edge-impulse-sdk/tensorflow/lite/micro/kernels/conv_test.h

/* Copyright 2020 The TensorFlow Authors. All Rights Reserved.

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 TENSORFLOW_LITE_MICRO_KERNELS_CONV_TEST_H_
#define TENSORFLOW_LITE_MICRO_KERNELS_CONV_TEST_H_

#include "edge-impulse-sdk/tensorflow/lite/c/builtin_op_data.h"
#include "edge-impulse-sdk/tensorflow/lite/c/common.h"
#include "edge-impulse-sdk/tensorflow/lite/micro/kernels/kernel_runner.h"
#include "edge-impulse-sdk/tensorflow/lite/micro/kernels/micro_ops.h"
#include "edge-impulse-sdk/tensorflow/lite/micro/test_helpers.h"
#include "edge-impulse-sdk/tensorflow/lite/micro/testing/micro_test.h"

namespace tflite {
namespace testing {

TfLiteStatus InvokeConv(TfLiteTensor* tensors, int tensors_size,
                        int output_length, TfLiteConvParams* conv_params,
                        TfLiteRegistration registration, float* output_data);

TfLiteStatus InvokeConv(TfLiteTensor* tensors, int tensors_size,
                        int output_length, TfLiteConvParams* conv_params,
                        TfLiteRegistration registration, int8_t* output_data);

TfLiteStatus InvokeConv(TfLiteTensor* tensors, int tensors_size,
                        int output_length, TfLiteConvParams* conv_params,
                        TfLiteRegistration registration, uint8_t* output_data);

TfLiteStatus ValidateConvGoldens(TfLiteTensor* tensors, int tensors_size,
                                 const float* expected_output_data,
                                 int output_length,
                                 TfLiteConvParams* conv_params,
                                 TfLiteRegistration registration,
                                 float* output_data, float tolerance = 1e-5);

TfLiteStatus ValidateConvGoldens(TfLiteTensor* tensors, int tensors_size,
                                 const int8_t* expected_output_data,
                                 int output_length,
                                 TfLiteConvParams* conv_params,
                                 TfLiteRegistration registration,
                                 int8_t* output_data, float tolerance = 1e-5);

TfLiteStatus ValidateConvGoldens(TfLiteTensor* tensors, int tensors_size,
                                 const uint8_t* expected_output_data,
                                 int output_length,
                                 TfLiteConvParams* conv_params,
                                 TfLiteRegistration registration,
                                 uint8_t* output_data, float tolerance = 1e-5);

TfLiteStatus TestConvFloat(int* input_dims_data, const float* input_data,
                           int* filter_dims_data, const float* filter_data,
                           int* bias_dims_data, const float* bias_data,
                           int* output_dims_data,
                           const float* expected_output_data,
                           TfLiteConvParams* conv_params,
                           TfLiteRegistration registration, float* output_data);

TfLiteStatus TestConvQuantizedPerLayer(
    int* input_dims_data, const float* input_data, uint8_t* input_quantized,
    float input_scale, int* filter_dims_data, const float* filter_data,
    uint8_t* filter_quantized, float filter_scale, int* bias_dims_data,
    const float* bias_data, int32_t* bias_quantized, int* output_dims_data,
    const float* expected_output_data, uint8_t* expected_output_quantized,
    float output_scale, TfLiteConvParams* conv_params,
    TfLiteRegistration registration, uint8_t* output_data);

TfLiteStatus TestConvQuantizedPerChannel(
    int* input_dims_data, const float* input_data, int8_t* input_quantized,
    float input_scale, int input_zero_point, int* filter_dims_data,
    const float* filter_data, int8_t* filter_data_quantized,
    int* bias_dims_data, const float* bias_data, int32_t* bias_data_quantized,
    float* bias_scales, int* bias_zero_points, int* output_dims_data,
    const float* expected_output_data, int8_t* expected_output_data_quantized,
    float output_scale, int output_zero_point, TfLiteConvParams* conv_params,
    TfLiteRegistration registration, int8_t* output_data,
    TfLiteType tensor_weight_type = kTfLiteNoType);

TfLiteStatus TestConvQuantizedPerChannel(
    int* input_dims_data, const float* input_data, int16_t* input_quantized,
    float input_scale, int input_zero_point, int* filter_dims_data,
    const float* filter_data, int8_t* filter_data_quantized,
    int* bias_dims_data, const float* bias_data,
    std::int64_t* bias_data_quantized, float* bias_scales,
    int* bias_zero_points, int* output_dims_data,
    const float* expected_output_data, int16_t* expected_output_data_quantized,
    float output_scale, int output_zero_point, TfLiteConvParams* conv_params,
    TfLiteRegistration registration, int16_t* output_data);

TfLiteStatus TestConvQuantizedPerChannel(
    int* input_dims_data, const float* input_data, int16_t* input_quantized,
    float input_scale, int input_zero_point, int* filter_dims_data,
    const float* filter_data, int8_t* filter_data_quantized,
    int* bias_dims_data, const float* bias_data, int32_t* bias_data_quantized,
    float* bias_scales, int* bias_zero_points, int* output_dims_data,
    const float* expected_output_data, int16_t* expected_output_data_quantized,
    float output_scale, int output_zero_point, TfLiteConvParams* conv_params,
    TfLiteRegistration registration, int16_t* output_data);

}  // namespace testing
}  // namespace tflite

#endif  // TENSORFLOW_LITE_MICRO_KERNELS_CONV_TEST_H_