int _tmain(int argc, _TCHAR* argv[])
{
//int i;
//printf("argc: %d\n", argc);
//for(i = 0; i < argc; i++)
// printf("arg %d: %S\n", i, argv[i]);
if(argc != 4)
usage();
printf("reading %S to buffer...", argv[1]);
deffile = loadFileToBuf(argv[1], &deflen);
if((deffile != NULL)&&(deflen != 0))
{
printf("read 0x%x bytes OK\n", deflen);
printf("reading %S to buffer...", argv[2]);
listfile = loadFileToBuf(argv[2], &listlen);
if((listfile != NULL)&&(listlen != 0))
{
printf("read 0x%x bytes OK\n", listlen);
processFiles(argv[3]);
}
}
if(deffile)
free(deffile);
if(listfile)
free(listfile);
printf("\n\n");
return 0;
}
MBOOL
Mhal_facebeauty::
createFullFrame(IMEM_BUF_INFO Srcbufinfo)
{
MBOOL ret = MTRUE;
MINT32 err = 0;
CPTLog(Event_FBShot_createFullFrame, CPTFlagStart);
MY_LOGD("[createFullFrame] + \n");
NSCamShot::ISingleShot *pSingleShot = NSCamShot::ISingleShot::createInstance(eShotMode_FaceBeautyShot, "FaceBeautyshot");
//
pSingleShot->init();
EImageFormat ePostViewFmt = static_cast<EImageFormat>(android::MtkCamUtils::FmtUtils::queryImageioFormat(mShotParam.ms8PostviewDisplayFormat));
ImgBufInfo rSrcImgInfo;
rSrcImgInfo.u4ImgWidth = mu4W_yuv;
rSrcImgInfo.u4ImgHeight = mu4H_yuv;
rSrcImgInfo.eImgFmt = eImgFmt_YV16;
rSrcImgInfo.u4Stride[0] = rSrcImgInfo.u4ImgWidth;
rSrcImgInfo.u4Stride[1] = rSrcImgInfo.u4ImgWidth >> 1;
rSrcImgInfo.u4Stride[2] = rSrcImgInfo.u4ImgWidth >> 1;
rSrcImgInfo.u4BufSize = Srcbufinfo.size;
rSrcImgInfo.u4BufVA = Srcbufinfo.virtAddr;
rSrcImgInfo.u4BufPA = Srcbufinfo.phyAddr;
rSrcImgInfo.i4MemID = Srcbufinfo.memID;
pSingleShot->registerImgBufInfo(ECamShot_BUF_TYPE_YUV, rSrcImgInfo);
ImgBufInfo rPostImgInfo;
rPostImgInfo.u4ImgWidth = mShotParam.mi4PostviewWidth;
rPostImgInfo.u4ImgHeight = mShotParam.mi4PostviewHeight;
rPostImgInfo.eImgFmt = ePostViewFmt;
rPostImgInfo.u4Stride[0] = rPostImgInfo.u4ImgWidth;
rPostImgInfo.u4Stride[1] = rPostImgInfo.u4ImgWidth >> 1;
rPostImgInfo.u4Stride[2] = rPostImgInfo.u4ImgWidth >> 1;
// using blurimg buffer for reduce buffer size
rPostImgInfo.u4BufSize = mpBlurImg.size;
rPostImgInfo.u4BufVA = mpBlurImg.virtAddr;
rPostImgInfo.u4BufPA = mpBlurImg.phyAddr;
rPostImgInfo.i4MemID = mpBlurImg.memID;
pSingleShot->registerImgBufInfo(ECamShot_BUF_TYPE_POSTVIEW, rPostImgInfo);
//
pSingleShot->enableDataMsg(ECamShot_DATA_MSG_YUV
//| ECamShot_DATA_MSG_JPEG
);
pSingleShot->enableNotifyMsg(NSCamShot::ECamShot_NOTIFY_MSG_EOF);
// shot param
NSCamShot::ShotParam rShotParam(eImgFmt_YV16, //yuv format
mShotParam.mi4PictureWidth, //picutre width
mShotParam.mi4PictureHeight, //picture height
0, //picture rotation in jpg
0, //picture flip
ePostViewFmt,
mShotParam.mi4PostviewWidth, //postview width
mShotParam.mi4PostviewHeight, //postview height
0, //postview rotation
0, //postview flip
mShotParam.mu4ZoomRatio //zoom
);
// jpeg param
NSCamShot::JpegParam rJpegParam(mJpegParam.mu4JpegQuality, //Quality
MTRUE //isSOI
);
// sensor param
NSCamShot::SensorParam rSensorParam(static_cast<MUINT32>(MtkCamUtils::DevMetaInfo::queryHalSensorDev(getOpenId())), //Device ID
#warning [FIXME] workaround for Alta phone capture mode can not work
ACDK_SCENARIO_ID_CAMERA_CAPTURE_JPEG, //Scenaio
//ACDK_SCENARIO_ID_CAMERA_PREVIEW, //Scenaio
10, //bit depth
MFALSE, //bypass delay
MFALSE //bypass scenario
);
//
pSingleShot->setCallbacks(fgCamShotNotifyCb, fgCamShotDataCb, this);
//
pSingleShot->setShotParam(rShotParam);
//
pSingleShot->setJpegParam(rJpegParam);
//
pSingleShot->startOne(rSensorParam);
//
pSingleShot->uninit();
//
pSingleShot->destroyInstance();
if(mShotParam.ms8ShotFileName.string()!=NULL)
{
ret = createFBJpegImg(Srcbufinfo,mu4W_yuv,mu4H_yuv,1);
if ( ! ret )
{
goto lbExit;
}
}
#ifdef Debug_Mode
loadFileToBuf("/data/FBSOURCE.yuv",(uint8_t*)Srcbufinfo.virtAddr,Srcbufinfo.size);
saveBufToFile("/sdcard/img.yuv", (uint8_t*)Srcbufinfo.virtAddr, Srcbufinfo.size);
#endif
CPTLog(Event_FBShot_createFullFrame, CPTFlagEnd);
MY_LOGD("[createFullFrame] - \n");
lbExit:
return ret;
}
int main()
{
//learning rate
double alpha = 0.03;
int maxIter = 15000;
int miniBatchSize = 1000;
double noiseRatio = 0.3;
int inputSize = 28*28;
int hiddenSize = 28;
int imgWidth = 8;
char *fileBuf = new char[4096];
bool ret = loadFileToBuf("ParamConfig.ini",fileBuf,4096);
if(ret)
{
getConfigDoubleValue(fileBuf,"noiseRatio:",noiseRatio);
getConfigDoubleValue(fileBuf,"alpha:",alpha);
getConfigIntValue(fileBuf,"maxIter:",maxIter);
getConfigIntValue(fileBuf,"miniBatchSize:",miniBatchSize);
getConfigIntValue(fileBuf,"hiddenSize:",hiddenSize);
getConfigIntValue(fileBuf,"inputSize:",inputSize);
getConfigIntValue(fileBuf,"imgWidth:",imgWidth);
cout << "noiseRatio:" << noiseRatio << endl;
cout << "alpha:" << alpha << endl;
cout << "maxIter:" << maxIter << endl;
cout << "miniBatchSize:" << miniBatchSize << endl;
cout << "hiddenSize:" << hiddenSize << endl;
cout << "inputSize:" << inputSize << endl;
cout << "imgWidth:" << imgWidth << endl;
}
delete []fileBuf;
//set eigen threads
SYSTEM_INFO info;
GetSystemInfo(&info);
Eigen::setNbThreads(info.dwNumberOfProcessors);
MatrixXd trainData(1,inputSize);
DAE dae(inputSize,hiddenSize);
ret = loadMnistData(trainData,"mnist\\train-images-idx3-ubyte");
cout << "Loading training data..." << endl;
if(ret == false)
{
return -1;
}
clock_t start = clock();
//cout << trainData.rows() << " " << trainData.cols() << endl;
MatrixXd showImage = trainData.leftCols(100).transpose();
buildImage(showImage,imgWidth,"data.jpg");
dae.train(trainData,noiseRatio,alpha,maxIter,miniBatchSize);
cout << "End Train" << endl;
MatrixXd hiddenTheta = dae.getTheta();
buildImage(hiddenTheta,imgWidth,"weights.jpg",true);
cout << "Saving hidden neurons" << endl;
dae.saveModel("DAE_Model.txt");
clock_t end = clock();
cout << "The code ran for " << (end - start)/(double)(CLOCKS_PER_SEC*60)
<< " minutes on " << Eigen::nbThreads() << " thread(s)." << endl;
cout << "noiseRatio: " << noiseRatio << endl;
cout << "alpha: " << alpha << endl;
cout << "miniBatchSize: " << miniBatchSize << endl;
system("pause");
return 0;
}
