parent
df5eec6844
commit
f28effb490
10 changed files with 190 additions and 342 deletions
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#ifndef __OPENCV_DNN_CAFFE_IO_HPP__ |
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#define __OPENCV_DNN_CAFFE_IO_HPP__ |
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#if HAVE_PROTOBUF |
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#include "caffe.pb.h" |
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namespace cv { |
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namespace dnn { |
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// Read parameters from a file into a NetParameter proto message.
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void ReadNetParamsFromTextFileOrDie(const char* param_file, |
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caffe::NetParameter* param); |
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void ReadNetParamsFromBinaryFileOrDie(const char* param_file, |
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caffe::NetParameter* param); |
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} |
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} |
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#endif |
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#endif |
@ -1,40 +0,0 @@ |
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#ifndef CAFFE_COMMON_HPP_ |
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#define CAFFE_COMMON_HPP_ |
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#include <opencv2/core.hpp> |
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#include <iostream> |
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#include "glog_emulator.hpp" |
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//#include <gflags/gflags.h>
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//#include <glog/logging.h>
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#include <climits> |
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#include <cmath> |
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#include <fstream> // NOLINT(readability/streams) |
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#include <iostream> // NOLINT(readability/streams) |
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#include <map> |
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#include <set> |
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#include <sstream> |
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#include <string> |
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#include <utility> // pair |
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#include <vector> |
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namespace caffe { |
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// Common functions and classes from std that caffe often uses.
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using std::fstream; |
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using std::ios; |
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using std::isnan; |
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using std::isinf; |
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using std::iterator; |
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using std::make_pair; |
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using std::map; |
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using std::ostringstream; |
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using std::pair; |
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using std::set; |
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using std::string; |
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using std::stringstream; |
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using std::vector; |
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} // namespace caffe
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#endif // CAFFE_COMMON_HPP_
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@ -1,70 +0,0 @@ |
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#if HAVE_PROTOBUF |
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#include "io.hpp" |
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#include <google/protobuf/io/coded_stream.h> |
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#include <google/protobuf/io/zero_copy_stream_impl.h> |
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#include <google/protobuf/text_format.h> |
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#include <opencv2/core.hpp> |
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//#include <stdint.h>
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//
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//#include <algorithm>
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#include <fstream> // NOLINT(readability/streams) |
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//#include <string>
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//#include <vector>
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//
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//#include "caffe/common.hpp"
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//#include "caffe.pb.h"
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//#include "caffe/util/io.hpp"
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//
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const int kProtoReadBytesLimit = INT_MAX; // Max size of 2 GB minus 1 byte.
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namespace caffe { |
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using google::protobuf::io::FileInputStream; |
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using google::protobuf::io::FileOutputStream; |
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using google::protobuf::io::ZeroCopyInputStream; |
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using google::protobuf::io::CodedInputStream; |
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using google::protobuf::io::ZeroCopyOutputStream; |
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using google::protobuf::io::CodedOutputStream; |
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using google::protobuf::io::IstreamInputStream; |
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using google::protobuf::Message; |
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bool ReadProtoFromTextFile(const char* filename, Message* proto) { |
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std::ifstream fs(filename, std::ifstream::in); |
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CHECK(fs.is_open()) << "Can't open \"" << filename << "\""; |
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IstreamInputStream input(&fs); |
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bool success = google::protobuf::TextFormat::Parse(&input, proto); |
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fs.close(); |
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return success; |
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} |
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//
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//void WriteProtoToTextFile(const Message& proto, const char* filename) {
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// int fd = open(filename, O_WRONLY | O_CREAT | O_TRUNC, 0644);
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// FileOutputStream* output = new FileOutputStream(fd);
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// CHECK(google::protobuf::TextFormat::Print(proto, output));
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// delete output;
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// close(fd);
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//}
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//
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bool ReadProtoFromBinaryFile(const char* filename, Message* proto) { |
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std::ifstream fs(filename, std::ifstream::in | std::ifstream::binary); |
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CHECK(fs.is_open()) << "Can't open \"" << filename << "\""; |
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ZeroCopyInputStream* raw_input = new IstreamInputStream(&fs); |
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CodedInputStream* coded_input = new CodedInputStream(raw_input); |
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coded_input->SetTotalBytesLimit(kProtoReadBytesLimit, 536870912); |
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bool success = proto->ParseFromCodedStream(coded_input); |
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delete coded_input; |
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delete raw_input; |
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fs.close(); |
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return success; |
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} |
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//
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//void WriteProtoToBinaryFile(const Message& proto, const char* filename) {
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// fstream output(filename, ios::out | ios::trunc | ios::binary);
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// CHECK(proto.SerializeToOstream(&output));
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//}
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} // namespace caffe
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#endif |
@ -1,146 +0,0 @@ |
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#ifndef CAFFE_UTIL_IO_H_ |
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#define CAFFE_UTIL_IO_H_ |
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#if HAVE_PROTOBUF |
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//instead of GLOG
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#include "../glog_emulator.hpp" |
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//#include <unistd.h>
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#include <string> |
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#include <stdio.h> |
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#include <google/protobuf/message.h> |
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#include "caffe/common.hpp" |
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#include "caffe.pb.h" |
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namespace caffe { |
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using ::google::protobuf::Message; |
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//inline void MakeTempFilename(string* temp_filename) {
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// temp_filename->clear();
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// *temp_filename = "/tmp/caffe_test.XXXXXX";
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// char* temp_filename_cstr = new char[temp_filename->size() + 1];
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// // NOLINT_NEXT_LINE(runtime/printf)
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// strcpy(temp_filename_cstr, temp_filename->c_str());
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// int fd = mkstemp(temp_filename_cstr);
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// CHECK_GE(fd, 0) << "Failed to open a temporary file at: " << *temp_filename;
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// close(fd);
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// *temp_filename = temp_filename_cstr;
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// delete[] temp_filename_cstr;
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//}
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//
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//inline void MakeTempDir(string* temp_dirname) {
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// temp_dirname->clear();
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// *temp_dirname = "/tmp/caffe_test.XXXXXX";
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// char* temp_dirname_cstr = new char[temp_dirname->size() + 1];
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// // NOLINT_NEXT_LINE(runtime/printf)
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// strcpy(temp_dirname_cstr, temp_dirname->c_str());
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// char* mkdtemp_result = mkdtemp(temp_dirname_cstr);
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// CHECK(mkdtemp_result != NULL)
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// << "Failed to create a temporary directory at: " << *temp_dirname;
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// *temp_dirname = temp_dirname_cstr;
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// delete[] temp_dirname_cstr;
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//}
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bool ReadProtoFromTextFile(const char* filename, Message* proto); |
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inline bool ReadProtoFromTextFile(const string& filename, Message* proto) { |
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return ReadProtoFromTextFile(filename.c_str(), proto); |
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} |
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inline void ReadProtoFromTextFileOrDie(const char* filename, Message* proto) { |
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CHECK(ReadProtoFromTextFile(filename, proto)); |
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} |
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inline void ReadProtoFromTextFileOrDie(const string& filename, Message* proto) { |
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ReadProtoFromTextFileOrDie(filename.c_str(), proto); |
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} |
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void WriteProtoToTextFile(const Message& proto, const char* filename); |
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inline void WriteProtoToTextFile(const Message& proto, const string& filename) { |
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WriteProtoToTextFile(proto, filename.c_str()); |
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} |
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bool ReadProtoFromBinaryFile(const char* filename, Message* proto); |
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inline bool ReadProtoFromBinaryFile(const string& filename, Message* proto) { |
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return ReadProtoFromBinaryFile(filename.c_str(), proto); |
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} |
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inline void ReadProtoFromBinaryFileOrDie(const char* filename, Message* proto) { |
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CHECK(ReadProtoFromBinaryFile(filename, proto)); |
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} |
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inline void ReadProtoFromBinaryFileOrDie(const string& filename, |
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Message* proto) { |
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ReadProtoFromBinaryFileOrDie(filename.c_str(), proto); |
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} |
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void WriteProtoToBinaryFile(const Message& proto, const char* filename); |
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inline void WriteProtoToBinaryFile( |
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const Message& proto, const string& filename) { |
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WriteProtoToBinaryFile(proto, filename.c_str()); |
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} |
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bool ReadFileToDatum(const string& filename, const int label, Datum* datum); |
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inline bool ReadFileToDatum(const string& filename, Datum* datum) { |
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return ReadFileToDatum(filename, -1, datum); |
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} |
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bool ReadImageToDatum(const string& filename, const int label, |
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const int height, const int width, const bool is_color, |
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const std::string & encoding, Datum* datum); |
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inline bool ReadImageToDatum(const string& filename, const int label, |
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const int height, const int width, const bool is_color, Datum* datum) { |
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return ReadImageToDatum(filename, label, height, width, is_color, |
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"", datum); |
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} |
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inline bool ReadImageToDatum(const string& filename, const int label, |
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const int height, const int width, Datum* datum) { |
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return ReadImageToDatum(filename, label, height, width, true, datum); |
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} |
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inline bool ReadImageToDatum(const string& filename, const int label, |
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const bool is_color, Datum* datum) { |
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return ReadImageToDatum(filename, label, 0, 0, is_color, datum); |
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} |
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inline bool ReadImageToDatum(const string& filename, const int label, |
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Datum* datum) { |
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return ReadImageToDatum(filename, label, 0, 0, true, datum); |
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} |
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inline bool ReadImageToDatum(const string& filename, const int label, |
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const std::string & encoding, Datum* datum) { |
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return ReadImageToDatum(filename, label, 0, 0, true, encoding, datum); |
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} |
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bool DecodeDatumNative(Datum* datum); |
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bool DecodeDatum(Datum* datum, bool is_color); |
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cv::Mat ReadImageToCVMat(const string& filename, |
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const int height, const int width, const bool is_color); |
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cv::Mat ReadImageToCVMat(const string& filename, |
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const int height, const int width); |
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cv::Mat ReadImageToCVMat(const string& filename, |
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const bool is_color); |
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cv::Mat ReadImageToCVMat(const string& filename); |
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cv::Mat DecodeDatumToCVMatNative(const Datum& datum); |
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cv::Mat DecodeDatumToCVMat(const Datum& datum, bool is_color); |
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void CVMatToDatum(const cv::Mat& cv_img, Datum* datum); |
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} // namespace caffe
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#endif |
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#endif // CAFFE_UTIL_IO_H_
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#ifndef CAFFE_UTIL_UPGRADE_PROTO_H_ |
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#define CAFFE_UTIL_UPGRADE_PROTO_H_ |
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#if HAVE_PROTOBUF |
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#include <string> |
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#include "caffe/common.hpp" |
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#include "caffe.pb.h" |
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namespace caffe { |
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// Return true iff the net is not the current version.
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bool NetNeedsUpgrade(const NetParameter& net_param); |
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// Return true iff any layer contains parameters specified using
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// deprecated V0LayerParameter.
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bool NetNeedsV0ToV1Upgrade(const NetParameter& net_param); |
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// Perform all necessary transformations to upgrade a V0NetParameter into a
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// NetParameter (including upgrading padding layers and LayerParameters).
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bool UpgradeV0Net(const NetParameter& v0_net_param, NetParameter* net_param); |
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// Upgrade NetParameter with padding layers to pad-aware conv layers.
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// For any padding layer, remove it and put its pad parameter in any layers
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// taking its top blob as input.
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// Error if any of these above layers are not-conv layers.
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void UpgradeV0PaddingLayers(const NetParameter& param, |
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NetParameter* param_upgraded_pad); |
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// Upgrade a single V0LayerConnection to the V1LayerParameter format.
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bool UpgradeV0LayerParameter(const V1LayerParameter& v0_layer_connection, |
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V1LayerParameter* layer_param); |
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V1LayerParameter_LayerType UpgradeV0LayerType(const string& type); |
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// Return true iff any layer contains deprecated data transformation parameters.
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bool NetNeedsDataUpgrade(const NetParameter& net_param); |
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// Perform all necessary transformations to upgrade old transformation fields
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// into a TransformationParameter.
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void UpgradeNetDataTransformation(NetParameter* net_param); |
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// Return true iff the Net contains any layers specified as V1LayerParameters.
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bool NetNeedsV1ToV2Upgrade(const NetParameter& net_param); |
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// Perform all necessary transformations to upgrade a NetParameter with
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// deprecated V1LayerParameters.
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bool UpgradeV1Net(const NetParameter& v1_net_param, NetParameter* net_param); |
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bool UpgradeV1LayerParameter(const V1LayerParameter& v1_layer_param, |
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LayerParameter* layer_param); |
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const char* UpgradeV1LayerType(const V1LayerParameter_LayerType type); |
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// Check for deprecations and upgrade the NetParameter as needed.
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bool UpgradeNetAsNeeded(const string& param_file, NetParameter* param); |
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// Read parameters from a file into a NetParameter proto message.
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void ReadNetParamsFromTextFileOrDie(const string& param_file, |
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NetParameter* param); |
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void ReadNetParamsFromBinaryFileOrDie(const string& param_file, |
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NetParameter* param); |
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} // namespace caffe
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#endif |
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#endif // CAFFE_UTIL_UPGRADE_PROTO_H_
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#include "../precomp.hpp" |
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#include "layers_common.hpp" |
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namespace cv |
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{ |
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namespace dnn |
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{ |
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class MVNLayer : public Layer |
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{ |
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double eps; |
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bool acrossChannels, normalizeVariance; |
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public: |
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MVNLayer(LayerParams ¶ms); |
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void allocate(const std::vector<Blob*> &inputs, std::vector<Blob> &outputs); |
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void forward(std::vector<Blob*> &inputs, std::vector<Blob> &outputs); |
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}; |
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REGISTER_LAYER_CLASS(MVN, MVNLayer) |
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MVNLayer::MVNLayer(LayerParams ¶ms) |
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{ |
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eps = params.get<double>("eps", 1e-9); |
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acrossChannels = params.get<bool>("across_channels", false); |
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normalizeVariance = params.get<bool>("normalize_variance", true); |
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} |
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void MVNLayer::allocate(const std::vector<Blob *> &inputs, std::vector<Blob> &outputs) |
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{ |
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outputs.resize(inputs.size()); |
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for (size_t i = 0; i < inputs.size(); i++) |
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{ |
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CV_Assert(!acrossChannels || inputs[i]->dims() >= 2); |
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outputs[i].create(inputs[i]->shape(), inputs[i]->type()); |
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} |
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} |
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void MVNLayer::forward(std::vector<Blob *> &inputs, std::vector<Blob> &outputs) |
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{ |
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for (size_t inpIdx = 0; inpIdx < inputs.size(); inpIdx++) |
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{ |
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Blob &inpBlob = *inputs[inpIdx]; |
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Blob &outBlob = outputs[inpIdx]; |
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int workSize[2]; |
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int splitDim = (acrossChannels) ? 1 : 2; |
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workSize[0] = inpBlob.total(0, splitDim); |
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workSize[1] = inpBlob.total(splitDim); |
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Mat inpMat = inpBlob.getMatRef().reshape(1, 2, workSize); |
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Mat outMat = outBlob.getMatRef().reshape(1, 2, workSize); |
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Scalar mean, dev; |
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for (int i = 0; i < workSize[0]; i++) |
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{ |
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Mat inpRow = inpMat.row(i); |
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Mat outRow = outMat.row(i); |
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cv::meanStdDev(inpRow, mean, (normalizeVariance) ? dev : noArray()); |
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double alpha = (normalizeVariance) ? 1/(eps + dev[0]) : 1; |
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inpRow.convertTo(outRow, outRow.type(), alpha, -mean[0] * alpha); |
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} |
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} |
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} |
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} |
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} |
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