Created
November 14, 2016 23:02
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package org.deeplearning4j.examples.dataExamples; | |
import org.datavec.image.loader.NativeImageLoader; | |
import org.deeplearning4j.nn.multilayer.MultiLayerNetwork; | |
import org.deeplearning4j.util.ModelSerializer; | |
import org.nd4j.linalg.api.ndarray.INDArray; | |
import org.nd4j.linalg.dataset.api.preprocessor.DataNormalization; | |
import org.nd4j.linalg.dataset.api.preprocessor.ImagePreProcessingScaler; | |
import org.slf4j.Logger; | |
import org.slf4j.LoggerFactory; | |
import javax.swing.*; | |
import java.io.File; | |
import java.util.Arrays; | |
import java.util.List; | |
/** | |
* Created by tomhanlon on 11/11/16. | |
*/ | |
public class MnistImagePipelineLoadChooser { | |
private static Logger log = LoggerFactory.getLogger(MnistImagePipelineLoadChooser.class); | |
public static String fileChose(){ | |
JFileChooser fc = new JFileChooser(); | |
int ret = fc.showOpenDialog(null); | |
if (ret == JFileChooser.APPROVE_OPTION) | |
{ | |
File file = fc.getSelectedFile(); | |
String filename = file.getAbsolutePath(); | |
return filename; | |
} | |
else { | |
return null; | |
} | |
} | |
public static void main(String[] args) throws Exception{ | |
int height = 28; | |
int width = 28; | |
int channels = 1; | |
// recordReader.getLabels() | |
List<Integer> labelList = Arrays.asList(2,3,7,1,6,4,0,5,8,9); | |
// pop up file chooser | |
String filechose = fileChose().toString(); | |
//LOAD NEURAL NETWORK | |
// Where to save model | |
File locationToSave = new File("trained_mnist_model.zip"); | |
MultiLayerNetwork model = ModelSerializer.restoreMultiLayerNetwork(locationToSave); | |
log.info("*********TEST YOUR IMAGE AGAINST SAVED NETWORK********"); | |
// FileChose is a string we will need a file | |
File file = new File(filechose); | |
// Use NativeImageLoader to convert to numerical matrix | |
NativeImageLoader loader = new NativeImageLoader(height, width, channels); | |
// Get the image into an INDarray | |
INDArray image = loader.asMatrix(file); | |
// 0-255 | |
// 0-1 | |
DataNormalization scaler = new ImagePreProcessingScaler(0,1); | |
scaler.transform(image); | |
// Pass through to neural Net | |
INDArray output = model.output(image); | |
log.info("## The FILE CHOSEN WAS " + filechose); | |
log.info("## The Neural Nets Pediction ##"); | |
log.info("## list of probabilities per label ##"); | |
log.info("## List of Labels in Order## "); | |
log.info(output.toString()); | |
log.info(labelList.toString()); | |
} | |
} |
Very strange output
o.d.e.d.MnistImagePipelineLoadChooser - [ �, �, �, �, �, �, �, �, �, �]
what's the matter?
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Yes. you need to use the lastst version of dl4j-0.7.1. It is a bug in dl4j-0.6.0.