openvino/inference-engine/samples/validation_app/classification_set_generato...

165 lines
5.2 KiB
C++

/*
// Copyright (c) 2018 Intel Corporation
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// 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 "classification_set_generator.hpp"
#include <algorithm>
#include <fstream>
#include <iostream>
#include <list>
#include <map>
#include <string>
#include "user_exception.hpp"
#include "details/ie_exception.hpp"
#ifdef _WIN32
# include "w_dirent.h"
#else
# include <sys/stat.h>
# include <dirent.h>
#endif
#include "../common/samples/common.hpp"
/**
* @brief Gets path part of a filename including separator
* @param filepath - filename to extract path part from
* @return string with path part of the filename
*/
inline std::string folderOf(const std::string &filepath) {
auto pos = filepath.rfind("/");
if (pos == std::string::npos) pos = filepath.rfind("\\");
if (pos == std::string::npos) return "";
return filepath.substr(0, pos + 1);
}
void readFile(std::string filename, std::function<void(std::string&, int lineNumber)> perLine) {
std::ifstream inputFile;
inputFile.open(filename, std::ios::in);
std::string strLine = "";
if (!inputFile.is_open())
THROW_IE_EXCEPTION << "Cannot open file: " << filename;
size_t lineNumber = 0;
while (std::getline(inputFile, strLine)) {
lineNumber++;
perLine(strLine, lineNumber);
}
}
std::map<std::string, int> ClassificationSetGenerator::readLabels(const std::string& labels) {
_classes.clear();
int i = 0;
readFile(labels, [&](std::string& line, size_t lineNumber) {
trim(line);
_classes[line] = i++;
});
return _classes;
}
std::string getFullName(const std::string& name, const std::string& dir) {
return dir + "/" + name;
}
std::list<std::string> ClassificationSetGenerator::getDirContents(const std::string& dir, bool includePath) {
struct stat sb;
if (stat(dir.c_str(), &sb) != 0 || !S_ISDIR(sb.st_mode)) {
return std::list<std::string>();
// THROW_USER_EXCEPTION(1) << "Can't read contents of directory " << dir << ". It isn't a directory or not accessible";
}
std::list<std::string> list;
DIR *dp;
dp = opendir(dir.c_str());
if (dp == nullptr) {
THROW_USER_EXCEPTION(1) << "Can't open directory " << dir;
}
struct dirent *ep;
while (nullptr != (ep = readdir(dp))) {
std::string fileName = ep->d_name;
if (fileName == "." || fileName == "..") continue;
list.push_back(includePath ? getFullName(ep->d_name, dir) : ep->d_name);
}
closedir(dp);
return list;
}
std::multimap<int, std::string> ClassificationSetGenerator::validationMapFromTxt(const std::string& file) {
std::string ext = fileExt(file);
if (ext != "txt") {
THROW_USER_EXCEPTION(1) << "Unknown dataset data file format: " << ext << "";
}
std::string dir = folderOf(file);
std::multimap<int, std::string> validationMap;
std::string imgPath = "";
int classId = -1;
readFile(file, [&](std::string& line, size_t lineNumber) {
trim(line);
size_t pos = line.rfind(" ");
if (pos == std::string::npos) {
THROW_USER_EXCEPTION(1) << "Bad file format! Cannot parse line " << lineNumber << ":\n> " << line;
}
try {
classId = std::stoi(line.substr(pos + 1));
} catch (const std::invalid_argument& e) {
THROW_USER_EXCEPTION(1) << "Invalid class id specified at line " << lineNumber << ":\n> " << line;
}
imgPath = line.substr(0, pos);
validationMap.insert({ classId, dir + imgPath });
});
return validationMap;
}
std::multimap<int, std::string> ClassificationSetGenerator::validationMapFromFolder(const std::string& dir) {
std::multimap<int, std::string> validationMap;
std::list<std::string> validation_labels = getDirContents(dir, false);
for (auto& label : validation_labels) {
auto val = _classes.find(label);
if (val == _classes.end()) continue;
int id = val->second;
for (auto& image : getDirContents(getFullName(label, dir))) {
validationMap.insert({ id + 1, image }); // [CVS-8200] line in .labels file is counted from 0, but classes are counted from 1
}
}
return validationMap;
}
std::multimap<int, std::string> ClassificationSetGenerator::getValidationMap(const std::string& path) {
struct stat sb;
if (stat(path.c_str(), &sb) == 0) {
if (S_ISDIR(sb.st_mode)) {
return validationMapFromFolder(path);
} else {
return validationMapFromTxt(path);
}
} else {
if (errno == ENOENT || errno == EINVAL || errno == EACCES) {
THROW_USER_EXCEPTION(3) << "The specified path \"" << path << "\" can not be found or accessed";
}
}
return{};
}