yolov8ncnn.cpp
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// Tencent is pleased to support the open source community by making ncnn available.
//
// Copyright (C) 2021 THL A29 Limited, a Tencent company. All rights reserved.
//
// Licensed under the BSD 3-Clause License (the "License"); you may not use this file except
// in compliance with the License. You may obtain a copy of the License at
//
// https://opensource.org/licenses/BSD-3-Clause
//
// 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 <android/asset_manager_jni.h>
#include <android/native_window_jni.h>
#include <android/native_window.h>
#include <android/log.h>
#include <jni.h>
#include <string>
#include <vector>
#include <platform.h>
#include <benchmark.h>
#include "yolov8.h"
#include "ndkcamera.h"
#include "mp4recorder.h"
#include <opencv2/core/core.hpp>
#include <opencv2/imgproc/imgproc.hpp>
#if __ARM_NEON
#include <arm_neon.h>
#endif // __ARM_NEON
static int draw_unsupported(cv::Mat& rgb)
{
const char text[] = "unsupported";
int baseLine = 0;
cv::Size label_size = cv::getTextSize(text, cv::FONT_HERSHEY_SIMPLEX, 1.0, 1, &baseLine);
int y = (rgb.rows - label_size.height) / 2;
int x = (rgb.cols - label_size.width) / 2;
cv::rectangle(rgb, cv::Rect(cv::Point(x, y), cv::Size(label_size.width, label_size.height + baseLine)),
cv::Scalar(255, 255, 255), -1);
cv::putText(rgb, text, cv::Point(x, y + label_size.height),
cv::FONT_HERSHEY_SIMPLEX, 1.0, cv::Scalar(0, 0, 0));
return 0;
}
static int draw_fps(cv::Mat& rgb)
{
// resolve moving average
float avg_fps = 0.f;
{
static double t0 = 0.f;
static float fps_history[10] = {0.f};
double t1 = ncnn::get_current_time();
if (t0 == 0.f)
{
t0 = t1;
return 0;
}
float fps = 1000.f / (t1 - t0);
t0 = t1;
for (int i = 9; i >= 1; i--)
{
fps_history[i] = fps_history[i - 1];
}
fps_history[0] = fps;
if (fps_history[9] == 0.f)
{
return 0;
}
for (int i = 0; i < 10; i++)
{
avg_fps += fps_history[i];
}
avg_fps /= 10.f;
}
char text[32];
sprintf(text, "FPS=%.2f", avg_fps);
int baseLine = 0;
cv::Size label_size = cv::getTextSize(text, cv::FONT_HERSHEY_SIMPLEX, 0.5, 1, &baseLine);
int y = 0;
int x = rgb.cols - label_size.width;
cv::rectangle(rgb, cv::Rect(cv::Point(x, y), cv::Size(label_size.width, label_size.height + baseLine)),
cv::Scalar(255, 255, 255), -1);
cv::putText(rgb, text, cv::Point(x, y + label_size.height),
cv::FONT_HERSHEY_SIMPLEX, 0.5, cv::Scalar(0, 0, 0));
return 0;
}
static YOLOv8* g_yolov8 = 0;
static ncnn::Mutex lock;
static MP4Recorder* g_recorder = 0;
static ncnn::Mutex recorder_lock;
class MyNdkCamera : public NdkCameraWindow
{
public:
virtual void on_image_render(cv::Mat& rgb) const;
};
void MyNdkCamera::on_image_render(cv::Mat& rgb) const
{
// yolov8
{
ncnn::MutexLockGuard g(lock);
if (g_yolov8)
{
std::vector<Object> objects;
g_yolov8->detect(rgb, objects);
g_yolov8->draw(rgb, objects);
}
else
{
draw_unsupported(rgb);
}
}
draw_fps(rgb);
// Record frame if recording is active
{
ncnn::MutexLockGuard g(recorder_lock);
if (g_recorder && g_recorder->isRecording()) {
g_recorder->writeFrame(rgb);
}
}
}
static MyNdkCamera* g_camera = 0;
extern "C" {
JNIEXPORT jint JNI_OnLoad(JavaVM* vm, void* reserved)
{
__android_log_print(ANDROID_LOG_DEBUG, "ncnn", "JNI_OnLoad");
g_camera = new MyNdkCamera;
g_recorder = new MP4Recorder;
ncnn::create_gpu_instance();
return JNI_VERSION_1_4;
}
JNIEXPORT void JNI_OnUnload(JavaVM* vm, void* reserved)
{
__android_log_print(ANDROID_LOG_DEBUG, "ncnn", "JNI_OnUnload");
{
ncnn::MutexLockGuard g(lock);
delete g_yolov8;
g_yolov8 = 0;
}
{
ncnn::MutexLockGuard g(recorder_lock);
delete g_recorder;
g_recorder = 0;
}
ncnn::destroy_gpu_instance();
delete g_camera;
g_camera = 0;
}
// public native boolean loadModel(AssetManager mgr, int taskid, int modelid, int cpugpu);
JNIEXPORT jboolean JNICALL Java_com_tencent_yolov8ncnn_YOLOv8Ncnn_loadModel(JNIEnv* env, jobject thiz, jobject assetManager, jint taskid, jint modelid, jint cpugpu)
{
if (taskid < 0 || taskid > 5 || modelid < 0 || modelid > 8 || cpugpu < 0 || cpugpu > 2)
{
return JNI_FALSE;
}
AAssetManager* mgr = AAssetManager_fromJava(env, assetManager);
__android_log_print(ANDROID_LOG_DEBUG, "ncnn", "loadModel %p", mgr);
const char* tasknames[6] =
{
"",
"_oiv7",
"_seg",
"_pose",
"_cls",
"_obb"
};
const char* modeltypes[9] =
{
"n",
"s",
"m",
"n",
"s",
"m",
"n",
"s",
"m"
};
std::string parampath = std::string("yolov8") + modeltypes[(int)modelid] + tasknames[(int)taskid] + ".ncnn.param";
std::string modelpath = std::string("yolov8") + modeltypes[(int)modelid] + tasknames[(int)taskid] + ".ncnn.bin";
bool use_gpu = (int)cpugpu == 1;
bool use_turnip = (int)cpugpu == 2;
// reload
{
ncnn::MutexLockGuard g(lock);
{
static int old_taskid = 0;
static int old_modelid = 0;
static int old_cpugpu = 0;
if (taskid != old_taskid || (modelid % 3) != old_modelid || cpugpu != old_cpugpu)
{
// taskid or model or cpugpu changed
delete g_yolov8;
g_yolov8 = 0;
}
old_taskid = taskid;
old_modelid = modelid % 3;
old_cpugpu = cpugpu;
ncnn::destroy_gpu_instance();
if (use_turnip)
{
ncnn::create_gpu_instance("libvulkan_freedreno.so");
}
else if (use_gpu)
{
ncnn::create_gpu_instance();
}
if (!g_yolov8)
{
if (taskid == 0) g_yolov8 = new YOLOv8_det_coco;
if (taskid == 1) g_yolov8 = new YOLOv8_det_oiv7;
if (taskid == 2) g_yolov8 = new YOLOv8_seg;
if (taskid == 3) g_yolov8 = new YOLOv8_pose;
if (taskid == 4) g_yolov8 = new YOLOv8_cls;
if (taskid == 5) g_yolov8 = new YOLOv8_obb;
g_yolov8->load(mgr, parampath.c_str(), modelpath.c_str(), use_gpu || use_turnip);
}
int target_size = 320;
if ((int)modelid >= 3)
target_size = 480;
if ((int)modelid >= 6)
target_size = 640;
g_yolov8->set_det_target_size(target_size);
}
}
return JNI_TRUE;
}
// public native boolean openCamera(int facing);
JNIEXPORT jboolean JNICALL Java_com_tencent_yolov8ncnn_YOLOv8Ncnn_openCamera(JNIEnv* env, jobject thiz, jint facing)
{
if (facing < 0 || facing > 1)
return JNI_FALSE;
__android_log_print(ANDROID_LOG_DEBUG, "ncnn", "openCamera %d", facing);
g_camera->open((int)facing);
return JNI_TRUE;
}
// public native boolean closeCamera();
JNIEXPORT jboolean JNICALL Java_com_tencent_yolov8ncnn_YOLOv8Ncnn_closeCamera(JNIEnv* env, jobject thiz)
{
__android_log_print(ANDROID_LOG_DEBUG, "ncnn", "closeCamera");
g_camera->close();
return JNI_TRUE;
}
// public native boolean setOutputWindow(Surface surface);
JNIEXPORT jboolean JNICALL Java_com_tencent_yolov8ncnn_YOLOv8Ncnn_setOutputWindow(JNIEnv* env, jobject thiz, jobject surface)
{
ANativeWindow* win = ANativeWindow_fromSurface(env, surface);
__android_log_print(ANDROID_LOG_DEBUG, "ncnn", "setOutputWindow %p", win);
g_camera->set_window(win);
return JNI_TRUE;
}
// public native boolean startRecording(String outputPath);
JNIEXPORT jboolean JNICALL Java_com_tencent_yolov8ncnn_YOLOv8Ncnn_startRecording(JNIEnv* env, jobject thiz, jstring outputPath)
{
if (!g_recorder) {
__android_log_print(ANDROID_LOG_ERROR, "ncnn", "Recorder not initialized");
return JNI_FALSE;
}
const char* path = env->GetStringUTFChars(outputPath, nullptr);
if (!path) {
__android_log_print(ANDROID_LOG_ERROR, "ncnn", "Failed to get output path");
return JNI_FALSE;
}
__android_log_print(ANDROID_LOG_DEBUG, "ncnn", "startRecording %s", path);
bool success = false;
{
ncnn::MutexLockGuard g(recorder_lock);
// Use dynamic resolution based on actual frame size
// Will be set when first frame is received
// Enable audio recording by default
success = g_recorder->startRecording(std::string(path), 0, 0, 30, true);
}
env->ReleaseStringUTFChars(outputPath, path);
return success ? JNI_TRUE : JNI_FALSE;
}
// public native boolean stopRecording();
JNIEXPORT jboolean JNICALL Java_com_tencent_yolov8ncnn_YOLOv8Ncnn_stopRecording(JNIEnv* env, jobject thiz)
{
if (!g_recorder) {
__android_log_print(ANDROID_LOG_ERROR, "ncnn", "Recorder not initialized");
return JNI_FALSE;
}
__android_log_print(ANDROID_LOG_DEBUG, "ncnn", "stopRecording");
bool success = false;
{
ncnn::MutexLockGuard g(recorder_lock);
success = g_recorder->stopRecording();
}
return success ? JNI_TRUE : JNI_FALSE;
}
}