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August 6, 2018 05:50
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TestDataSetIterator1
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// TestDataSetIterator.java | |
// ver 1.0.0-beta | |
import org.datavec.api.records.reader.SequenceRecordReader; | |
import org.datavec.api.records.reader.impl.collection.CollectionSequenceRecordReader; | |
import org.datavec.api.writable.IntWritable; | |
import org.datavec.api.writable.Writable; | |
import org.deeplearning4j.datasets.datavec.SequenceRecordReaderDataSetIterator; | |
import org.nd4j.linalg.dataset.DataSet; | |
import org.nd4j.linalg.dataset.api.iterator.DataSetIterator; | |
import java.io.IOException; | |
import java.util.ArrayList; | |
import java.util.Arrays; | |
import java.util.List; | |
public interface TestDataSetIterator1 { | |
static DataSetIterator createDataSetIterator () throws IOException, InterruptedException { | |
final List<Integer> lengthList = Arrays.asList(new Integer[]{5, 6, 7, 4, 4}); | |
List<List<List<Writable>>> listlistlist = new ArrayList<>(); | |
List<List<Writable>> listList = new ArrayList<>(); | |
List<List<Writable>> labelList = new ArrayList<>(); | |
List<List<List<Writable>>> listLabelList = new ArrayList<>(); | |
int j = -1; | |
for (int length : | |
lengthList) { | |
List<Writable> list = new ArrayList<>(); | |
for (int i = 1; i <= length; i++) { | |
list.add(new IntWritable(i)); | |
} | |
listList.add(list); | |
List<Writable> label = new ArrayList<>(); | |
label.add(new IntWritable(++j)); | |
labelList.add(label); | |
} | |
listlistlist.add(listList); | |
listLabelList.add(labelList); | |
SequenceRecordReader testFeatures = new CollectionSequenceRecordReader(listlistlist); | |
System.out.println(testFeatures.sequenceRecord()); | |
testFeatures.reset(); | |
SequenceRecordReader testLabels = new CollectionSequenceRecordReader(listLabelList); | |
SequenceRecordReaderDataSetIterator data = new SequenceRecordReaderDataSetIterator( | |
testFeatures, | |
testLabels, | |
3, | |
7, | |
false, | |
SequenceRecordReaderDataSetIterator.AlignmentMode.ALIGN_END | |
); | |
data.reset(); | |
List<DataSet> trainData = new ArrayList<>(); | |
int i = 0; | |
while(data.hasNext()) { | |
DataSet ds = data.next(); | |
System.out.println(ds.getFeatures()); | |
// INDArray labelArray = Nd4j.zeros(ds.getFeatures().shape()[0], 6); | |
// ... | |
} | |
return null; | |
} | |
static void main (String... args) throws IOException, InterruptedException { | |
DataSetIterator dsi = createDataSetIterator(); | |
System.out.println(dsi); | |
} | |
} | |
// output | |
// | |
//[[[ 1.0000, 1.0000, 1.0000, 1.0000, 1.0000], | |
// [ 2.0000, 2.0000, 2.0000, 2.0000, 2.0000], | |
// [ 3.0000, 3.0000, 3.0000, 3.0000, 3.0000], | |
// [ 4.0000, 4.0000, 4.0000, 4.0000, 4.0000], | |
// [ 5.0000, 5.0000, 5.0000, 0, 0]]] | |
// null | |
// | |
// I can't find 6.0000 or 7.0000 |
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