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import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.fs.FSDataInputStream; import org.apache.hadoop.fs.FSDataOutputStream; import org.apache.hadoop.fs.FileSystem; import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.BytesWritable; import org.apache.hadoop.io.IOUtils; import org.apache.hadoop.io.Text; import org.apache.hadoop.mapreduce.*; import org.apache.hadoop.mapreduce.lib.input.FileInputFormat; import org.apache.hadoop.mapreduce.lib.input.FileSplit; import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat; import org.apache.commons.logging.Log; import org.apache.commons.logging.LogFactory; import javax.imageio.ImageIO; import javax.imageio.ImageReader; import javax.imageio.ImageWriter; import javax.imageio.ImageWriteParam; import javax.imageio.IIOImage; import javax.imageio.stream.ImageInputStream; import javax.imageio.stream.ImageOutputStream; import java.awt.image.BufferedImage; import java.io.ByteArrayInputStream; import java.io.ByteArrayOutputStream; import java.io.IOException; import java.util.Iterator; public class ImageCompression { public static class WholeFileInputFormat extends FileInputFormat<Text, BytesWritable> { @Override protected boolean isSplitable(JobContext context, Path filename) { return false; } @Override public RecordReader<Text, BytesWritable> createRecordReader(InputSplit split, TaskAttemptContext context) { return new WholeFileRecordReader(); } } public static class WholeFileRecordReader extends RecordReader<Text, BytesWritable> { private FileSplit fileSplit; private Configuration conf; private boolean processed = false; private Text key = new Text(); private BytesWritable value = new BytesWritable(); @Override public void initialize(InputSplit split, TaskAttemptContext context) throws IOException, InterruptedException { this.fileSplit = (FileSplit) split; this.conf = context.getConfiguration(); } @Override public boolean nextKeyValue() throws IOException, InterruptedException { if (!processed) { byte[] contents = new byte[(int) fileSplit.getLength()]; Path file = fileSplit.getPath(); FileSystem fs = file.getFileSystem(conf); FSDataInputStream in = null; try { in = fs.open(file); IOUtils.readFully(in, contents, 0, contents.length); value.set(contents, 0, contents.length); } finally { IOUtils.closeStream(in); } key.set(file.getName()); processed = true; return true; } return false; } @Override public Text getCurrentKey() { return key; } @Override public BytesWritable getCurrentValue() { return value; } @Override public float getProgress() throws IOException { return processed ? 1.0f : 0.0f; } @Override public void close() throws IOException { } } public static class ImageOutputFormat extends FileOutputFormat<Text, BytesWritable> { @Override public RecordWriter<Text, BytesWritable> getRecordWriter(TaskAttemptContext context) throws IOException, InterruptedException { return new ImageRecordWriter(context); } } public static class ImageRecordWriter extends RecordWriter<Text, BytesWritable> { private final FileSystem fs; private final Path outputDir; public ImageRecordWriter(TaskAttemptContext context) throws IOException { Configuration conf = context.getConfiguration(); Path outputPath = FileOutputFormat.getOutputPath(context); this.fs = outputPath.getFileSystem(conf); this.outputDir = outputPath; } @Override public void write(Text key, BytesWritable value) throws IOException { String filename = key.toString(); Path imagePath = new Path(outputDir, filename); try (FSDataOutputStream out = fs.create(imagePath)) { out.write(value.getBytes(), 0, value.getLength()); } } @Override public void close(TaskAttemptContext context) throws IOException { // No additional cleanup needed } } public static class ImageCompressionMapper extends Mapper<Text, BytesWritable, Text, BytesWritable> { private static final Log LOG = LogFactory.getLog(ImageCompressionMapper.class); @Override protected void map(Text key, BytesWritable value, Context context) throws IOException, InterruptedException { byte[] imageBytes = value.getBytes(); ByteArrayInputStream bais = new ByteArrayInputStream(imageBytes); try { // Detect image format ImageInputStream iis = ImageIO.createImageInputStream(bais); Iterator<ImageReader> readers = ImageIO.getImageReaders(iis); if (!readers.hasNext()) { LOG.error("No image readers found for: " + key.toString()); return; } // Reset stream bais.reset(); BufferedImage image = ImageIO.read(bais); if (image == null) { LOG.error("Failed to read image: " + key.toString()); return; } ByteArrayOutputStream baos = new ByteArrayOutputStream(); // Convert to JPEG 2000 (JP2) Iterator<ImageWriter> writers = ImageIO.getImageWritersByFormatName("jpeg 2000"); if (!writers.hasNext()) { LOG.error("No JPEG 2000 writers found for: " + key.toString()); return; } ImageWriter writer = writers.next(); ImageWriteParam param = writer.getDefaultWriteParam(); param.setCompressionMode(ImageWriteParam.MODE_EXPLICIT); param.setCompressionQuality(0.7f); // Adjust quality (0.0-1.0) ImageOutputStream ios = ImageIO.createImageOutputStream(baos); writer.setOutput(ios); writer.write(null, new IIOImage(image, null, null), param); writer.dispose(); ios.close(); byte[] compressedImageBytes = baos.toByteArray(); baos.close(); // Add file extension for JP2 format String outputKey = key.toString() + ".jp2"; context.write(new Text(outputKey), new BytesWritable(compressedImageBytes)); LOG.info("Successfully compressed image: " + outputKey); } catch (Exception e) { LOG.error("Error processing image: " + key.toString(), e); } finally { bais.close(); } } } public static class ImageCompressionReducer extends Reducer<Text, BytesWritable, Text, BytesWritable> { @Override protected void reduce(Text key, Iterable<BytesWritable> values, Context context) throws IOException, InterruptedException { for (BytesWritable value : values) { context.write(key, value); } } } public static void main(String[] args) throws Exception { Configuration conf = new Configuration(); Job job = Job.getInstance(conf, "Image Compression"); job.setJarByClass(ImageCompression.class); job.setMapperClass(ImageCompressionMapper.class); job.setReducerClass(ImageCompressionReducer.class); job.setInputFormatClass(WholeFileInputFormat.class); job.setOutputFormatClass(ImageOutputFormat.class); // Set custom output format job.setOutputKeyClass(Text.class); job.setOutputValueClass(BytesWritable.class); FileInputFormat.addInputPath(job, new Path(args[0])); FileOutputFormat.setOutputPath(job, new Path(args[1])); System.exit(job.waitForCompletion(true) ? 0 : 1); } }
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