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/* The Clear BSD License
*
* Copyright (c) 2025 EdgeImpulse Inc.
* All rights reserved.
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted (subject to the limitations in the disclaimer
* below) provided that the following conditions are met:
*
* * Redistributions of source code must retain the above copyright notice,
* this list of conditions and the following disclaimer.
*
* * Redistributions in binary form must reproduce the above copyright
* notice, this list of conditions and the following disclaimer in the
* documentation and/or other materials provided with the distribution.
*
* * Neither the name of the copyright holder nor the names of its
* contributors may be used to endorse or promote products derived from this
* software without specific prior written permission.
*
* NO EXPRESS OR IMPLIED LICENSES TO ANY PARTY'S PATENT RIGHTS ARE GRANTED BY
* THIS LICENSE. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND
* CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A
* PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR
* CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
* EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
* PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR
* BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER
* IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
* ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
* POSSIBILITY OF SUCH DAMAGE.
*/
#ifndef EI_POSTPROCESSING_H
#define EI_POSTPROCESSING_H
#include "edge-impulse-sdk/classifier/ei_model_types.h"
#if EI_CLASSIFIER_CALIBRATION_ENABLED
#include "edge-impulse-sdk/classifier/postprocessing/ei_performance_calibration.h"
#endif
#if EI_CLASSIFIER_OBJECT_TRACKING_ENABLED
#include "edge-impulse-sdk/classifier/postprocessing/ei_object_tracking.h"
#endif
#if EI_CLASSIFIER_OBJECT_COUNTING_ENABLED
#include "edge-impulse-sdk/classifier/postprocessing/ei_object_tracking.h"
#include "edge-impulse-sdk/classifier/postprocessing/ei_object_counting.h"
#endif
#include "edge-impulse-sdk/classifier/postprocessing/ei_postprocessing_thresholds.h"
extern "C" EI_IMPULSE_ERROR init_postprocessing(ei_impulse_handle_t *handle) {
if (!handle) {
return EI_IMPULSE_OUT_OF_MEMORY;
}
auto impulse = handle->impulse;
handle->post_processing_state = (void **)ei_malloc(impulse->postprocessing_blocks_size * sizeof(void *));
for (size_t i = 0; i < impulse->postprocessing_blocks_size; i++) {
if (impulse->postprocessing_blocks[i].init_fn == nullptr) {
continue;
}
EI_IMPULSE_ERROR res = impulse->postprocessing_blocks[i].init_fn(handle, &handle->post_processing_state[i], impulse->postprocessing_blocks[i].config);
if (res != EI_IMPULSE_OK) {
return res;
}
}
return EI_IMPULSE_OK;
}
extern "C" EI_IMPULSE_ERROR deinit_postprocessing(ei_impulse_handle_t *handle) {
if (!handle) {
return EI_IMPULSE_OUT_OF_MEMORY;
}
auto impulse = handle->impulse;
for (size_t i = 0; i < impulse->postprocessing_blocks_size; i++) {
void* state = NULL;
if (handle->post_processing_state != NULL) {
state = handle->post_processing_state[i];
}
if (impulse->postprocessing_blocks[i].deinit_fn == nullptr) {
continue;
}
EI_IMPULSE_ERROR res = impulse->postprocessing_blocks[i].deinit_fn(state, impulse->postprocessing_blocks[i].config);
if (res != EI_IMPULSE_OK) {
return res;
}
}
ei_free(handle->post_processing_state);
handle->post_processing_state = NULL;
return EI_IMPULSE_OK;
}
extern "C" EI_IMPULSE_ERROR run_postprocessing(ei_impulse_handle_t *handle,
ei_impulse_result_t *result) {
auto start_us = ei_read_timer_us();
if (!handle) {
return EI_IMPULSE_OUT_OF_MEMORY;
}
auto impulse = handle->impulse;
for (size_t ix = 0; ix < impulse->postprocessing_blocks_size; ix++) {
void* state = NULL;
if (handle->post_processing_state != NULL) {
state = handle->post_processing_state[ix];
}
EI_IMPULSE_ERROR res = impulse->postprocessing_blocks[ix].postprocess_fn(handle,
ix,
impulse->postprocessing_blocks[ix].input_block_id,
result,
impulse->postprocessing_blocks[ix].config,
state);
if (res != EI_IMPULSE_OK) {
result->timing.postprocessing_us = ei_read_timer_us() - start_us;
return res;
}
}
// free raw results
for (size_t ix = 0; ix < impulse->output_tensors_size; ix++) {
if (result->_raw_outputs[ix].matrix) {
delete result->_raw_outputs[ix].matrix;
result->_raw_outputs[ix].matrix = nullptr;
}
}
result->timing.postprocessing_us = ei_read_timer_us() - start_us;
return EI_IMPULSE_OK;
}
extern "C" EI_IMPULSE_ERROR display_postprocessing(ei_impulse_handle_t *handle,
ei_impulse_result_t *result) {
if (!handle) {
return EI_IMPULSE_OUT_OF_MEMORY;
}
auto impulse = handle->impulse;
for (size_t i = 0; i < impulse->postprocessing_blocks_size; i++) {
if (impulse->postprocessing_blocks[i].display_fn == nullptr) {
continue;
}
EI_IMPULSE_ERROR res = impulse->postprocessing_blocks[i].display_fn(result, impulse->postprocessing_blocks[i].config);
if (res != EI_IMPULSE_OK) {
return res;
}
}
return EI_IMPULSE_OK;
}
#endif