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214 lines
7.5 KiB
214 lines
7.5 KiB
/*M/////////////////////////////////////////////////////////////////////////////////////// |
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// |
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// IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING. |
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// |
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// By downloading, copying, installing or using the software you agree to this license. |
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// If you do not agree to this license, do not download, install, |
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// copy or use the software. |
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// |
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// |
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// License Agreement |
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// For Open Source Computer Vision Library |
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// |
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// Copyright (C) 2015, Itseez Inc, all rights reserved. |
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// Third party copyrights are property of their respective owners. |
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// |
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// Redistribution and use in source and binary forms, with or without modification, |
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// are permitted provided that the following conditions are met: |
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// |
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// * Redistribution's of source code must retain the above copyright notice, |
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// this list of conditions and the following disclaimer. |
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// |
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// * Redistribution's in binary form must reproduce the above copyright notice, |
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// this list of conditions and the following disclaimer in the documentation |
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// and/or other materials provided with the distribution. |
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// |
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// * The name of the copyright holders may not be used to endorse or promote products |
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// derived from this software without specific prior written permission. |
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// |
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// This software is provided by the copyright holders and contributors "as is" and |
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// any express or implied warranties, including, but not limited to, the implied |
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// warranties of merchantability and fitness for a particular purpose are disclaimed. |
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// In no event shall the Itseez Inc or contributors be liable for any direct, |
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// indirect, incidental, special, exemplary, or consequential damages |
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// (including, but not limited to, procurement of substitute goods or services; |
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// loss of use, data, or profits; or business interruption) however caused |
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// and on any theory of liability, whether in contract, strict liability, |
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// or tort (including negligence or otherwise) arising in any way out of |
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// the use of this software, even if advised of the possibility of such damage. |
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// |
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//M*/ |
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#include "opencv2/datasets/or_pascal.hpp" |
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#include "opencv2/datasets/util.hpp" |
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#include <opencv2/datasets/tinyxml2/tinyxml2.h> |
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#include <fstream> |
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namespace cv |
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{ |
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namespace datasets |
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{ |
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using namespace std; |
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using namespace tinyxml2; |
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class OR_pascalImp : public OR_pascal |
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{ |
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public: |
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OR_pascalImp() {} |
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virtual void load(const string &path); |
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private: |
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void loadDataset(const string &path, const string &nameImageSet, vector< Ptr<Object> > &imageSet); |
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Ptr<Object> parseAnnotation(const string path, const string id); |
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const char* parseNodeText(XMLElement* node, const string nodeName, const string defaultValue); |
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}; |
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void OR_pascalImp::load(const string &path) |
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{ |
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train.push_back(vector< Ptr<Object> >()); |
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test.push_back(vector< Ptr<Object> >()); |
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validation.push_back(vector< Ptr<Object> >()); |
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loadDataset(path, "train", train.back()); |
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loadDataset(path, "test", test.back()); |
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loadDataset(path, "val", validation.back()); |
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} |
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void OR_pascalImp::loadDataset(const string &path, const string &nameImageSet, vector< Ptr<Object> > &imageSet) |
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{ |
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string pathImageSets(path + "ImageSets/Main/"); |
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string imageList = pathImageSets + nameImageSet + ".txt"; |
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ifstream in(imageList.c_str()); |
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string error_message = format("Image list not exists!\n%s", imageList.c_str()); |
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if (!in.is_open()) |
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CV_Error(Error::StsBadArg, error_message); |
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string id = ""; |
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while( getline(in, id) ) |
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{ |
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if( strcmp(nameImageSet.c_str(), "test") == 0 ) // test set ground truth is not available |
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{ |
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Ptr<OR_pascalObj> annotation(new OR_pascalObj); |
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annotation->filename = path + "JPEGImages/" + id + ".jpg"; |
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imageSet.push_back(annotation); |
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} |
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else |
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{ |
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imageSet.push_back(parseAnnotation(path, id)); |
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} |
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} |
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} |
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const char* OR_pascalImp::parseNodeText(XMLElement* node, const string nodeName, const string defaultValue) |
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{ |
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const char* e = node->FirstChildElement(nodeName.c_str())->GetText(); |
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if( e != 0 ) |
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return e ; |
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else |
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return defaultValue.c_str(); |
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} |
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Ptr<Object> OR_pascalImp::parseAnnotation(const string path, const string id) |
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{ |
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string pathAnnotations(path + "Annotations/"); |
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string pathImages(path + "JPEGImages/"); |
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Ptr<OR_pascalObj> annotation(new OR_pascalObj); |
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XMLDocument doc; |
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string xml_file = pathAnnotations + id + ".xml"; |
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XMLError error_code = doc.LoadFile(xml_file.c_str()); |
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string error_message = format("Parsing XML failed. Error code = %d. \nFile = %s", error_code, xml_file.c_str()); |
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switch (error_code) |
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{ |
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case XML_SUCCESS: |
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break; |
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case XML_ERROR_FILE_NOT_FOUND: |
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error_message = "XML file not found! " + error_message; |
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CV_Error(Error::StsParseError, error_message); |
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return annotation; |
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default: |
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CV_Error(Error::StsParseError, error_message); |
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break; |
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} |
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// <annotation/> |
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XMLElement *xml_ann = doc.RootElement(); |
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// <filename/> |
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string img_name = xml_ann->FirstChildElement("filename")->GetText(); |
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annotation->filename = pathImages + img_name; |
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// <size/> |
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XMLElement *sz = xml_ann->FirstChildElement("size"); |
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int width = atoi(sz->FirstChildElement("width")->GetText()); |
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int height = atoi(sz->FirstChildElement("height")->GetText()); |
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int depth = atoi(sz->FirstChildElement("depth")->GetText()); |
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annotation->width = width; |
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annotation->height = height; |
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annotation->depth = depth; |
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// <object/> |
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vector<PascalObj> objects; |
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XMLElement *xml_obj = xml_ann->FirstChildElement("object"); |
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while (xml_obj) |
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{ |
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PascalObj pascal_obj; |
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pascal_obj.name = xml_obj->FirstChildElement("name")->GetText(); |
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pascal_obj.pose = parseNodeText(xml_obj, "pose", "Unspecified"); |
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pascal_obj.truncated = atoi(parseNodeText(xml_obj, "truncated", "0")) > 0; |
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pascal_obj.difficult = atoi(parseNodeText(xml_obj, "difficult", "0")) > 0; |
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pascal_obj.occluded = atoi(parseNodeText(xml_obj, "occluded", "0")) > 0; |
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// <bndbox/> |
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XMLElement *xml_bndbox = xml_obj->FirstChildElement("bndbox"); |
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pascal_obj.xmin = atoi(xml_bndbox->FirstChildElement("xmin")->GetText()); |
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pascal_obj.ymin = atoi(xml_bndbox->FirstChildElement("ymin")->GetText()); |
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pascal_obj.xmax = atoi(xml_bndbox->FirstChildElement("xmax")->GetText()); |
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pascal_obj.ymax = atoi(xml_bndbox->FirstChildElement("ymax")->GetText()); |
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// <part/> |
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vector<PascalPart> parts; |
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XMLElement *xml_part = xml_obj->FirstChildElement("part"); |
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while (xml_part) |
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{ |
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PascalPart pascal_part; |
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pascal_part.name = xml_part->FirstChildElement("name")->GetText(); |
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xml_bndbox = xml_part->FirstChildElement("bndbox"); |
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pascal_part.xmin = atoi(xml_bndbox->FirstChildElement("xmin")->GetText()); |
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pascal_part.ymin = atoi(xml_bndbox->FirstChildElement("ymin")->GetText()); |
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pascal_part.xmax = atoi(xml_bndbox->FirstChildElement("xmax")->GetText()); |
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pascal_part.ymax = atoi(xml_bndbox->FirstChildElement("ymax")->GetText()); |
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parts.push_back(pascal_part); |
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xml_part = xml_part->NextSiblingElement("part"); |
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} |
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pascal_obj.parts = parts; |
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objects.push_back(pascal_obj); |
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xml_obj = xml_obj->NextSiblingElement("object"); |
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} |
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annotation->objects = objects; |
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return annotation; |
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} |
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Ptr<OR_pascal> OR_pascal::create() |
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{ |
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return Ptr<OR_pascalImp>(new OR_pascalImp); |
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} |
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} |
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}
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