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#include <fcntl.h>
#include <google/protobuf/io/coded_stream.h>
#include <google/protobuf/io/zero_copy_stream_impl.h>
#include <google/protobuf/text_format.h>
#ifdef USE_OPENCV
#include <opencv2/core/core.hpp>
#include <opencv2/highgui/highgui.hpp>
#include <opencv2/highgui/highgui_c.h>
#include <opencv2/imgproc/imgproc.hpp>
#endif // USE_OPENCV
#include <stdint.h>
#include <algorithm>
#include <fstream> // NOLINT(readability/streams)
#include <string>
#include <vector>
#include "caffe/common.hpp"
#include "caffe/proto/caffe.pb.h"
#include "caffe/util/io.hpp"
const int kProtoReadBytesLimit = INT_MAX; // Max size of 2 GB minus 1 byte.
namespace caffe {
using google::protobuf::io::FileInputStream;
using google::protobuf::io::FileOutputStream;
using google::protobuf::io::ZeroCopyInputStream;
using google::protobuf::io::CodedInputStream;
using google::protobuf::io::ZeroCopyOutputStream;
using google::protobuf::io::CodedOutputStream;
using google::protobuf::Message;
bool ReadProtoFromTextFile(const char* filename, Message* proto) {
int fd = open(filename, O_RDONLY);
CHECK_NE(fd, -1) << "File not found: " << filename;
FileInputStream* input = new FileInputStream(fd);
bool success = google::protobuf::TextFormat::Parse(input, proto);
delete input;
close(fd);
return success;
}
void WriteProtoToTextFile(const Message& proto, const char* filename) {
int fd = open(filename, O_WRONLY | O_CREAT | O_TRUNC, 0644);
FileOutputStream* output = new FileOutputStream(fd);
CHECK(google::protobuf::TextFormat::Print(proto, output));
delete output;
close(fd);
}
bool ReadProtoFromBinaryFile(const char* filename, Message* proto) {
int fd = open(filename, O_RDONLY);
CHECK_NE(fd, -1) << "File not found: " << filename;
ZeroCopyInputStream* raw_input = new FileInputStream(fd);
CodedInputStream* coded_input = new CodedInputStream(raw_input);
coded_input->SetTotalBytesLimit(kProtoReadBytesLimit, 536870912);
bool success = proto->ParseFromCodedStream(coded_input);
delete coded_input;
delete raw_input;
close(fd);
return success;
}
void WriteProtoToBinaryFile(const Message& proto, const char* filename) {
fstream output(filename, ios::out | ios::trunc | ios::binary);
CHECK(proto.SerializeToOstream(&output));
}
#ifdef USE_OPENCV
cv::Mat ReadImageToCVMat(const string& filename,
const int height, const int width, const bool is_color) {
cv::Mat cv_img;
int cv_read_flag = (is_color ? CV_LOAD_IMAGE_COLOR :
CV_LOAD_IMAGE_GRAYSCALE);
cv::Mat cv_img_origin = cv::imread(filename, cv_read_flag);
if (!cv_img_origin.data) {
LOG(ERROR) << "Could not open or find file " << filename;
return cv_img_origin;
}
if (height > 0 && width > 0) {
cv::resize(cv_img_origin, cv_img, cv::Size(width, height));
} else {
cv_img = cv_img_origin;
}
return cv_img;
}
cv::Mat ReadImageToCVMat(const string& filename,
const int height, const int width) {
return ReadImageToCVMat(filename, height, width, true);
}
cv::Mat ReadImageToCVMat(const string& filename,
const bool is_color) {
return ReadImageToCVMat(filename, 0, 0, is_color);
}
cv::Mat ReadImageToCVMat(const string& filename) {
return ReadImageToCVMat(filename, 0, 0, true);
}
// Do the file extension and encoding match?
static bool matchExt(const std::string & fn,
std::string en) {
size_t p = fn.rfind('.');
std::string ext = p != fn.npos ? fn.substr(p) : fn;
std::transform(ext.begin(), ext.end(), ext.begin(), ::tolower);
std::transform(en.begin(), en.end(), en.begin(), ::tolower);
if ( ext == en )
return true;
if ( en == "jpg" && ext == "jpeg" )
return true;
return false;
}
bool ReadImageToDatum(const string& filename, const int label,
const int height, const int width, const bool is_color,
const std::string & encoding, Datum* datum) {
cv::Mat cv_img = ReadImageToCVMat(filename, height, width, is_color);
if (cv_img.data) {
if (encoding.size()) {
if ( (cv_img.channels() == 3) == is_color && !height && !width &&
matchExt(filename, encoding) )
return ReadFileToDatum(filename, label, datum);
std::vector<uchar> buf;
cv::imencode("."+encoding, cv_img, buf);
datum->set_data(std::string(reinterpret_cast<char*>(&buf[0]),
buf.size()));
datum->set_label(label);
datum->set_encoded(true);
return true;
}
CVMatToDatum(cv_img, datum);
datum->set_label(label);
return true;
} else {
return false;
}
}
#endif // USE_OPENCV
bool ReadFileToDatum(const string& filename, const int label,
Datum* datum) {
std::streampos size;
fstream file(filename.c_str(), ios::in|ios::binary|ios::ate);
if (file.is_open()) {
size = file.tellg();
std::string buffer(size, ' ');
file.seekg(0, ios::beg);
file.read(&buffer[0], size);
file.close();
datum->set_data(buffer);
datum->set_label(label);
datum->set_encoded(true);
return true;
} else {
return false;
}
}
#ifdef USE_OPENCV
cv::Mat DecodeDatumToCVMatNative(const Datum& datum) {
cv::Mat cv_img;
CHECK(datum.encoded()) << "Datum not encoded";
const string& data = datum.data();
std::vector<char> vec_data(data.c_str(), data.c_str() + data.size());
cv_img = cv::imdecode(vec_data, -1);
if (!cv_img.data) {
LOG(ERROR) << "Could not decode datum ";
}
return cv_img;
}
cv::Mat DecodeDatumToCVMat(const Datum& datum, bool is_color) {
cv::Mat cv_img;
CHECK(datum.encoded()) << "Datum not encoded";
const string& data = datum.data();
std::vector<char> vec_data(data.c_str(), data.c_str() + data.size());
int cv_read_flag = (is_color ? CV_LOAD_IMAGE_COLOR :
CV_LOAD_IMAGE_GRAYSCALE);
cv_img = cv::imdecode(vec_data, cv_read_flag);
if (!cv_img.data) {
LOG(ERROR) << "Could not decode datum ";
}
return cv_img;
}
// If Datum is encoded will decoded using DecodeDatumToCVMat and CVMatToDatum
// If Datum is not encoded will do nothing
bool DecodeDatumNative(Datum* datum) {
if (datum->encoded()) {
cv::Mat cv_img = DecodeDatumToCVMatNative((*datum));
CVMatToDatum(cv_img, datum);
return true;
} else {
return false;
}
}
bool DecodeDatum(Datum* datum, bool is_color) {
if (datum->encoded()) {
cv::Mat cv_img = DecodeDatumToCVMat((*datum), is_color);
CVMatToDatum(cv_img, datum);
return true;
} else {
return false;
}
}
void CVMatToDatum(const cv::Mat& cv_img, Datum* datum) {
CHECK(cv_img.depth() == CV_8U) << "Image data type must be unsigned byte";
datum->set_channels(cv_img.channels());
datum->set_height(cv_img.rows);
datum->set_width(cv_img.cols);
datum->clear_data();
datum->clear_float_data();
datum->set_encoded(false);
int datum_channels = datum->channels();
int datum_height = datum->height();
int datum_width = datum->width();
int datum_size = datum_channels * datum_height * datum_width;
std::string buffer(datum_size, ' ');
for (int h = 0; h < datum_height; ++h) {
const uchar* ptr = cv_img.ptr<uchar>(h);
int img_index = 0;
for (int w = 0; w < datum_width; ++w) {
for (int c = 0; c < datum_channels; ++c) {
int datum_index = (c * datum_height + h) * datum_width + w;
buffer[datum_index] = static_cast<char>(ptr[img_index++]);
}
}
}
datum->set_data(buffer);
}
#endif // USE_OPENCV
} // namespace caffe
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