kInput_0, kInput_1, kOutputDims,
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kExpect, output_data);
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}
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TEST(ReverseTest, ReverseOpTestInt32MultiDimensionsFirst) {
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int kInputDims_0[] = {3, 3, 3, 3};
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int kInputDims_1[] = {1, 1};
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int* kInputDims[tflite::testing::kNumInputs] = {kInputDims_0, kInputDims_1};
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int kOutputDims[] = {3, 3, 3, 3};
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const int32_t kInput_0[] = {1, 2, 3, 4, 5, 6, 7, 8, 9,
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10, 11, 12, 13, 14, 15, 16, 17, 18,
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19, 20, 21, 22, 23, 24, 25, 26, 27};
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const int32_t kInput_1[] = {0};
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const int32_t kExpect[] = {19, 20, 21, 22, 23, 24, 25, 26, 27,
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10, 11, 12, 13, 14, 15, 16, 17, 18,
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1, 2, 3, 4, 5, 6, 7, 8, 9};
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const int kOutputCount = std::extent<decltype(kExpect)>::value;
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int32_t output_data[kOutputCount];
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tflite::testing::TestReverse(kInputDims, kInput_0, kInput_1, kOutputDims,
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kExpect, output_data);
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}
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TEST(ReverseTest, ReverseOpTestInt32MultiDimensionsSecond) {
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int kInputDims_0[] = {3, 3, 3, 3};
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int kInputDims_1[] = {1, 1};
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int* kInputDims[tflite::testing::kNumInputs] = {kInputDims_0, kInputDims_1};
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int kOutputDims[] = {3, 3, 3, 3};
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const int32_t kInput_0[] = {1, 2, 3, 4, 5, 6, 7, 8, 9,
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10, 11, 12, 13, 14, 15, 16, 17, 18,
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19, 20, 21, 22, 23, 24, 25, 26, 27};
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const int32_t kInput_1[] = {1};
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const int32_t kExpect[] = {7, 8, 9, 4, 5, 6, 1, 2, 3,
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16, 17, 18, 13, 14, 15, 10, 11, 12,
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25, 26, 27, 22, 23, 24, 19, 20, 21};
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const int kOutputCount = std::extent<decltype(kExpect)>::value;
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int32_t output_data[kOutputCount];
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tflite::testing::TestReverse(kInputDims, kInput_0, kInput_1, kOutputDims,
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kExpect, output_data);
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}
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TEST(ReverseTest, ReverseOpTestInt32MultiDimensionsThird) {
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int kInputDims_0[] = {3, 3, 3, 3};
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int kInputDims_1[] = {1, 1};
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int* kInputDims[tflite::testing::kNumInputs] = {kInputDims_0, kInputDims_1};
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int kOutputDims[] = {3, 3, 3, 3};
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const int32_t kInput_0[] = {1, 2, 3, 4, 5, 6, 7, 8, 9,
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10, 11, 12, 13, 14, 15, 16, 17, 18,
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19, 20, 21, 22, 23, 24, 25, 26, 27};
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const int32_t kInput_1[] = {2};
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const int32_t kExpect[] = {3, 2, 1, 6, 5, 4, 9, 8, 7,
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12, 11, 10, 15, 14, 13, 18, 17, 16,
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21, 20, 19, 24, 23, 22, 27, 26, 25};
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const int kOutputCount = std::extent<decltype(kExpect)>::value;
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int32_t output_data[kOutputCount];
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tflite::testing::TestReverse(kInputDims, kInput_0, kInput_1, kOutputDims,
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kExpect, output_data);
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}
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TEST(ReverseTest, ReverseOpTestInt32MultiDimensionsFirstSecond) {
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int kInputDims_0[] = {3, 3, 3, 3};
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int kInputDims_1[] = {1, 2};
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int* kInputDims[tflite::testing::kNumInputs] = {kInputDims_0, kInputDims_1};
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int kOutputDims[] = {3, 3, 3, 3};
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const int32_t kInput_0[] = {1, 2, 3, 4, 5, 6, 7, 8, 9,
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10, 11, 12, 13, 14, 15, 16, 17, 18,
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19, 20, 21, 22, 23, 24, 25, 26, 27};
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const int32_t kInput_1[] = {0, 1};
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const int32_t kExpect[] = {25, 26, 27, 22, 23, 24, 19, 20, 21,
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16, 17, 18, 13, 14, 15, 10, 11, 12,
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7, 8, 9, 4, 5, 6, 1, 2, 3};
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const int kOutputCount = std::extent<decltype(kExpect)>::value;
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int32_t output_data[kOutputCount];
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tflite::testing::TestReverse(kInputDims, kInput_0, kInput_1, kOutputDims,
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kExpect, output_data);
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}
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TEST(ReverseTest, ReverseOpTestInt32MultiDimensionsSecondThird) {
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int kInputDims_0[] = {3, 3, 3, 3};
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int kInputDims_1[] = {1, 2};
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int* kInputDims[tflite::testing::kNumInputs] = {kInputDims_0, kInputDims_1};
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int kOutputDims[] = {3, 3, 3, 3};
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const int32_t kInput_0[] = {1, 2, 3, 4, 5, 6, 7, 8, 9,
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10, 11, 12, 13, 14, 15, 16, 17, 18,
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19, 20, 21, 22, 23, 24, 25, 26, 27};
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const int32_t kInput_1[] = {1, 2};
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const int32_t kExpect[] = {9, 8, 7, 6, 5, 4, 3, 2, 1,
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18, 17, 16, 15, 14, 13, 12, 11, 10,
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27, 26, 25, 24, 23, 22, 21, 20, 19};
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const int kOutputCount = std::extent<decltype(kExpect)>::value;
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int32_t output_data[kOutputCount];
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tflite::testing::TestReverse(kInputDims, kInput_0, kInput_1, kOutputDims,
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kExpect, output_data);
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}
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TEST(ReverseTest, ReverseOpTestInt32MultiDimensionsSecondFirst) {
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int kInputDims_0[] = {3, 3, 3, 3};
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int kInputDims_1[] = {1, 2};
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int* kInputDims[tflite::testing::kNumInputs] = {kInputDims_0, kInputDims_1};
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int kOutputDims[] = {3, 3, 3, 3};
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const int32_t kInput_0[] = {1, 2, 3, 4, 5, 6, 7, 8, 9,
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10, 11, 12, 13, 14, 15, 16, 17, 18,
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19, 20, 21, 22, 23, 24, 25, 26, 27};
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const int32_t kInput_1[] = {1, 0};
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const int32_t kExpect[] = {25, 26, 27, 22, 23, 24, 19, 20, 21,
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16, 17, 18, 13, 14, 15, 10, 11, 12,
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7, 8, 9, 4, 5, 6, 1, 2, 3};
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const int kOutputCount = std::extent<decltype(kExpect)>::value;
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int32_t output_data[kOutputCount];
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tflite::testing::TestReverse(kInputDims, kInput_0, kInput_1, kOutputDims,
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kExpect, output_data);
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}
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TEST(ReverseTest, ReverseOpTestInt32MultiDimensionsAll) {
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int kInputDims_0[] = {3, 3, 3, 3};
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int kInputDims_1[] = {1, 3};
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int* kInputDims[tflite::testing::kNumInputs] = {kInputDims_0, kInputDims_1};
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int kOutputDims[] = {3, 3, 3, 3};
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const int32_t kInput_0[] = {1, 2, 3, 4, 5, 6, 7, 8, 9,
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10, 11, 12, 13, 14, 15, 16, 17, 18,
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19, 20, 21, 22, 23, 24, 25, 26, 27};
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const int32_t kInput_1[] = {0, 1, 2};
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const int32_t kExpect[] = {27, 26, 25, 24, 23, 22, 21, 20, 19,
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18, 17, 16, 15, 14, 13, 12, 11, 10,
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9, 8, 7, 6, 5, 4, 3, 2, 1};
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const int kOutputCount = std::extent<decltype(kExpect)>::value;
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int32_t output_data[kOutputCount];
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tflite::testing::TestReverse(kInputDims, kInput_0, kInput_1, kOutputDims,
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kExpect, output_data);
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}
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// uint8 tests
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TEST(ReverseTest, ReverseOpTestUint8OneDimension) {
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int kInputDims_0[] = {1, 4};
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int kInputDims_1[] = {1, 1};
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int* kInputDims[tflite::testing::kNumInputs] = {kInputDims_0, kInputDims_1};
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int kOutputDims[] = {1, 4};
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const uint8_t kInput_0[] = {1, 2, 3, 4};
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const int32_t kInput_1[] = {0};
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const uint8_t kExpect[] = {4, 3, 2, 1};
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const int kOutputCount = std::extent<decltype(kExpect)>::value;
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uint8_t output_data[kOutputCount];
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tflite::testing::TestReverse(kInputDims, kInput_0, kInput_1, kOutputDims,
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kExpect, output_data);
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}
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TEST(ReverseTest, ReverseOpTestUint8MultiDimensions) {
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int kInputDims_0[] = {3, 4, 3, 2};
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int kInputDims_1[] = {1, 1};
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int* kInputDims[tflite::testing::kNumInputs] = {kInputDims_0, kInputDims_1};
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int kOutputDims[] = {3, 4, 3, 2};
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const uint8_t kInput_0[] = {1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12,
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13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24};
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const int32_t kInput_1[] = {1};
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const uint8_t kExpect[] = {5, 6, 3, 4, 1, 2, 11, 12, 9, 10, 7, 8,
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17, 18, 15, 16, 13, 14, 23, 24, 21, 22, 19, 20};
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const int kOutputCount = std::extent<decltype(kExpect)>::value;
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uint8_t output_data[kOutputCount];
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tflite::testing::TestReverse(kInputDims, kInput_0, kInput_1, kOutputDims,
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kExpect, output_data);
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}
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// int8 tests
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TEST(ReverseTest, ReverseOpTestInt8OneDimension) {
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int kInputDims_0[] = {1, 4};
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int kInputDims_1[] = {1, 1};
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int* kInputDims[tflite::testing::kNumInputs] = {kInputDims_0, kInputDims_1};
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int kOutputDims[] = {1, 4};
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const int8_t kInput_0[] = {1, 2, -1, -2};
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const int32_t kInput_1[] = {0};
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const int8_t kExpect[] = {-2, -1, 2, 1};
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const int kOutputCount = std::extent<decltype(kExpect)>::value;
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int8_t output_data[kOutputCount];
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tflite::testing::TestReverse(kInputDims, kInput_0, kInput_1, kOutputDims,
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kExpect, output_data);
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}
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TEST(ReverseTest, ReverseOpTestInt8MultiDimensions) {
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int kInputDims_0[] = {3, 4, 3, 2};
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int kInputDims_1[] = {1, 1};
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int* kInputDims[tflite::testing::kNumInputs] = {kInputDims_0, kInputDims_1};
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int kOutputDims[] = {3, 4, 3, 2};
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const int8_t kInput_0[] = {-1, -2, -3, -4, 5, 6, 7, 8,
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9, 10, 11, 12, 13, 14, 15, 16,
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17, 18, 19, 20, -21, -22, -23, -24};
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const int32_t kInput_1[] = {1};
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const int8_t kExpect[] = {5, 6, -3, -4, -1, -2, 11, 12, 9, 10, 7, 8,
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17, 18, 15, 16, 13, 14, -23, -24, -21, -22, 19, 20};
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const int kOutputCount = std::extent<decltype(kExpect)>::value;
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int8_t output_data[kOutputCount];
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tflite::testing::TestReverse(kInputDims, kInput_0, kInput_1, kOutputDims,
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kExpect, output_data);
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}
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// int16 tests
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TEST(ReverseTest, ReverseOpTestInt16OneDimension) {
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int kInputDims_0[] = {1, 4};
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int kInputDims_1[] = {1, 1};
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int* kInputDims[tflite::testing::kNumInputs] = {kInputDims_0, kInputDims_1};
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int kOutputDims[] = {1, 4};
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const int16_t kInput_0[] = {1, 2, 3, 4};
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const int32_t kInput_1[] = {0};
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const int16_t kExpect[] = {4, 3, 2, 1};
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const int kOutputCount = std::extent<decltype(kExpect)>::value;
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int16_t output_data[kOutputCount];
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|
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tflite::testing::TestReverse(kInputDims, kInput_0, kInput_1, kOutputDims,
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kExpect, output_data);
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}
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|
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TEST(ReverseTest, ReverseOpTestInt16MultiDimensions) {
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int kInputDims_0[] = {3, 4, 3, 2};
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int kInputDims_1[] = {1, 1};
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int* kInputDims[tflite::testing::kNumInputs] = {kInputDims_0, kInputDims_1};
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int kOutputDims[] = {3, 4, 3, 2};
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|
|
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const int16_t kInput_0[] = {1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12,
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13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24};
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const int32_t kInput_1[] = {1};
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const int16_t kExpect[] = {5, 6, 3, 4, 1, 2, 11, 12, 9, 10, 7, 8,
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17, 18, 15, 16, 13, 14, 23, 24, 21, 22, 19, 20};
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const int kOutputCount = std::extent<decltype(kExpect)>::value;
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|
int16_t output_data[kOutputCount];
|
|
|
|
tflite::testing::TestReverse(kInputDims, kInput_0, kInput_1, kOutputDims,
|
|
kExpect, output_data);
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|
}
|
|
|
|
// int64 tests
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|
TEST(ReverseTest, ReverseOpTestInt64OneDimension) {
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|
int kInputDims_0[] = {1, 4};
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|
int kInputDims_1[] = {1, 1};
|
|
int* kInputDims[tflite::testing::kNumInputs] = {kInputDims_0, kInputDims_1};
|
|
int kOutputDims[] = {1, 4};
|
|
|
|
const int64_t kInput_0[] = {1, 2, 3, 4};
|
|
const int32_t kInput_1[] = {0};
|
|
const int64_t kExpect[] = {4, 3, 2, 1};
|
|
const int kOutputCount = std::extent<decltype(kExpect)>::value;
|
|
int64_t output_data[kOutputCount];
|
|
|
|
tflite::testing::TestReverse(kInputDims, kInput_0, kInput_1, kOutputDims,
|
|
kExpect, output_data);
|
|
}
|
|
|
|
TEST(ReverseTest, ReverseOpTestInt64MultiDimensions) {
|
|
int kInputDims_0[] = {3, 4, 3, 2};
|
|
int kInputDims_1[] = {1, 1};
|
|
int* kInputDims[tflite::testing::kNumInputs] = {kInputDims_0, kInputDims_1};
|
|
int kOutputDims[] = {3, 4, 3, 2};
|
|
|
|
const int64_t kInput_0[] = {1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12,
|
|
13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24};
|
|
const int32_t kInput_1[] = {1};
|
|
const int64_t kExpect[] = {5, 6, 3, 4, 1, 2, 11, 12, 9, 10, 7, 8,
|
|
17, 18, 15, 16, 13, 14, 23, 24, 21, 22, 19, 20};
|
|
const int kOutputCount = std::extent<decltype(kExpect)>::value;
|
|
int64_t output_data[kOutputCount];
|
|
|
|
tflite::testing::TestReverse(kInputDims, kInput_0, kInput_1, kOutputDims,
|
|
kExpect, output_data);
|
|
}
|
|
|
|
TF_LITE_MICRO_TESTS_MAIN
|