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# Intellij files | ||
*.iml | ||
*.target | ||
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# Compiled class file | ||
*.class | ||
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# Log file | ||
*.log | ||
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# BlueJ files | ||
*.ctxt | ||
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# Mobile Tools for Java (J2ME) | ||
.mtj.tmp/ | ||
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# Package Files # | ||
*.jar | ||
*.war | ||
*.nar | ||
*.ear | ||
*.zip | ||
*.tar.gz | ||
*.rar | ||
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# virtual machine crash logs, see http://www.java.com/en/download/help/error_hotspot.xml | ||
hs_err_pid* |
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MIT License | ||
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Copyright (c) 2020 Daniel Kohlsdorf | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. |
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# Dolphin MNIST | ||
A dataset creation tool for equally sized audio windows written in Java. | ||
Below you can see the main user interface of the annotation tool. | ||
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<img src="images/dolphin_mnist.png"/> | ||
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In the spectrogram you see the spectrogram with the | ||
selected region highlighted. You can label that area | ||
using the commands at the side. You can use the controls | ||
described at the side to navigate the spectrogram. | ||
At the bottom you can see the raw audio. | ||
The output of the program is an audio file with all the audio snippets: | ||
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<img src="images/spec_export.png"/> |
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<?xml version="1.0" encoding="UTF-8"?> | ||
<project xmlns="http://maven.apache.org/POM/4.0.0" | ||
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" | ||
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd"> | ||
<modelVersion>4.0.0</modelVersion> | ||
<groupId>org.dkohl</groupId> | ||
<artifactId>AudioMNIST</artifactId> | ||
<version>1.0-SNAPSHOT</version> | ||
<repositories> | ||
<repository> | ||
<id>Sonatype-public</id> | ||
<name>SnakeYAML repository</name> | ||
<url>http://oss.sonatype.org/content/groups/public/</url> | ||
</repository> | ||
</repositories> | ||
<build> | ||
<plugins> | ||
<plugin> | ||
<groupId>org.apache.maven.plugins</groupId> | ||
<artifactId>maven-compiler-plugin</artifactId> | ||
<version>3.5.1</version> | ||
<configuration> | ||
<source>1.8</source> | ||
<target>1.8</target> | ||
</configuration> | ||
</plugin> | ||
</plugins> | ||
</build> | ||
<dependencies> | ||
<dependency> | ||
<groupId>org.yaml</groupId> | ||
<artifactId>snakeyaml</artifactId> | ||
<version>1.26</version> | ||
</dependency> | ||
<dependency> | ||
<groupId>com.github.wendykierp</groupId> | ||
<artifactId>JTransforms</artifactId> | ||
<version>3.0</version> | ||
</dependency> | ||
</dependencies> | ||
</project> |
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package org.dkohl.wdp.io; | ||
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import org.dkohl.wdp.spectrogram.Annotation; | ||
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import java.io.File; | ||
import java.io.FileWriter; | ||
import java.io.IOException; | ||
import java.util.Arrays; | ||
import java.util.List; | ||
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public class Audio { | ||
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public static double[] read(String file) throws IOException, WavFileException { | ||
WavFile wavFile = WavFile.openWavFile(new File(file)); | ||
int numChannels = wavFile.getNumChannels(); | ||
long frames = wavFile.getNumFrames(); | ||
double data[] = new double[(int) frames]; | ||
double[] buffer = new double[100 * numChannels]; | ||
int framesRead = 0; | ||
int t = 0; | ||
do { | ||
framesRead = wavFile.readFrames(buffer, 100); | ||
// Average channels | ||
for (int s = 0; s < numChannels * framesRead; s += numChannels) { | ||
for (int c = 0; c < numChannels; c++) { | ||
data[t] += buffer[s + c]; | ||
} | ||
data[t] /= numChannels; | ||
t++; | ||
} | ||
} while (framesRead != 0); | ||
wavFile.close(); | ||
return data; | ||
} | ||
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public static void write(String outputWav, String outputCsv, List<Annotation> annotations, AudioWritingUpdate update) throws IOException, WavFileException { | ||
if(annotations.size() > 0) { | ||
int length = (int) (annotations.get(0).getStop() - annotations.get(0).getStart()); | ||
int nFrames = length * annotations.size(); | ||
int offset = 0; | ||
WavFile out = WavFile.newWavFile(new File(outputWav), 1, nFrames, 16, 44100); | ||
FileWriter csvWriter = new FileWriter(new File(outputCsv)); | ||
csvWriter.write("offset, annotation, source_file, source_start, source_stop\n"); | ||
double audio[] = null; | ||
String currentFilename = null; | ||
int i = 0; | ||
for (Annotation annotation : annotations) { | ||
System.out.println("Writing: " + annotation); | ||
if(audio == null || !annotation.getFile().equals(currentFilename)) { | ||
audio = read(annotation.getFile()); | ||
currentFilename = annotation.getFile(); | ||
} | ||
double snippet[] = Arrays.copyOfRange(audio, (int) annotation.getStart(), (int) annotation.getStop()); | ||
out.writeFrames(snippet, snippet.length); | ||
csvWriter.write(String.format("%d,%s,%s,%d,%d\n", | ||
offset, | ||
annotation.getAnnotation(), | ||
annotation.getFile(), | ||
annotation.getStart(), | ||
annotation.getStop() | ||
)); | ||
offset += length; | ||
update.progress((int) (i / (double) annotations.size()) * 100, outputWav); | ||
i += 1; | ||
} | ||
csvWriter.close(); | ||
out.close(); | ||
update.progress(100, outputWav); | ||
System.out.println("Done Writing"); | ||
} | ||
} | ||
} |
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dolphin_mnist/src/main/java/org/dkohl/wdp/io/AudioWritingUpdate.java
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package org.dkohl.wdp.io; | ||
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public interface AudioWritingUpdate { | ||
public void progress(int percentageDone, String filename); | ||
} |
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dolphin_mnist/src/main/java/org/dkohl/wdp/io/Properties.java
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package org.dkohl.wdp.io; | ||
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public class Properties { | ||
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private int fftWin; | ||
private int fftStep; | ||
private int buffer; | ||
private int mnistWin; | ||
private int mnistStep; | ||
private int mnistWinDFT; | ||
private int mnistStepDFT; | ||
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public Properties(int fftWin, int fftStep, int buffer, int mnistWin, int mnistStep) { | ||
this.fftWin = fftWin; | ||
this.fftStep = fftStep; | ||
this.buffer = buffer; | ||
this.mnistWin = mnistWin; | ||
this.mnistStep = mnistStep; | ||
this.mnistWinDFT = mnistWin / fftStep; | ||
this.mnistStepDFT = mnistStep / fftStep; | ||
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} | ||
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public static Properties defaultProperties() { | ||
int fftWin = 1024; | ||
int fftStep = 512; | ||
int buffer = 8 * 44100; | ||
int mnistWin = 44100 / 8; | ||
int mnistStep = 44100 / 32; | ||
return new Properties(fftWin, fftStep, buffer, mnistWin, mnistStep); | ||
} | ||
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public int getFftWin() { | ||
return fftWin; | ||
} | ||
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public int getFftStep() { | ||
return fftStep; | ||
} | ||
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public int getBuffer() { | ||
return buffer; | ||
} | ||
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public int getMnistWin() { | ||
return mnistWin; | ||
} | ||
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public int getMnistStep() { | ||
return mnistStep; | ||
} | ||
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public int getMnistStepDFT() { return mnistStepDFT; } | ||
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public int getMnistWinDFT() { return mnistWinDFT; } | ||
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} |
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dolphin_mnist/src/main/java/org/dkohl/wdp/io/StdAudio.java
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package org.dkohl.wdp.io; | ||
/****************************************************************************** | ||
* Compilation: javac StdAudio.java | ||
* Execution: java StdAudio | ||
* Dependencies: none | ||
* | ||
* Simple library for reading, writing, and manipulating .wav files. | ||
* | ||
* https://introcs.cs.princeton.edu/java/15inout/StdAudio.java | ||
* | ||
* Limitations | ||
* ----------- | ||
* - Assumes the audio is monaural, little endian, with sampling rate | ||
* of 44,100 | ||
* - check when reading .wav files from a .jar file ? | ||
* | ||
******************************************************************************/ | ||
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import javax.sound.sampled.AudioFormat; | ||
import javax.sound.sampled.AudioSystem; | ||
import javax.sound.sampled.DataLine; | ||
import javax.sound.sampled.LineUnavailableException; | ||
import javax.sound.sampled.SourceDataLine; | ||
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/** | ||
* <i>Standard audio</i>. This class provides a basic capability for | ||
* creating, reading, and saving audio. | ||
* <p> | ||
* The audio format uses a sampling rate of 44,100 Hz, 16-bit, monaural. | ||
* | ||
* <p> | ||
* For additional documentation, see <a href="https://introcs.cs.princeton.edu/15inout">Section 1.5</a> of | ||
* <i>Computer Science: An Interdisciplinary Approach</i> by Robert Sedgewick and Kevin Wayne. | ||
* | ||
* @author Robert Sedgewick | ||
* @author Kevin Wayne | ||
*/ | ||
public final class StdAudio { | ||
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public static final int SAMPLE_RATE = 44100; | ||
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private static final int BYTES_PER_SAMPLE = 2; // 16-bit audio | ||
private static final int BITS_PER_SAMPLE = 16; // 16-bit audio | ||
private static final double MAX_16_BIT = 32768; | ||
private static final int SAMPLE_BUFFER_SIZE = 4096; | ||
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private static final int MONO = 1; | ||
private static final int STEREO = 2; | ||
private static final boolean LITTLE_ENDIAN = false; | ||
private static final boolean BIG_ENDIAN = true; | ||
private static final boolean SIGNED = true; | ||
private static final boolean UNSIGNED = false; | ||
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private static SourceDataLine line; // to play the sound | ||
private static byte[] buffer; // our internal buffer | ||
private static int bufferSize = 0; // number of samples currently in internal buffer | ||
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private StdAudio() { } | ||
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static { init(); } | ||
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private static void init() { | ||
try { | ||
AudioFormat format = new AudioFormat((float) SAMPLE_RATE, BITS_PER_SAMPLE, MONO, SIGNED, LITTLE_ENDIAN); | ||
DataLine.Info info = new DataLine.Info(SourceDataLine.class, format); | ||
line = (SourceDataLine) AudioSystem.getLine(info); | ||
line.open(format, SAMPLE_BUFFER_SIZE * BYTES_PER_SAMPLE); | ||
buffer = new byte[SAMPLE_BUFFER_SIZE * BYTES_PER_SAMPLE/3]; | ||
} | ||
catch (LineUnavailableException e) { | ||
System.out.println(e.getMessage()); | ||
} | ||
line.start(); | ||
} | ||
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public static void close() { | ||
line.drain(); | ||
line.stop(); | ||
} | ||
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public static void play(double sample) { | ||
if (Double.isNaN(sample)) throw new IllegalArgumentException("sample is NaN"); | ||
if (sample < -1.0) sample = -1.0; | ||
if (sample > +1.0) sample = +1.0; | ||
short s = (short) (MAX_16_BIT * sample); | ||
if (sample == 1.0) s = Short.MAX_VALUE; // special case since 32768 not a short | ||
buffer[bufferSize++] = (byte) s; | ||
buffer[bufferSize++] = (byte) (s >> 8); // little endian | ||
if (bufferSize >= buffer.length) { | ||
line.write(buffer, 0, buffer.length); | ||
bufferSize = 0; | ||
} | ||
} | ||
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public static void play(double[] samples) { | ||
if (samples == null) throw new IllegalArgumentException("argument to play() is null"); | ||
for (int i = 0; i < samples.length; i++) { | ||
play(samples[i]); | ||
} | ||
} | ||
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} |
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