private static void WriteNewCentroids(Context context) throws IOException {
FileSystem fs = FileSystem.get(context.getConfiguration());
Path nextCFile = new Path(context.getConfiguration().get("NEXTCFILE"));
DataOutputStream d = new DataOutputStream(fs.create(nextCFile, false));
BufferedWriter writer = new BufferedWriter(new OutputStreamWriter(d));
for (String centroid : newCentroids) {
writer.write(centroid + "\n");
}
writer.close();
}
public static void main(String[] args) throws Exception {
Configuration conf = new Configuration();
FileSystem fs = FileSystem.get(conf);
Path matFile = new Path(args[0]);
FSDataInputStream matData = fs.open(matFile);
BufferedReader br = new BufferedReader(new InputStreamReader(matData));
int i = 0;
String line;
while ((line = br.readLine()) != null) {
StringTokenizer tokenizer = new StringTokenizer(line);
String iRow = tokenizer.nextToken();
String iCol = tokenizer.nextToken();
if (Integer.parseInt(iRow) == Integer.parseInt(iCol)) {
i++;
}
}
br.close();
int dimention = i;
conf.setInt("DIMENTION", dimention);
Path xFile = new Path("preX/Result");
FSDataOutputStream xData = fs.create(xFile);
BufferedWriter iniX = new BufferedWriter(new OutputStreamWriter(xData));
for (int j = 0; j < dimention; j++) {
iniX.write(String.valueOf(j) + " 0");
iniX.newLine();
}
iniX.close();
URI matVec = new URI(args[0]);
DistributedCache.addCacheFile(matVec, conf);
int iteration = 0;
do {
ToolRunner.run(conf, new Jacobi(), args);
} while (iteration++ < max_iter && (!stopIteration(conf)));
}
public static void extractQueryFeatures2HDFS(String filename, Job job) throws IOException {
// Read the local image.jpg as a Mat
Mat query_mat_float =
Highgui.imread(LOCAL_USER_DIR + ID + INPUT + "/" + filename, CvType.CV_32FC3);
// Convert RGB to GRAY
Mat query_gray = new Mat();
Imgproc.cvtColor(query_mat_float, query_gray, Imgproc.COLOR_RGB2GRAY);
// Convert the float type to unsigned integer(required by SIFT)
Mat query_mat_byte = new Mat();
query_gray.convertTo(query_mat_byte, CvType.CV_8UC3);
// // Resize the image to 1/FACTOR both width and height
// Mat query_mat_byte = FeatureExtraction.resize(query_mat_byte);
// Extract the feature from the (Mat)image
Mat query_features = FeatureExtraction.extractFeature(query_mat_byte);
System.out.println(PREFIX + "Extracting the query image feature...");
System.out.println("query_mat(float,color):" + query_mat_float);
System.out.println("query_mat(float,gray):" + query_gray);
System.out.println("query_mat(byte,gray):" + query_mat_byte);
System.out.println("query_mat_features:" + query_features);
System.out.println();
// Store the feature to the hdfs in order to use it later in different map tasks
System.out.println(PREFIX + "Generating the feature file for the query image in HDFS...");
FileSystem fs = FileSystem.get(job.getConfiguration());
String featureFileName = filename.substring(0, filename.lastIndexOf(".")) + ".json";
FSDataOutputStream fsDataOutputStream =
fs.create(new Path(HDFS_HOME + USER + ID + INPUT + "/" + featureFileName));
BufferedWriter bw =
new BufferedWriter(new OutputStreamWriter(fsDataOutputStream, StandardCharsets.UTF_8));
bw.write(FeatureExtraction.mat2json(query_features));
bw.close();
System.out.println(PREFIX + "Query feature extraction finished...");
System.out.println();
}
