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DatasetGenerator_ByBoardImage.java
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DatasetGenerator_ByBoardImage.java
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package bagaturchess.scanner.machinelearning.dataset;
import java.io.File;
import java.io.FileNotFoundException;
import java.io.IOException;
import java.io.PrintWriter;
import java.util.ArrayList;
import java.util.List;
import bagaturchess.scanner.common.BoardProperties;
import bagaturchess.scanner.machinelearning.SupervisedData;
public class DatasetGenerator_ByBoardImage {
private static final int SQUARE_SIZE = 32; //Pixels
private static final float ROTATION_DEGREES = 2f; //Degrees
private static final float TRANSLATION_PIXELS_PERCENT = 1 * 0.033f; //Should be at least 1 pixel. For image with 32x32 pixels, 0.033 is a bit more than 1.
private static final float TRANSLATION_PIXELS_PERCENT_UNIVERSAL_NET = 0; //0f;
//Use different scales to generate equal amount of images for each dataset
/*private static final float TRANSLATIONS_RATIO_BOOK_SET1 = 1.1f * TRANSLATION_SCALE;
private static final float TRANSLATIONS_RATIO_BOOK_SET2 = 2.25f * TRANSLATION_SCALE;
private static final float TRANSLATIONS_RATIO_BOOK_SET3 = 3f * TRANSLATION_SCALE;
private static final float TRANSLATIONS_RATIO_CHESSCOM_SET1 = 1.75f * TRANSLATION_SCALE;
private static final float TRANSLATIONS_RATIO_CHESSCOM_SET2 = 5f * TRANSLATION_SCALE;
private static final float TRANSLATIONS_RATIO_CHESS24COM_SET1 = 2.25f * TRANSLATION_SCALE;
private static final float TRANSLATIONS_RATIO_LICHESSORG_SET1 = 2.25f * TRANSLATION_SCALE;
private static final float TRANSLATIONS_RATIO_UNIVERSAL = 0.333f * TRANSLATION_SCALE;
private static final float[] TRANSLATIONS = new float[] {
TRANSLATIONS_RATIO_BOOK_SET1,
TRANSLATIONS_RATIO_BOOK_SET2,
TRANSLATIONS_RATIO_BOOK_SET3,
TRANSLATIONS_RATIO_CHESSCOM_SET1,
TRANSLATIONS_RATIO_CHESSCOM_SET2,
TRANSLATIONS_RATIO_CHESS24COM_SET1,
TRANSLATIONS_RATIO_LICHESSORG_SET1,
};
private static final float[] TRANSLATIONS_V2 = new float[] {
0.033f,
0.033f,
0.033f,
0.033f,
0.033f,
0.033f,
0.033f,
};
*/
public static void main(String[] args) {
try {
BoardProperties boardProperties = new BoardProperties(8 * SQUARE_SIZE);
//gen1Set_In1Dir(SupervisedData.source_set_all[0], TRANSLATIONS_V2[0], ROTATION_DEGREES);
/*
SupervisedData[] all_source_sets = [
gen_data_book_set1,
gen_data_book_set2,
gen_data_book_set3,
gen_data_chesscom_set1,
gen_data_chesscom_set2,
gen_data_chess24com_set1,
gen_data_lichessorg_set1
] */
SupervisedData[] all_source_sets = SupervisedData.source_set_all;
for (int i = 0; i < all_source_sets.length; i++) {
//gen1Set_In1Dir(all_source_sets[i], TRANSLATIONS[i], ROTATION_DEGREES);
gen1Set_In1Dir(all_source_sets[i], TRANSLATION_PIXELS_PERCENT, ROTATION_DEGREES, boardProperties);
}
genAllSets_In1Dir(all_source_sets,
"./datasets_deepnetts/dataset_universal_extended/",
TRANSLATION_PIXELS_PERCENT_UNIVERSAL_NET,
ROTATION_DEGREES,
boardProperties);
} catch (Exception e) {
e.printStackTrace();
}
}
private static void gen1Set_In1Dir(SupervisedData gen_data, double translations_ration, float rotation_degrees, BoardProperties boardProperties) throws IOException {
//boolean extend = gen_data.flag1;
DataSetInitPair[] pairs = DataSetUtils.getInitPairs_Gray(boardProperties, gen_data.input_files, gen_data.fens, gen_data.dataset_dir, translations_ration, rotation_degrees);
final List<Object> images = new ArrayList<Object>();
final List<Integer> pids = new ArrayList<Integer>();
for (int i = 0; i < pairs.length; i++) {
images.addAll(pairs[i].getImages());
pids.addAll(pairs[i].getPIDs());
}
createIndex(gen_data.dataset_dir);
}
private static void genAllSets_In1Dir(SupervisedData[] gen_data, String output_dir, double translations_ration, float rotation_degrees, BoardProperties boardProperties) throws IOException {
for (int i = 0; i < gen_data.length; i++) {
DataSetInitPair[] pairs = DataSetUtils.getInitPairs_Gray(
boardProperties,
gen_data[i].input_files,
gen_data[i].fens,
output_dir,
translations_ration,
rotation_degrees
);
}
createIndex(output_dir);
}
private static void createIndex(String output_dir_path) throws FileNotFoundException {
//Create index.txt
String text_content = "";
File output_dir = new File(output_dir_path);
File[] labels = output_dir.listFiles();
if (labels != null && labels.length > 0) {
List<String> labels_list = new ArrayList<String>();
for (int i = 0; i < labels.length; i++) {
if (labels[i].isDirectory()) {
String cur_label = labels[i].getName();
labels_list.add(cur_label);
File[] files = labels[i].listFiles();
if (files != null && files.length > 0) {
for (int j = 0; j < files.length; j++) {
String cur_file = files[j].getName();
text_content += cur_label + "\\" + cur_file + " " + cur_label + "\r\n";
}
}
}
}
}
PrintWriter out_index = new PrintWriter(output_dir + "/index.txt");
out_index.println(text_content);
out_index.close();
//Create labels.txt
String labels_text = "";
for (int i = 0; i <= 12; i++) {
labels_text += i + "\r\n";
}
PrintWriter out_labels = new PrintWriter(output_dir + "/labels.txt");
out_labels.println(labels_text);
out_labels.close();
}
}