Files
insightface/cpp-package/inspireface/cpp/sample/cluttered/standard/c_api_sample.cpp
2024-05-02 01:27:29 +08:00

396 lines
13 KiB
C++

//
// Created by tunm on 2023/10/3.
//
#include <iostream>
#include "inspireface/c_api/inspireface.h"
#include "opencv2/opencv.hpp"
#include "inspireface/log.h"
using namespace inspire;
std::string basename(const std::string& path) {
size_t lastSlash = path.find_last_of("/\\"); // Take into account the cross-platform separator
if (lastSlash == std::string::npos) {
return path; // Without the slash, the entire path is the base name
} else {
return path.substr(lastSlash + 1); // Returns the part after the last slash
}
}
int compare() {
HResult ret;
// Initialize context
#ifdef ENABLE_RKNN
HPath path = "test_res/pack/Gundam_RV1109";
#else
HPath path = "test_res/pack/Pikachu";
#endif
HF_ContextCustomParameter parameter = {0};
parameter.enable_liveness = 1;
parameter.enable_mask_detect = 1;
parameter.enable_recognition = 1;
parameter.enable_face_quality = 1;
HF_DetectMode detMode = HF_DETECT_MODE_IMAGE; // Selecting the image mode is always detection
HContextHandle session;
ret = HF_CreateFaceContextFromResourceFile(path, parameter, detMode, 3, &session);
if (ret != HSUCCEED) {
INSPIRE_LOGD("An error occurred while creating ctx: %ld", ret);
}
std::vector<std::string> names = {
"/Users/tunm/datasets/lfw_funneled/Abel_Pacheco/Abel_Pacheco_0001.jpg",
"/Users/tunm/datasets/lfw_funneled/Abel_Pacheco/Abel_Pacheco_0004.jpg",
};
HInt32 featureNum;
HF_GetFeatureLength(&featureNum);
INSPIRE_LOGD("Feature length: %d", featureNum);
HFloat featuresCache[names.size()][featureNum]; // Store the cached vector
for (int i = 0; i < names.size(); ++i) {
auto &name = names[i];
cv::Mat image = cv::imread(name);
if (image.empty()) {
INSPIRE_LOGD("%s is empty!", name.c_str());
return -1;
}
HF_ImageData imageData = {0};
imageData.data = image.data;
imageData.height = image.rows;
imageData.width = image.cols;
imageData.rotation = CAMERA_ROTATION_0;
imageData.format = STREAM_BGR;
HImageHandle imageSteamHandle;
ret = HF_CreateImageStream(&imageData, &imageSteamHandle);
if (ret == HSUCCEED) {
INSPIRE_LOGD("image handle: %ld", (long )imageSteamHandle);
}
HF_MultipleFaceData multipleFaceData = {0};
HF_FaceContextRunFaceTrack(session, imageSteamHandle, &multipleFaceData);
INSPIRE_LOGD("Number of faces detected: %d", multipleFaceData.detectedNum);
for (int i = 0; i < multipleFaceData.detectedNum; ++i) {
cv::Rect rect = cv::Rect(multipleFaceData.rects[i].x, multipleFaceData.rects[i].y, multipleFaceData.rects[i].width, multipleFaceData.rects[i].height);
cv::rectangle(image, rect, cv::Scalar(0, 255, 200), 2);
INSPIRE_LOGD("%d, track_id: %d, pitch: %f, yaw: %f, roll: %f", i, multipleFaceData.trackIds[i], multipleFaceData.angles.pitch[i], multipleFaceData.angles.yaw[i], multipleFaceData.angles.roll[i]);
INSPIRE_LOGD("token size: %d", multipleFaceData.tokens->size);
}
#ifndef DISABLE_GUI
// cv::imshow("wq", image);
// cv::waitKey(0);
#endif
ret = HF_FaceFeatureExtractCpy(session, imageSteamHandle, multipleFaceData.tokens[0], featuresCache[i]);
std::cout << "wtg" << std::endl;
if (ret != HSUCCEED) {
INSPIRE_LOGE("Abnormal feature extraction: %d", ret);
return -1;
}
// for (int j = 0; j < 512; ++j) {
// std::cout << featuresCache[0][j] << ", ";
// }
// std::cout << std::endl;
// HSize size;
// HF_GetFaceBasicTokenSize(&size);
// LOGD("in size: %ld", size);
//
// LOGD("o size %d", multipleFaceData.tokens[0].size);
HBuffer buffer[multipleFaceData.tokens[0].size];
HF_CopyFaceBasicToken(multipleFaceData.tokens[0], buffer, multipleFaceData.tokens[0].size);
HF_FaceBasicToken token = {0};
token.size = multipleFaceData.tokens[0].size;
token.data = buffer;
HFloat quality;
// ret = HF_FaceQualityDetect(session, multipleFaceData.tokens[0], &quality);
ret = HF_FaceQualityDetect(session, token, &quality);
INSPIRE_LOGD("RET : %d", ret);
INSPIRE_LOGD("Q: %f", quality);
ret = HF_ReleaseImageStream(imageSteamHandle);
if (ret == HSUCCEED) {
imageSteamHandle = nullptr;
INSPIRE_LOGD("image released");
} else {
INSPIRE_LOGE("image release error: %ld", ret);
}
}
HFloat compResult;
HF_FaceFeature compFeature1 = {0};
HF_FaceFeature compFeature2 = {0};
compFeature1.size = featureNum;
compFeature1.data = featuresCache[0];
compFeature2.size = featureNum;
compFeature2.data = featuresCache[1];
ret = HF_FaceComparison1v1(compFeature1, compFeature2, &compResult);
if (ret != HSUCCEED) {
INSPIRE_LOGE("Contrast failure: %d", ret);
return -1;
}
INSPIRE_LOGD("similarity: %f", compResult);
ret = HF_ReleaseFaceContext(session);
if (ret != HSUCCEED) {
INSPIRE_LOGD("Release error");
}
return 0;
}
int search() {
HResult ret;
// 初始化context
HString path = "test_res/pack/Pikachu";
HF_ContextCustomParameter parameter = {0};
parameter.enable_liveness = 1;
parameter.enable_mask_detect = 1;
parameter.enable_recognition = 1;
HF_DetectMode detMode = HF_DETECT_MODE_IMAGE;
HContextHandle session;
ret = HF_CreateFaceContextFromResourceFile(path, parameter, detMode, 3, &session);
if (ret != HSUCCEED) {
INSPIRE_LOGD("An error occurred while creating ctx: %ld", ret);
}
HF_FeatureHubConfiguration databaseConfiguration = {0};
databaseConfiguration.enablePersistence = 1;
databaseConfiguration.dbPath = "./";
ret = HF_FeatureHubDataEnable(databaseConfiguration);
if (ret != HSUCCEED) {
INSPIRE_LOGE("Database configuration failure: %ld", ret);
return -1;
}
std::vector<std::string> files_list = {
};
for (int i = 0; i < files_list.size(); ++i) {
auto &name = files_list[i];
cv::Mat image = cv::imread(name);
HF_ImageData imageData = {0};
imageData.data = image.data;
imageData.height = image.rows;
imageData.width = image.cols;
imageData.rotation = CAMERA_ROTATION_0;
imageData.format = STREAM_BGR;
HImageHandle imageSteamHandle;
ret = HF_CreateImageStream(&imageData, &imageSteamHandle);
if (ret != HSUCCEED) {
INSPIRE_LOGE("image handle error: %ld", (long )imageSteamHandle);
return -1;
}
HF_MultipleFaceData multipleFaceData = {0};
HF_FaceContextRunFaceTrack(session, imageSteamHandle, &multipleFaceData);
if (multipleFaceData.detectedNum <= 0) {
INSPIRE_LOGE("%s No face detected", name.c_str());
return -1;
}
HF_FaceFeature feature = {0};
ret = HF_FaceFeatureExtract(session, imageSteamHandle, multipleFaceData.tokens[0], &feature);
if (ret != HSUCCEED) {
INSPIRE_LOGE("Feature extraction error: %ld", ret);
return -1;
}
auto tag = basename(name);
char *tagName = new char[tag.size() + 1];
std::strcpy(tagName, tag.c_str());
HF_FaceFeatureIdentity identity = {0};
identity.feature = &feature;
identity.customId = i;
identity.tag = tagName;
ret = HF_FeatureHubInsertFeature(identity);
if (ret != HSUCCEED) {
INSPIRE_LOGE("插入失败: %ld", ret);
return -1;
}
// // 在插入一次测试一下重复操作问题
// ret = HF_FeaturesGroupInsertFeature(session, identity);
// if (ret != HSUCCEED) {
// LOGE("不能重复id插入: %ld", ret);
// }
delete[] tagName;
ret = HF_ReleaseImageStream(imageSteamHandle);
if (ret == HSUCCEED) {
imageSteamHandle = nullptr;
INSPIRE_LOGD("image released");
} else {
INSPIRE_LOGE("image release error: %ld", ret);
}
}
cv::Mat image = cv::imread("test_res/images/kun.jpg");
HF_ImageData imageData = {0};
imageData.data = image.data;
imageData.height = image.rows;
imageData.width = image.cols;
imageData.rotation = CAMERA_ROTATION_0;
imageData.format = STREAM_BGR;
HImageHandle imageSteamHandle;
ret = HF_CreateImageStream(&imageData, &imageSteamHandle);
if (ret != HSUCCEED) {
INSPIRE_LOGE("image handle error: %ld", (long )imageSteamHandle);
return -1;
}
HF_MultipleFaceData multipleFaceData = {0};
HF_FaceContextRunFaceTrack(session, imageSteamHandle, &multipleFaceData);
if (multipleFaceData.detectedNum <= 0) {
INSPIRE_LOGE("No face detected");
return -1;
}
HF_FaceFeature feature = {0};
ret = HF_FaceFeatureExtract(session, imageSteamHandle, multipleFaceData.tokens[0], &feature);
if (ret != HSUCCEED) {
INSPIRE_LOGE("Feature extraction error: %ld", ret);
return -1;
}
// ret = HF_FaceContextFeatureRemove(session, 3);
// if (ret != HSUCCEED) {
// LOGE("delete failed: %ld", ret);
// }
std::string newName = "Six";
char *newTagName = new char[newName.size() + 1];
std::strcpy(newTagName, newName.c_str());
HF_FaceFeatureIdentity updateIdentity = {0};
updateIdentity.customId = 1;
updateIdentity.tag = newTagName;
updateIdentity.feature = &feature;
ret = HF_FeatureHubFaceUpdate(updateIdentity);
if (ret != HSUCCEED) {
INSPIRE_LOGE("Update failure: %ld", ret);
}
delete[] newTagName;
HF_FaceFeatureIdentity searchIdentity = {0};
// HF_FaceFeature featureSearched = {0};
// searchIdentity.feature = &featureSearched;
HFloat confidence;
ret = HF_FeatureHubFaceSearch(feature, &confidence, &searchIdentity);
if (ret != HSUCCEED) {
INSPIRE_LOGE("Search failure: %ld", ret);
return -1;
}
INSPIRE_LOGD("Search for confidence: %f", confidence);
INSPIRE_LOGD("The matched tag: %s", searchIdentity.tag);
INSPIRE_LOGD("The matched customId: %d", searchIdentity.customId);
// Face Pipeline
ret = HF_MultipleFacePipelineProcess(session, imageSteamHandle, &multipleFaceData, parameter);
if (ret != HSUCCEED) {
INSPIRE_LOGE("pipeline execution failed: %ld", ret);
return -1;
}
HF_RGBLivenessConfidence livenessConfidence = {0};
ret = HF_GetRGBLivenessConfidence(session, &livenessConfidence);
if (ret != HSUCCEED) {
INSPIRE_LOGE("Failed to obtain live data");
return -1;
}
INSPIRE_LOGD("Failed to obtain live data: %f", livenessConfidence.confidence[0]);
HF_FaceMaskConfidence maskConfidence = {0};
ret = HF_GetFaceMaskConfidence(session, &maskConfidence);
if (ret != HSUCCEED) {
INSPIRE_LOGE("Failed to obtain live data");
return -1;
}
INSPIRE_LOGD("Mask wearing confidence: %f", maskConfidence.confidence[0]);
HInt32 faceNum;
ret = HF_FeatureHubGetFaceCount(&faceNum);
if (ret != HSUCCEED) {
INSPIRE_LOGE("fail to get");
}
INSPIRE_LOGD("Number of facial features: %d", faceNum);
HF_FeatureHubViewDBTable();
HF_FaceFeatureIdentity identity;
ret = HF_FeatureHubGetFaceIdentity(100, &identity);
if (ret != HSUCCEED) {
INSPIRE_LOGE("Feature acquisition failure");
}
ret = HF_ReleaseImageStream(imageSteamHandle);
if (ret == HSUCCEED) {
imageSteamHandle = nullptr;
INSPIRE_LOGD("image released");
} else {
INSPIRE_LOGE("image release error: %ld", ret);
}
return 0;
}
int opiton() {
// HInt32 mask = HF_ENABLE_FACE_RECOGNITION | HF_ENABLE_LIVENESS;
return 0;
}
int main() {
HResult ret;
// {
// // 测试ImageStream
// cv::Mat image = cv::imread("test_res/images/kun.jpg");
// HF_ImageData imageData = {0};
// imageData.data = image.data;
// imageData.height = image.rows;
// imageData.width = image.cols;
// imageData.rotation = CAMERA_ROTATION_0;
// imageData.format = STREAM_BGR;
//
// HImageHandle imageSteamHandle;
// ret = HF_CreateImageStream(&imageData, &imageSteamHandle);
// if (ret == HSUCCEED) {
// LOGD("image handle: %ld", (long )imageSteamHandle);
// }
// HF_DeBugImageStreamImShow(imageSteamHandle);
//
// ret = HF_ReleaseImageStream(imageSteamHandle);
// if (ret == HSUCCEED) {
// imageSteamHandle = nullptr;
// LOGD("image released");
// } else {
// LOGE("image release error: %ld", ret);
// }
//
// }
// compare();
search();
opiton();
}