All tests compile

datavec/datavec-api/src/test/java/org/datavec/api/records/reader/impl/CSVLineSequenceRecordReaderTest.java

@@ -25,7 +25,7 @@ import org.datavec.api.records.reader.impl.csv.CSVLineSequenceRecordReader;
 import org.datavec.api.split.FileSplit;
 import org.datavec.api.writable.Text;
 import org.datavec.api.writable.Writable;
-import org.junit.Rule;
+
 import org.junit.jupiter.api.Test;
 import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.tests.BaseND4JTest;

datavec/datavec-api/src/test/java/org/datavec/api/records/reader/impl/CSVMultiSequenceRecordReaderTest.java

@@ -25,7 +25,7 @@ import org.datavec.api.records.reader.impl.csv.CSVMultiSequenceRecordReader;
 import org.datavec.api.split.FileSplit;
 import org.datavec.api.writable.Text;
 import org.datavec.api.writable.Writable;
-import org.junit.Rule;
+
 import org.junit.jupiter.api.Test;
 import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.tests.BaseND4JTest;

datavec/datavec-api/src/test/java/org/datavec/api/records/reader/impl/CSVSequenceRecordReaderTest.java

@@ -26,7 +26,7 @@ import org.datavec.api.records.reader.impl.csv.CSVSequenceRecordReader;
 import org.datavec.api.split.InputSplit;
 import org.datavec.api.split.NumberedFileInputSplit;
 import org.datavec.api.writable.Writable;
-import org.junit.Rule;
+
 import org.junit.jupiter.api.Test;
 import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.tests.BaseND4JTest;

datavec/datavec-api/src/test/java/org/datavec/api/records/reader/impl/FileBatchRecordReaderTest.java

@@ -27,7 +27,7 @@ import org.datavec.api.records.reader.impl.csv.CSVSequenceRecordReader;
 import org.datavec.api.records.reader.impl.filebatch.FileBatchRecordReader;
 import org.datavec.api.records.reader.impl.filebatch.FileBatchSequenceRecordReader;
 import org.datavec.api.writable.Writable;
-import org.junit.Rule;
+
 import org.junit.jupiter.api.Test;
 import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.tests.BaseND4JTest;

datavec/datavec-api/src/test/java/org/datavec/api/records/reader/impl/JacksonLineRecordReaderTest.java

@@ -27,7 +27,7 @@ import org.datavec.api.split.CollectionInputSplit;
 import org.datavec.api.split.FileSplit;
 import org.datavec.api.writable.Text;
 import org.datavec.api.writable.Writable;
-import org.junit.Rule;
+
 import org.junit.jupiter.api.Test;
 import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.tests.BaseND4JTest;

datavec/datavec-api/src/test/java/org/datavec/api/records/reader/impl/JacksonRecordReaderTest.java

@@ -30,7 +30,7 @@ import org.datavec.api.split.NumberedFileInputSplit;
 import org.datavec.api.writable.IntWritable;
 import org.datavec.api.writable.Text;
 import org.datavec.api.writable.Writable;
-import org.junit.Rule;
+
 import org.junit.jupiter.api.Test;
 import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.tests.BaseND4JTest;

datavec/datavec-api/src/test/java/org/datavec/api/records/reader/impl/LineReaderTest.java

@@ -29,7 +29,7 @@ import org.datavec.api.split.FileSplit;
 import org.datavec.api.split.InputSplit;
 import org.datavec.api.split.InputStreamInputSplit;
 import org.datavec.api.writable.Writable;
-import org.junit.Rule;
+
 import org.junit.jupiter.api.Test;
 import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.tests.BaseND4JTest;

datavec/datavec-api/src/test/java/org/datavec/api/records/reader/impl/RegexRecordReaderTest.java

@@ -32,7 +32,7 @@ import org.datavec.api.split.InputSplit;
 import org.datavec.api.split.NumberedFileInputSplit;
 import org.datavec.api.writable.Text;
 import org.datavec.api.writable.Writable;
-import org.junit.Rule;
+
 import org.junit.jupiter.api.Test;
 import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.tests.BaseND4JTest;

datavec/datavec-api/src/test/java/org/datavec/api/records/reader/impl/TestCollectionRecordReaders.java

@@ -26,14 +26,14 @@ 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.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 
 import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.List;
 
-import static org.junit.Assert.*;
+import static org.junit.jupiter.api.Assertions.*;
 
 public class TestCollectionRecordReaders extends BaseND4JTest {
 

datavec/datavec-api/src/test/java/org/datavec/api/records/reader/impl/TestConcatenatingRecordReader.java

@@ -23,11 +23,11 @@ package org.datavec.api.records.reader.impl;
 import org.datavec.api.records.reader.RecordReader;
 import org.datavec.api.records.reader.impl.csv.CSVRecordReader;
 import org.datavec.api.split.FileSplit;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 import org.nd4j.common.io.ClassPathResource;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestConcatenatingRecordReader extends BaseND4JTest {
 

datavec/datavec-api/src/test/java/org/datavec/api/records/reader/impl/TestSerialization.java

@@ -37,7 +37,7 @@ import org.datavec.api.transform.TransformProcess;
 import org.datavec.api.transform.schema.Schema;
 import org.datavec.api.writable.Text;
 import org.datavec.api.writable.Writable;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 import org.nd4j.common.io.ClassPathResource;
 import org.nd4j.shade.jackson.core.JsonFactory;
@@ -47,7 +47,7 @@ import java.io.*;
 import java.util.ArrayList;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestSerialization extends BaseND4JTest {
 

datavec/datavec-api/src/test/java/org/datavec/api/records/reader/impl/transform/TransformProcessRecordReaderTests.java

@@ -30,7 +30,7 @@ import org.datavec.api.writable.IntWritable;
 import org.datavec.api.writable.LongWritable;
 import org.datavec.api.writable.Writable;
 import org.joda.time.DateTimeZone;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 import org.nd4j.common.io.ClassPathResource;
 
@@ -38,8 +38,8 @@ import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.Assert.assertTrue;
+import static org.junit.jupiter.api.Assertions.assertTrue;
 
 public class TransformProcessRecordReaderTests extends BaseND4JTest {
 

datavec/datavec-api/src/test/java/org/datavec/api/split/InputSplitTests.java

@@ -26,7 +26,7 @@ import org.datavec.api.io.filters.BalancedPathFilter;
 import org.datavec.api.io.filters.RandomPathFilter;
 import org.datavec.api.io.labels.ParentPathLabelGenerator;
 import org.datavec.api.io.labels.PatternPathLabelGenerator;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 
 import java.io.*;
 import java.net.URI;
@@ -35,7 +35,7 @@ import java.util.ArrayList;
 import java.util.Random;
 
 import static junit.framework.TestCase.assertTrue;
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 /**
  *

datavec/datavec-api/src/test/java/org/datavec/api/split/NumberedFileInputSplitTests.java

@@ -20,13 +20,12 @@
 
 package org.datavec.api.split;
 
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 
 import java.net.URI;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.*;
-import static org.junit.Assert.assertTrue;
 
 public class NumberedFileInputSplitTests  extends BaseND4JTest {
     @Test
@@ -69,60 +68,81 @@ public class NumberedFileInputSplitTests  extends BaseND4JTest {
         runNumberedFileInputSplitTest(baseString, minIdx, maxIdx);
     }
 
-    @Test(expected = IllegalArgumentException.class)
+    @Test()
     public void testNumberedFileInputSplitWithLeadingSpaces() {
+        assertThrows(IllegalArgumentException.class,() -> {
             String baseString = "/path/to/files/prefix-%5d.suffix";
             int minIdx = 0;
             int maxIdx = 10;
             runNumberedFileInputSplitTest(baseString, minIdx, maxIdx);
+        });
+
     }
 
-    @Test(expected = IllegalArgumentException.class)
+    @Test()
     public void testNumberedFileInputSplitWithNoLeadingZeroInPadding() {
+        assertThrows(IllegalArgumentException.class, () -> {
             String baseString = "/path/to/files/prefix%5d.suffix";
             int minIdx = 0;
             int maxIdx = 10;
             runNumberedFileInputSplitTest(baseString, minIdx, maxIdx);
+        });
+
     }
 
-    @Test(expected = IllegalArgumentException.class)
+    @Test()
     public void testNumberedFileInputSplitWithLeadingPlusInPadding() {
+        assertThrows(IllegalArgumentException.class,() -> {
             String baseString = "/path/to/files/prefix%+5d.suffix";
             int minIdx = 0;
             int maxIdx = 10;
             runNumberedFileInputSplitTest(baseString, minIdx, maxIdx);
+        });
+
     }
 
-    @Test(expected = IllegalArgumentException.class)
+    @Test()
     public void testNumberedFileInputSplitWithLeadingMinusInPadding() {
+        assertThrows(IllegalArgumentException.class,() -> {
             String baseString = "/path/to/files/prefix%-5d.suffix";
             int minIdx = 0;
             int maxIdx = 10;
             runNumberedFileInputSplitTest(baseString, minIdx, maxIdx);
+        });
+
     }
 
-    @Test(expected = IllegalArgumentException.class)
+    @Test()
     public void testNumberedFileInputSplitWithTwoDigitsInPadding() {
+       assertThrows(IllegalArgumentException.class,() -> {
            String baseString = "/path/to/files/prefix%011d.suffix";
            int minIdx = 0;
            int maxIdx = 10;
            runNumberedFileInputSplitTest(baseString, minIdx, maxIdx);
+       });
+
     }
 
-    @Test(expected = IllegalArgumentException.class)
+    @Test()
     public void testNumberedFileInputSplitWithInnerZerosInPadding() {
+        assertThrows(IllegalArgumentException.class,() -> {
             String baseString = "/path/to/files/prefix%101d.suffix";
             int minIdx = 0;
             int maxIdx = 10;
             runNumberedFileInputSplitTest(baseString, minIdx, maxIdx);
+        });
+
     }
 
-    @Test(expected = IllegalArgumentException.class)
+    @Test()
     public void testNumberedFileInputSplitWithRepeatInnerZerosInPadding() {
+        assertThrows(IllegalArgumentException.class,() -> {
             String baseString = "/path/to/files/prefix%0505d.suffix";
             int minIdx = 0;
             int maxIdx = 10;
             runNumberedFileInputSplitTest(baseString, minIdx, maxIdx);
+        });
+
     }
 
 
@@ -135,7 +155,7 @@ public class NumberedFileInputSplitTests  extends BaseND4JTest {
             String path = locs[j++].getPath();
             String exp = String.format(baseString, i);
             String msg = exp + " vs " + path;
-            assertTrue(msg, path.endsWith(exp));    //Note: on Windows, Java can prepend drive to path - "/C:/"
+            assertTrue(path.endsWith(exp),msg);    //Note: on Windows, Java can prepend drive to path - "/C:/"
         }
     }
 }

datavec/datavec-api/src/test/java/org/datavec/api/split/TestStreamInputSplit.java

@@ -25,9 +25,10 @@ import org.datavec.api.records.reader.impl.csv.CSVRecordReader;
 import org.datavec.api.records.reader.impl.csv.CSVSequenceRecordReader;
 import org.datavec.api.writable.Text;
 import org.datavec.api.writable.Writable;
-import org.junit.Rule;
+
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
-import org.junit.rules.TemporaryFolder;
+
+import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.tests.BaseND4JTest;
 import org.nd4j.common.function.Function;
 
@@ -37,22 +38,22 @@ import java.io.IOException;
 import java.io.InputStream;
 import java.net.URI;
 import java.nio.charset.StandardCharsets;
+import java.nio.file.Path;
 import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.List;
 import java.util.Random;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.Assert.assertNotEquals;
+import static org.junit.jupiter.api.Assertions.assertNotEquals;
 
 public class TestStreamInputSplit extends BaseND4JTest {
 
-    @Rule
+
-    public TemporaryFolder testDir = new TemporaryFolder();
 
     @Test
-    public void testCsvSimple() throws Exception {
+    public void testCsvSimple(@TempDir Path testDir) throws Exception {
-        File dir = testDir.newFolder();
+        File dir = testDir.toFile();
         File f1 = new File(dir, "file1.txt");
         File f2 = new File(dir, "file2.txt");
 
@@ -93,9 +94,9 @@ public class TestStreamInputSplit extends BaseND4JTest {
 
 
     @Test
-    public void testCsvSequenceSimple() throws Exception {
+    public void testCsvSequenceSimple(@TempDir Path testDir) throws Exception {
 
-        File dir = testDir.newFolder();
+        File dir = testDir.toFile();
         File f1 = new File(dir, "file1.txt");
         File f2 = new File(dir, "file2.txt");
 
@@ -137,8 +138,8 @@ public class TestStreamInputSplit extends BaseND4JTest {
     }
 
     @Test
-    public void testShuffle() throws Exception {
+    public void testShuffle(@TempDir Path testDir) throws Exception {
-        File dir = testDir.newFolder();
+        File dir = testDir.toFile();
         File f1 = new File(dir, "file1.txt");
         File f2 = new File(dir, "file2.txt");
         File f3 = new File(dir, "file3.txt");

datavec/datavec-api/src/test/java/org/datavec/api/split/parittion/PartitionerTests.java

@@ -27,14 +27,14 @@ import org.datavec.api.split.FileSplit;
 import org.datavec.api.split.partition.NumberOfRecordsPartitioner;
 import org.datavec.api.split.partition.PartitionMetaData;
 import org.datavec.api.split.partition.Partitioner;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 
 import java.io.File;
 import java.io.OutputStream;
 
 import static junit.framework.TestCase.assertTrue;
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.Assert.assertNotNull;
+import static org.junit.jupiter.api.Assertions.assertNotNull;
 
 public class PartitionerTests extends BaseND4JTest {
     @Test

datavec/datavec-api/src/test/java/org/datavec/api/transform/TestTransformProcess.java

@@ -29,12 +29,12 @@ import org.datavec.api.writable.DoubleWritable;
 import org.datavec.api.writable.IntWritable;
 import org.datavec.api.writable.Text;
 import org.datavec.api.writable.Writable;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 
 import java.util.*;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestTransformProcess extends BaseND4JTest {
 

datavec/datavec-api/src/test/java/org/datavec/api/transform/condition/TestConditions.java

@@ -27,13 +27,13 @@ import org.datavec.api.transform.condition.string.StringRegexColumnCondition;
 import org.datavec.api.transform.schema.Schema;
 import org.datavec.api.transform.transform.TestTransforms;
 import org.datavec.api.writable.*;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 
 import java.util.*;
 
-import static org.junit.Assert.assertFalse;
+import static org.junit.jupiter.api.Assertions.assertFalse;
-import static org.junit.Assert.assertTrue;
+import static org.junit.jupiter.api.Assertions.assertTrue;
 
 public class TestConditions extends BaseND4JTest {
 

datavec/datavec-api/src/test/java/org/datavec/api/transform/filter/TestFilters.java

@@ -27,7 +27,7 @@ import org.datavec.api.transform.schema.Schema;
 import org.datavec.api.writable.DoubleWritable;
 import org.datavec.api.writable.IntWritable;
 import org.datavec.api.writable.Writable;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 
 import java.util.ArrayList;
@@ -36,8 +36,8 @@ import java.util.Collections;
 import java.util.List;
 
 import static java.util.Arrays.asList;
-import static org.junit.Assert.assertFalse;
+import static org.junit.jupiter.api.Assertions.assertFalse;
-import static org.junit.Assert.assertTrue;
+import static org.junit.jupiter.api.Assertions.assertTrue;
 
 public class TestFilters  extends BaseND4JTest {
 

datavec/datavec-api/src/test/java/org/datavec/api/transform/join/TestJoin.java

@@ -26,19 +26,22 @@ import org.datavec.api.writable.IntWritable;
 import org.datavec.api.writable.NullWritable;
 import org.datavec.api.writable.Text;
 import org.datavec.api.writable.Writable;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.tests.BaseND4JTest;
 
+import java.nio.file.Path;
 import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertThrows;
 
 public class TestJoin extends BaseND4JTest {
 
     @Test
-    public void testJoin() {
+    public void testJoin(@TempDir Path testDir) {
 
         Schema firstSchema =
                         new Schema.Builder().addColumnString("keyColumn").addColumnsInteger("first0", "first1").build();
@@ -46,20 +49,20 @@ public class TestJoin extends BaseND4JTest {
         Schema secondSchema = new Schema.Builder().addColumnString("keyColumn").addColumnsInteger("second0").build();
 
         List<List<Writable>> first = new ArrayList<>();
-        first.add(Arrays.asList((Writable) new Text("key0"), new IntWritable(0), new IntWritable(1)));
+        first.add(Arrays.asList(new Text("key0"), new IntWritable(0), new IntWritable(1)));
-        first.add(Arrays.asList((Writable) new Text("key1"), new IntWritable(10), new IntWritable(11)));
+        first.add(Arrays.asList(new Text("key1"), new IntWritable(10), new IntWritable(11)));
 
         List<List<Writable>> second = new ArrayList<>();
-        second.add(Arrays.asList((Writable) new Text("key0"), new IntWritable(100)));
+        second.add(Arrays.asList(new Text("key0"), new IntWritable(100)));
-        second.add(Arrays.asList((Writable) new Text("key1"), new IntWritable(110)));
+        second.add(Arrays.asList(new Text("key1"), new IntWritable(110)));
 
         Join join = new Join.Builder(Join.JoinType.Inner).setJoinColumns("keyColumn")
                         .setSchemas(firstSchema, secondSchema).build();
 
         List<List<Writable>> expected = new ArrayList<>();
-        expected.add(Arrays.asList((Writable) new Text("key0"), new IntWritable(0), new IntWritable(1),
+        expected.add(Arrays.asList(new Text("key0"), new IntWritable(0), new IntWritable(1),
                         new IntWritable(100)));
-        expected.add(Arrays.asList((Writable) new Text("key1"), new IntWritable(10), new IntWritable(11),
+        expected.add(Arrays.asList(new Text("key1"), new IntWritable(10), new IntWritable(11),
                         new IntWritable(110)));
 
 
@@ -94,9 +97,9 @@ public class TestJoin extends BaseND4JTest {
     }
 
 
-    @Test(expected = IllegalArgumentException.class)
+    @Test()
     public void testJoinValidation() {
-
+        assertThrows(IllegalArgumentException.class,() -> {
             Schema firstSchema = new Schema.Builder().addColumnString("keyColumn1").addColumnsInteger("first0", "first1")
                     .build();
 
@@ -104,11 +107,13 @@ public class TestJoin extends BaseND4JTest {
 
             new Join.Builder(Join.JoinType.Inner).setJoinColumns("keyColumn1", "thisDoesntExist")
                     .setSchemas(firstSchema, secondSchema).build();
+        });
+
     }
 
-    @Test(expected = IllegalArgumentException.class)
+    @Test()
     public void testJoinValidation2() {
-
+       assertThrows(IllegalArgumentException.class,() -> {
            Schema firstSchema = new Schema.Builder().addColumnString("keyColumn1").addColumnsInteger("first0", "first1")
                    .build();
 
@@ -116,5 +121,7 @@ public class TestJoin extends BaseND4JTest {
 
            new Join.Builder(Join.JoinType.Inner).setJoinColumns("keyColumn1").setSchemas(firstSchema, secondSchema)
                    .build();
+       });
+
     }
 }

datavec/datavec-api/src/test/java/org/datavec/api/transform/ops/AggregatorImplsTest.java

@@ -19,17 +19,18 @@
  */
 package org.datavec.api.transform.ops;
 
-import org.junit.Rule;
+
 import org.junit.jupiter.api.Test;
 import org.junit.rules.ExpectedException;
 import org.nd4j.common.tests.BaseND4JTest;
 import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.List;
-import static org.junit.jupiter.api.Assertions.assertEquals;
+
-import static org.junit.jupiter.api.Assertions.assertTrue;
 import org.junit.jupiter.api.DisplayName;
 
+import static org.junit.jupiter.api.Assertions.*;
+
 @DisplayName("Aggregator Impls Test")
 class AggregatorImplsTest extends BaseND4JTest {
 
@@ -265,12 +266,12 @@ class AggregatorImplsTest extends BaseND4JTest {
         assertEquals(9, cu.get().toInt());
     }
 
-    @Rule
+
-    public final ExpectedException exception = ExpectedException.none();
 
     @Test
     @DisplayName("Incompatible Aggregator Test")
     void incompatibleAggregatorTest() {
+        assertThrows(UnsupportedOperationException.class,() -> {
             AggregatorImpls.AggregableSum<Integer> sm = new AggregatorImpls.AggregableSum<>();
             for (int i = 0; i < intList.size(); i++) {
                 sm.accept(intList.get(i));
@@ -280,8 +281,10 @@ class AggregatorImplsTest extends BaseND4JTest {
             for (int i = 0; i < intList.size(); i++) {
                 reverse.accept(intList.get(intList.size() - i - 1));
             }
-        exception.expect(UnsupportedOperationException.class);
+
             sm.combine(reverse);
             assertEquals(45, sm.get().toInt());
+        });
+
     }
 }

datavec/datavec-api/src/test/java/org/datavec/api/transform/reduce/TestMultiOpReduce.java

@@ -32,13 +32,13 @@ import org.datavec.api.transform.ops.AggregableMultiOp;
 import org.datavec.api.transform.ops.IAggregableReduceOp;
 import org.datavec.api.transform.schema.Schema;
 import org.datavec.api.writable.*;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 
 import java.util.*;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.Assert.fail;
+import static org.junit.jupiter.api.Assertions.fail;
 
 public class TestMultiOpReduce extends BaseND4JTest {
 
@@ -46,10 +46,10 @@ public class TestMultiOpReduce extends BaseND4JTest {
     public void testMultiOpReducerDouble() {
 
         List<List<Writable>> inputs = new ArrayList<>();
-        inputs.add(Arrays.asList((Writable) new Text("someKey"), new DoubleWritable(0)));
+        inputs.add(Arrays.asList(new Text("someKey"), new DoubleWritable(0)));
-        inputs.add(Arrays.asList((Writable) new Text("someKey"), new DoubleWritable(1)));
+        inputs.add(Arrays.asList(new Text("someKey"), new DoubleWritable(1)));
-        inputs.add(Arrays.asList((Writable) new Text("someKey"), new DoubleWritable(2)));
+        inputs.add(Arrays.asList(new Text("someKey"), new DoubleWritable(2)));
-        inputs.add(Arrays.asList((Writable) new Text("someKey"), new DoubleWritable(2)));
+        inputs.add(Arrays.asList(new Text("someKey"), new DoubleWritable(2)));
 
         Map<ReduceOp, Double> exp = new LinkedHashMap<>();
         exp.put(ReduceOp.Min, 0.0);
@@ -82,7 +82,7 @@ public class TestMultiOpReduce extends BaseND4JTest {
             assertEquals(out.get(0), new Text("someKey"));
 
             String msg = op.toString();
-            assertEquals(msg, exp.get(op), out.get(1).toDouble(), 1e-5);
+            assertEquals(exp.get(op), out.get(1).toDouble(), 1e-5,msg);
         }
     }
 
@@ -126,7 +126,7 @@ public class TestMultiOpReduce extends BaseND4JTest {
             assertEquals(out.get(0), new Text("someKey"));
 
             String msg = op.toString();
-            assertEquals(msg, exp.get(op), out.get(1).toDouble(), 1e-5);
+            assertEquals(exp.get(op), out.get(1).toDouble(), 1e-5,msg);
         }
     }
 
@@ -210,7 +210,7 @@ public class TestMultiOpReduce extends BaseND4JTest {
             assertEquals(out.get(0), new Text("someKey"));
 
             String msg = op.toString();
-            assertEquals(msg, exp.get(op), out.get(1).toDouble(), 1e-5);
+            assertEquals(exp.get(op), out.get(1).toDouble(), 1e-5,msg);
         }
 
         for (ReduceOp op : Arrays.asList(ReduceOp.Min, ReduceOp.Max, ReduceOp.Range, ReduceOp.Sum, ReduceOp.Mean,

datavec/datavec-api/src/test/java/org/datavec/api/transform/reduce/TestReductions.java

@@ -24,13 +24,13 @@ import org.datavec.api.transform.ops.IAggregableReduceOp;
 import org.datavec.api.transform.reduce.impl.GeographicMidpointReduction;
 import org.datavec.api.writable.Text;
 import org.datavec.api.writable.Writable;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 
 import java.util.Arrays;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestReductions extends BaseND4JTest {
 

datavec/datavec-api/src/test/java/org/datavec/api/transform/schema/TestJsonYaml.java

@@ -22,10 +22,10 @@ package org.datavec.api.transform.schema;
 
 import org.datavec.api.transform.metadata.ColumnMetaData;
 import org.joda.time.DateTimeZone;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestJsonYaml extends BaseND4JTest {
 

datavec/datavec-api/src/test/java/org/datavec/api/transform/schema/TestSchemaMethods.java

@@ -21,10 +21,10 @@
 package org.datavec.api.transform.schema;
 
 import org.datavec.api.transform.ColumnType;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestSchemaMethods extends BaseND4JTest {
 

datavec/datavec-api/src/test/java/org/datavec/api/transform/sequence/TestReduceSequenceByWindowFunction.java

@@ -33,7 +33,7 @@ import org.datavec.api.writable.LongWritable;
 import org.datavec.api.writable.NullWritable;
 import org.datavec.api.writable.Writable;
 import org.joda.time.DateTimeZone;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 
 import java.util.ArrayList;
@@ -41,7 +41,7 @@ import java.util.Arrays;
 import java.util.List;
 import java.util.concurrent.TimeUnit;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestReduceSequenceByWindowFunction extends BaseND4JTest {
 

datavec/datavec-api/src/test/java/org/datavec/api/transform/sequence/TestSequenceSplit.java

@@ -27,7 +27,7 @@ import org.datavec.api.writable.LongWritable;
 import org.datavec.api.writable.Text;
 import org.datavec.api.writable.Writable;
 import org.joda.time.DateTimeZone;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 
 import java.util.ArrayList;
@@ -35,7 +35,7 @@ import java.util.Arrays;
 import java.util.List;
 import java.util.concurrent.TimeUnit;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestSequenceSplit extends BaseND4JTest {
 

datavec/datavec-api/src/test/java/org/datavec/api/transform/sequence/TestWindowFunctions.java

@@ -29,7 +29,7 @@ import org.datavec.api.writable.IntWritable;
 import org.datavec.api.writable.LongWritable;
 import org.datavec.api.writable.Writable;
 import org.joda.time.DateTimeZone;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 
 import java.util.ArrayList;
@@ -37,7 +37,7 @@ import java.util.Arrays;
 import java.util.List;
 import java.util.concurrent.TimeUnit;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestWindowFunctions extends BaseND4JTest {
 

datavec/datavec-api/src/test/java/org/datavec/api/transform/serde/TestCustomTransformJsonYaml.java

@@ -26,10 +26,10 @@ import org.datavec.api.transform.schema.Schema;
 import org.datavec.api.transform.serde.testClasses.CustomCondition;
 import org.datavec.api.transform.serde.testClasses.CustomFilter;
 import org.datavec.api.transform.serde.testClasses.CustomTransform;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestCustomTransformJsonYaml extends BaseND4JTest {
 

datavec/datavec-api/src/test/java/org/datavec/api/transform/serde/TestYamlJsonSerde.java

@@ -64,13 +64,13 @@ import org.datavec.api.transform.transform.time.TimeMathOpTransform;
 import org.datavec.api.writable.comparator.DoubleWritableComparator;
 import org.joda.time.DateTimeFieldType;
 import org.joda.time.DateTimeZone;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 
 import java.util.*;
 import java.util.concurrent.TimeUnit;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestYamlJsonSerde  extends BaseND4JTest {
 

datavec/datavec-api/src/test/java/org/datavec/api/transform/stringreduce/TestReduce.java

@@ -24,12 +24,12 @@ import org.datavec.api.transform.StringReduceOp;
 import org.datavec.api.transform.schema.Schema;
 import org.datavec.api.writable.Text;
 import org.datavec.api.writable.Writable;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 
 import java.util.*;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestReduce extends BaseND4JTest {
 

datavec/datavec-api/src/test/java/org/datavec/api/transform/transform/RegressionTestJson.java

@@ -50,7 +50,7 @@ import org.datavec.api.writable.Text;
 import org.datavec.api.writable.comparator.LongWritableComparator;
 import org.joda.time.DateTimeFieldType;
 import org.joda.time.DateTimeZone;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 import org.nd4j.common.io.ClassPathResource;
 
@@ -61,7 +61,7 @@ import java.util.HashMap;
 import java.util.Map;
 import java.util.concurrent.TimeUnit;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class RegressionTestJson extends BaseND4JTest {
 

datavec/datavec-api/src/test/java/org/datavec/api/transform/transform/TestJsonYaml.java

@@ -50,13 +50,13 @@ import org.datavec.api.writable.Text;
 import org.datavec.api.writable.comparator.LongWritableComparator;
 import org.joda.time.DateTimeFieldType;
 import org.joda.time.DateTimeZone;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 
 import java.util.*;
 import java.util.concurrent.TimeUnit;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestJsonYaml extends BaseND4JTest {
 

datavec/datavec-api/src/test/java/org/datavec/api/transform/transform/TestTransforms.java

@@ -59,7 +59,7 @@ import org.datavec.api.writable.*;
 import org.joda.time.DateTimeFieldType;
 import org.joda.time.DateTimeZone;
 import org.junit.Assert;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 import org.nd4j.linalg.api.ndarray.INDArray;
 import org.nd4j.linalg.factory.Nd4j;
@@ -72,7 +72,7 @@ import java.util.*;
 import java.util.concurrent.TimeUnit;
 
 import static junit.framework.TestCase.assertEquals;
-import static org.junit.Assert.*;
+import static org.junit.jupiter.api.Assertions.*;
 
 public class TestTransforms extends BaseND4JTest {
 

datavec/datavec-api/src/test/java/org/datavec/api/transform/transform/ndarray/TestNDArrayWritableTransforms.java

@@ -29,7 +29,7 @@ import org.datavec.api.writable.DoubleWritable;
 import org.datavec.api.writable.NDArrayWritable;
 import org.datavec.api.writable.Text;
 import org.datavec.api.writable.Writable;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 import org.nd4j.linalg.api.buffer.DataType;
 import org.nd4j.linalg.api.ndarray.INDArray;
@@ -39,7 +39,7 @@ import org.nd4j.linalg.ops.transforms.Transforms;
 import java.util.Arrays;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestNDArrayWritableTransforms extends BaseND4JTest {
 

datavec/datavec-api/src/test/java/org/datavec/api/transform/transform/ndarray/TestYamlJsonSerde.java

@@ -30,13 +30,13 @@ import org.datavec.api.transform.ndarray.NDArrayScalarOpTransform;
 import org.datavec.api.transform.schema.Schema;
 import org.datavec.api.transform.serde.JsonSerializer;
 import org.datavec.api.transform.serde.YamlSerializer;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 
 import java.util.Arrays;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestYamlJsonSerde extends BaseND4JTest {
 

datavec/datavec-api/src/test/java/org/datavec/api/transform/ui/TestUI.java

@@ -35,26 +35,26 @@ import org.datavec.api.writable.DoubleWritable;
 import org.datavec.api.writable.Text;
 import org.datavec.api.writable.Writable;
 import org.joda.time.DateTimeZone;
-import org.junit.Ignore;
+import org.junit.jupiter.api.Disabled;
-import org.junit.Rule;
+
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
-import org.junit.rules.TemporaryFolder;
+
+import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.tests.BaseND4JTest;
 
 import java.io.File;
+import java.nio.file.Path;
 import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestUI extends BaseND4JTest {
 
-    @Rule
-    public TemporaryFolder testDir = new TemporaryFolder();
 
     @Test
-    public void testUI() throws Exception {
+    public void testUI(@TempDir Path testDir) throws Exception {
         Schema schema = new Schema.Builder().addColumnString("StringColumn").addColumnInteger("IntColumn")
                         .addColumnInteger("IntColumn2").addColumnInteger("IntColumn3")
                         .addColumnTime("TimeColumn", DateTimeZone.UTC).build();
@@ -92,7 +92,7 @@ public class TestUI extends BaseND4JTest {
 
         DataAnalysis da = new DataAnalysis(schema, list);
 
-        File fDir = testDir.newFolder();
+        File fDir = testDir.toFile();
         String tempDir = fDir.getAbsolutePath();
         String outPath = FilenameUtils.concat(tempDir, "datavec_transform_UITest.html");
         System.out.println(outPath);
@@ -143,7 +143,7 @@ public class TestUI extends BaseND4JTest {
 
 
     @Test
-    @Ignore
+    @Disabled
     public void testSequencePlot() throws Exception {
 
         Schema schema = new SequenceSchema.Builder().addColumnDouble("sinx")

datavec/datavec-api/src/test/java/org/datavec/api/writable/TestNDArrayWritableAndSerialization.java

@@ -21,14 +21,14 @@
 package org.datavec.api.writable;
 
 import org.datavec.api.transform.metadata.NDArrayMetaData;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 import org.nd4j.linalg.api.ndarray.INDArray;
 import org.nd4j.linalg.factory.Nd4j;
 
 import java.io.*;
 
-import static org.junit.Assert.*;
+import static org.junit.jupiter.api.Assertions.*;
 
 public class TestNDArrayWritableAndSerialization extends BaseND4JTest {
 

datavec/datavec-arrow/src/test/java/org/datavec/arrow/ArrowConverterTest.java

@@ -41,7 +41,7 @@ import org.datavec.api.transform.schema.Schema;
 import org.datavec.api.writable.*;
 import org.datavec.arrow.recordreader.ArrowRecordReader;
 import org.datavec.arrow.recordreader.ArrowWritableRecordBatch;
-import org.junit.Rule;
+
 import org.junit.jupiter.api.Test;
 import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.tests.BaseND4JTest;

datavec/datavec-arrow/src/test/java/org/datavec/arrow/recordreader/ArrowWritableRecordTimeSeriesBatchTests.java

@@ -29,16 +29,16 @@ import org.datavec.api.writable.IntWritable;
 import org.datavec.api.writable.Text;
 import org.datavec.api.writable.Writable;
 import org.datavec.arrow.ArrowConverter;
-import org.junit.Ignore;
+import org.junit.jupiter.api.Disabled;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.tests.BaseND4JTest;
 
 import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.Assert.assertFalse;
+import static org.junit.jupiter.api.Assertions.assertFalse;
 
 public class ArrowWritableRecordTimeSeriesBatchTests extends BaseND4JTest {
 
@@ -69,7 +69,7 @@ public class ArrowWritableRecordTimeSeriesBatchTests extends BaseND4JTest {
         assertEquals(3,fieldVectors.size());
         for(FieldVector fieldVector : fieldVectors) {
             for(int i = 0; i < fieldVector.getValueCount(); i++) {
-                assertFalse("Index " + i + " was null for field vector " + fieldVector, fieldVector.isNull(i));
+                assertFalse( fieldVector.isNull(i),"Index " + i + " was null for field vector " + fieldVector);
             }
         }
 
@@ -79,7 +79,7 @@ public class ArrowWritableRecordTimeSeriesBatchTests extends BaseND4JTest {
 
     @Test
     //not worried about this till after next release
-    @Ignore
+    @Disabled
     public void testVariableLengthTS() {
         Schema.Builder schema = new Schema.Builder()
                 .addColumnString("str")

datavec/datavec-data/datavec-data-image/src/test/java/org/datavec/image/LabelGeneratorTest.java

@@ -23,7 +23,7 @@ import org.apache.commons.io.FileUtils;
 import org.datavec.api.io.labels.ParentPathLabelGenerator;
 import org.datavec.api.split.FileSplit;
 import org.datavec.image.recordreader.ImageRecordReader;
-import org.junit.Rule;
+
 import org.junit.jupiter.api.Test;
 import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.io.ClassPathResource;

datavec/datavec-data/datavec-data-image/src/test/java/org/datavec/image/loader/LoaderTests.java

@@ -22,8 +22,8 @@ package org.datavec.image.loader;
 
 import org.apache.commons.io.FilenameUtils;
 import org.datavec.api.records.reader.RecordReader;
-import org.junit.Ignore;
+import org.junit.jupiter.api.Disabled;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.linalg.dataset.DataSet;
 
 import java.io.File;
@@ -32,9 +32,9 @@ import java.io.InputStream;
 import java.util.List;
 import java.util.Random;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.Assert.assertNotNull;
+import static org.junit.jupiter.api.Assertions.assertNotNull;
-import static org.junit.Assert.assertTrue;
+import static org.junit.jupiter.api.Assertions.assertTrue;
 
 /**
  *
@@ -182,7 +182,7 @@ public class LoaderTests {
     }
 
 
-    @Ignore // Use when confirming data is getting stored
+    @Disabled // Use when confirming data is getting stored
     @Test
     public void testProcessCifar() {
         int row = 32;
@@ -208,15 +208,15 @@ public class LoaderTests {
         int minibatch = 100;
         int nMinibatches = 50000 / minibatch;
 
-        for( int i=0; i<nMinibatches; i++ ){
+        for( int i=0; i < nMinibatches; i++) {
             DataSet ds = loader.next(minibatch);
             String s = String.valueOf(i);
-            assertNotNull(s, ds.getFeatures());
+            assertNotNull(ds.getFeatures(),s);
-            assertNotNull(s, ds.getLabels());
+            assertNotNull(ds.getLabels(),s);
 
-            assertEquals(s, minibatch, ds.getFeatures().size(0));
+            assertEquals(minibatch, ds.getFeatures().size(0),s);
-            assertEquals(s, minibatch, ds.getLabels().size(0));
+            assertEquals(minibatch, ds.getLabels().size(0),s);
-            assertEquals(s, 10, ds.getLabels().size(1));
+            assertEquals(10, ds.getLabels().size(1),s);
         }
 
     }

datavec/datavec-data/datavec-data-image/src/test/java/org/datavec/image/loader/TestImageLoader.java

@@ -21,7 +21,7 @@
 package org.datavec.image.loader;
 
 import org.datavec.image.data.Image;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.resources.Resources;
 import org.nd4j.linalg.api.ndarray.INDArray;
 
@@ -32,7 +32,7 @@ import java.io.FileInputStream;
 import java.io.InputStream;
 import java.util.Random;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 
 public class TestImageLoader {

datavec/datavec-data/datavec-data-image/src/test/java/org/datavec/image/loader/TestNativeImageLoader.java

@@ -30,9 +30,10 @@ import org.bytedeco.javacv.Java2DFrameConverter;
 import org.bytedeco.javacv.OpenCVFrameConverter;
 import org.datavec.image.data.Image;
 import org.datavec.image.data.ImageWritable;
-import org.junit.Rule;
+
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
-import org.junit.rules.TemporaryFolder;
+
+import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.resources.Resources;
 import org.nd4j.linalg.api.buffer.DataType;
 import org.nd4j.linalg.api.ndarray.INDArray;
@@ -42,16 +43,17 @@ import org.nd4j.common.io.ClassPathResource;
 import java.awt.image.BufferedImage;
 import java.io.*;
 import java.lang.reflect.Field;
+import java.nio.file.Path;
 import java.util.Random;
 
 import org.bytedeco.leptonica.*;
 import org.bytedeco.opencv.opencv_core.*;
 import static org.bytedeco.leptonica.global.lept.*;
 import static org.bytedeco.opencv.global.opencv_core.*;
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.Assert.assertNotEquals;
+import static org.junit.jupiter.api.Assertions.assertNotEquals;
-import static org.junit.Assert.assertTrue;
+import static org.junit.jupiter.api.Assertions.assertTrue;
-import static org.junit.Assert.fail;
+import static org.junit.jupiter.api.Assertions.fail;
 
 /**
  *
@@ -62,8 +64,6 @@ public class TestNativeImageLoader {
     static final long seed = 10;
     static final Random rng = new Random(seed);
 
-    @Rule
-    public TemporaryFolder testDir = new TemporaryFolder();
 
     @Test
     public void testConvertPix() throws Exception {
@@ -566,8 +566,8 @@ public class TestNativeImageLoader {
 
 
     @Test
-    public void testNativeImageLoaderEmptyStreams() throws Exception {
+    public void testNativeImageLoaderEmptyStreams(@TempDir Path testDir) throws Exception {
-        File dir = testDir.newFolder();
+        File dir = testDir.toFile();
         File f = new File(dir, "myFile.jpg");
         f.createNewFile();
 
@@ -578,7 +578,7 @@ public class TestNativeImageLoader {
             fail("Expected exception");
         } catch (IOException e){
             String msg = e.getMessage();
-            assertTrue(msg, msg.contains("decode image"));
+            assertTrue(msg.contains("decode image"),msg);
         }
 
         try(InputStream is = new FileInputStream(f)){
@@ -586,7 +586,7 @@ public class TestNativeImageLoader {
             fail("Expected exception");
         } catch (IOException e){
             String msg = e.getMessage();
-            assertTrue(msg, msg.contains("decode image"));
+            assertTrue(msg.contains("decode image"),msg);
         }
 
         try(InputStream is = new FileInputStream(f)){
@@ -594,7 +594,7 @@ public class TestNativeImageLoader {
             fail("Expected exception");
         } catch (IOException e){
             String msg = e.getMessage();
-            assertTrue(msg, msg.contains("decode image"));
+            assertTrue(msg.contains("decode image"),msg);
         }
 
         try(InputStream is = new FileInputStream(f)){
@@ -603,7 +603,7 @@ public class TestNativeImageLoader {
             fail("Expected exception");
         } catch (IOException e){
             String msg = e.getMessage();
-            assertTrue(msg, msg.contains("decode image"));
+            assertTrue( msg.contains("decode image"),msg);
         }
     }
 

datavec/datavec-data/datavec-data-image/src/test/java/org/datavec/image/recordreader/FileBatchRecordReaderTest.java

@@ -27,7 +27,7 @@ import org.datavec.api.writable.IntWritable;
 import org.datavec.api.writable.NDArrayWritable;
 import org.datavec.api.writable.Writable;
 import org.datavec.image.loader.NativeImageLoader;
-import org.junit.Rule;
+
 import org.junit.jupiter.api.Test;
 import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.loader.FileBatch;

datavec/datavec-data/datavec-data-image/src/test/java/org/datavec/image/recordreader/TestImageRecordReader.java

@@ -36,9 +36,10 @@ import org.datavec.api.writable.DoubleWritable;
 import org.datavec.api.writable.NDArrayWritable;
 import org.datavec.api.writable.Writable;
 import org.datavec.api.writable.batch.NDArrayRecordBatch;
-import org.junit.Rule;
+
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
-import org.junit.rules.TemporaryFolder;
+
+import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.linalg.api.buffer.DataType;
 import org.nd4j.linalg.api.ndarray.INDArray;
 import org.nd4j.linalg.factory.Nd4j;
@@ -46,28 +47,30 @@ import org.nd4j.common.io.ClassPathResource;
 
 import java.io.*;
 import java.net.URI;
+import java.nio.file.Path;
 import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.List;
 import java.util.Random;
 
-import static org.junit.Assert.*;
+import static org.junit.jupiter.api.Assertions.*;
 
 public class TestImageRecordReader {
 
-    @Rule
-    public TemporaryFolder testDir = new TemporaryFolder();
 
-    @Test(expected = IllegalArgumentException.class)
+    @Test()
     public void testEmptySplit() throws IOException {
-        InputSplit data = new CollectionInputSplit(new ArrayList<URI>());
+        assertThrows(IllegalArgumentException.class,() -> {
+            InputSplit data = new CollectionInputSplit(new ArrayList<>());
             new ImageRecordReader().initialize(data, null);
+        });
+
     }
 
     @Test
-    public void testMetaData() throws IOException {
+    public void testMetaData(@TempDir Path testDir) throws IOException {
 
-        File parentDir = testDir.newFolder();
+        File parentDir = testDir.toFile();
         new ClassPathResource("datavec-data-image/testimages/").copyDirectory(parentDir);
         //        System.out.println(f.getAbsolutePath());
         //        System.out.println(f.getParentFile().getParentFile().getAbsolutePath());
@@ -104,11 +107,11 @@ public class TestImageRecordReader {
     }
 
     @Test
-    public void testImageRecordReaderLabelsOrder() throws Exception {
+    public void testImageRecordReaderLabelsOrder(@TempDir Path testDir) throws Exception {
         //Labels order should be consistent, regardless of file iteration order
 
         //Idea: labels order should be consistent regardless of input file order
-        File f = testDir.newFolder();
+        File f = testDir.toFile();
         new ClassPathResource("datavec-data-image/testimages/").copyDirectory(f);
         File f0 = new File(f, "/class0/0.jpg");
         File f1 = new File(f, "/class1/A.jpg");
@@ -135,11 +138,11 @@ public class TestImageRecordReader {
 
 
     @Test
-    public void testImageRecordReaderRandomization() throws Exception {
+    public void testImageRecordReaderRandomization(@TempDir Path testDir) throws Exception {
         //Order of FileSplit+ImageRecordReader should be different after reset
 
         //Idea: labels order should be consistent regardless of input file order
-        File f0 = testDir.newFolder();
+        File f0 = testDir.toFile();
         new ClassPathResource("datavec-data-image/testimages/").copyDirectory(f0);
 
         FileSplit fs = new FileSplit(f0, new Random(12345));
@@ -189,13 +192,13 @@ public class TestImageRecordReader {
 
 
     @Test
-    public void testImageRecordReaderRegression() throws Exception {
+    public void testImageRecordReaderRegression(@TempDir Path testDir) throws Exception {
 
         PathLabelGenerator regressionLabelGen = new TestRegressionLabelGen();
 
         ImageRecordReader rr = new ImageRecordReader(28, 28, 3, regressionLabelGen);
 
-        File rootDir = testDir.newFolder();
+        File rootDir = testDir.toFile();
         new ClassPathResource("datavec-data-image/testimages/").copyDirectory(rootDir);
         FileSplit fs = new FileSplit(rootDir);
         rr.initialize(fs);
@@ -244,10 +247,10 @@ public class TestImageRecordReader {
     }
 
     @Test
-    public void testListenerInvocationBatch() throws IOException {
+    public void testListenerInvocationBatch(@TempDir Path testDir) throws IOException {
         ParentPathLabelGenerator labelMaker = new ParentPathLabelGenerator();
         ImageRecordReader rr = new ImageRecordReader(32, 32, 3, labelMaker);
-        File f = testDir.newFolder();
+        File f = testDir.toFile();
         new ClassPathResource("datavec-data-image/testimages/").copyDirectory(f);
 
         File parent = f;
@@ -260,10 +263,10 @@ public class TestImageRecordReader {
     }
 
     @Test
-    public void testListenerInvocationSingle() throws IOException {
+    public void testListenerInvocationSingle(@TempDir Path testDir) throws IOException {
         ParentPathLabelGenerator labelMaker = new ParentPathLabelGenerator();
         ImageRecordReader rr = new ImageRecordReader(32, 32, 3, labelMaker);
-        File parent = testDir.newFolder();
+        File parent = testDir.toFile();
         new ClassPathResource("datavec-data-image/testimages/class0/").copyDirectory(parent);
         int numFiles = parent.list().length;
         rr.initialize(new FileSplit(parent));
@@ -315,7 +318,7 @@ public class TestImageRecordReader {
 
 
     @Test
-    public void testImageRecordReaderPathMultiLabelGenerator() throws Exception {
+    public void testImageRecordReaderPathMultiLabelGenerator(@TempDir Path testDir) throws Exception {
         Nd4j.setDataType(DataType.FLOAT);
         //Assumption: 2 multi-class (one hot) classification labels: 2 and 3 classes respectively
         // PLUS single value (Writable) regression label
@@ -324,7 +327,7 @@ public class TestImageRecordReader {
 
         ImageRecordReader rr = new ImageRecordReader(28, 28, 3, multiLabelGen);
 
-        File rootDir = testDir.newFolder();
+        File rootDir = testDir.toFile();
         new ClassPathResource("datavec-data-image/testimages/").copyDirectory(rootDir);
         FileSplit fs = new FileSplit(rootDir);
         rr.initialize(fs);
@@ -471,9 +474,9 @@ public class TestImageRecordReader {
 
 
     @Test
-    public void testNCHW_NCHW() throws Exception {
+    public void testNCHW_NCHW(@TempDir Path testDir) throws Exception {
         //Idea: labels order should be consistent regardless of input file order
-        File f0 = testDir.newFolder();
+        File f0 = testDir.toFile();
         new ClassPathResource("datavec-data-image/testimages/").copyDirectory(f0);
 
         FileSplit fs0 = new FileSplit(f0, new Random(12345));

datavec/datavec-data/datavec-data-image/src/test/java/org/datavec/image/recordreader/TestObjectDetectionRecordReader.java

@@ -35,9 +35,10 @@ import org.datavec.image.transform.FlipImageTransform;
 import org.datavec.image.transform.ImageTransform;
 import org.datavec.image.transform.PipelineImageTransform;
 import org.datavec.image.transform.ResizeImageTransform;
-import org.junit.Rule;
+
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
-import org.junit.rules.TemporaryFolder;
+
+import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.linalg.api.ndarray.INDArray;
 import org.nd4j.linalg.factory.Nd4j;
 import org.nd4j.linalg.indexing.BooleanIndexing;
@@ -46,24 +47,24 @@ import org.nd4j.common.io.ClassPathResource;
 
 import java.io.File;
 import java.net.URI;
+import java.nio.file.Path;
 import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.Collections;
 import java.util.List;
 
-import static org.junit.Assert.*;
+import static org.junit.jupiter.api.Assertions.*;
 
 public class TestObjectDetectionRecordReader {
 
-    @Rule
+
-    public TemporaryFolder testDir = new TemporaryFolder();
 
     @Test
-    public void test() throws Exception {
+    public void test(@TempDir Path testDir) throws Exception {
         for(boolean nchw : new boolean[]{true, false}) {
             ImageObjectLabelProvider lp = new TestImageObjectDetectionLabelProvider();
 
-            File f = testDir.newFolder();
+            File f = testDir.toFile();
             new ClassPathResource("datavec-data-image/objdetect/").copyDirectory(f);
 
             String path = new File(f, "000012.jpg").getParent();

datavec/datavec-data/datavec-data-image/src/test/java/org/datavec/image/recordreader/objdetect/TestVocLabelProvider.java

@@ -21,27 +21,27 @@
 package org.datavec.image.recordreader.objdetect;
 
 import org.datavec.image.recordreader.objdetect.impl.VocLabelProvider;
-import org.junit.Rule;
+
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
-import org.junit.rules.TemporaryFolder;
+
+import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.io.ClassPathResource;
 
 import java.io.File;
+import java.nio.file.Path;
 import java.util.Arrays;
 import java.util.Collections;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestVocLabelProvider {
 
-    @Rule
-    public TemporaryFolder testDir = new TemporaryFolder();
 
     @Test
-    public void testVocLabelProvider() throws Exception {
+    public void testVocLabelProvider(@TempDir Path testDir) throws Exception {
 
-        File f = testDir.newFolder();
+        File f = testDir.toFile();
         new ClassPathResource("datavec-data-image/voc/2007/").copyDirectory(f);
 
         String path = f.getAbsolutePath();  //new ClassPathResource("voc/2007/JPEGImages/000005.jpg").getFile().getParentFile().getParent();

datavec/datavec-data/datavec-data-image/src/test/java/org/datavec/image/transform/TestImageTransform.java

@@ -28,8 +28,8 @@ import org.nd4j.common.io.ClassPathResource;
 import org.nd4j.common.primitives.Pair;
 import org.datavec.image.data.ImageWritable;
 import org.datavec.image.loader.NativeImageLoader;
-import org.junit.Ignore;
+import org.junit.jupiter.api.Disabled;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 
 import java.awt.*;
 import java.util.LinkedList;
@@ -40,7 +40,7 @@ import org.bytedeco.opencv.opencv_core.*;
 
 import static org.bytedeco.opencv.global.opencv_core.*;
 import static org.bytedeco.opencv.global.opencv_imgproc.*;
-import static org.junit.Assert.*;
+import static org.junit.jupiter.api.Assertions.*;
 
 /**
  *
@@ -255,7 +255,7 @@ public class TestImageTransform {
         assertEquals(22, transformed[1], 0);
     }
 
-    @Ignore
+    @Disabled
     @Test
     public void testFilterImageTransform() throws Exception {
         ImageWritable writable = makeRandomImage(0, 0, 4);

datavec/datavec-excel/src/test/java/org/datavec/poi/excel/ExcelRecordWriterTest.java

@@ -25,7 +25,7 @@ import org.datavec.api.split.partition.NumberOfRecordsPartitioner;
 import org.datavec.api.transform.schema.Schema;
 import org.datavec.api.writable.IntWritable;
 import org.datavec.api.writable.Writable;
-import org.junit.Rule;
+
 import org.junit.jupiter.api.Test;
 import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.primitives.Triple;

datavec/datavec-jdbc/src/test/java/org/datavec/api/records/reader/impl/JDBCRecordReaderTest.java

@@ -49,7 +49,7 @@ import org.datavec.api.writable.Text;
 import org.datavec.api.writable.Writable;
 import org.junit.jupiter.api.AfterEach;
 import org.junit.jupiter.api.BeforeEach;
-import org.junit.Rule;
+
 import org.junit.jupiter.api.Test;
 import org.junit.jupiter.api.io.TempDir;
 import org.junit.jupiter.api.DisplayName;

datavec/datavec-local/src/test/java/org/datavec/local/transforms/LocalTransformProcessRecordReaderTests.java

@@ -36,14 +36,14 @@ import org.datavec.api.writable.LongWritable;
 import org.datavec.api.writable.Text;
 import org.datavec.api.writable.Writable;
 import org.joda.time.DateTimeZone;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.io.ClassPathResource;
 
 import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class LocalTransformProcessRecordReaderTests {
 

datavec/datavec-local/src/test/java/org/datavec/local/transforms/analysis/TestAnalyzeLocal.java

@@ -29,9 +29,9 @@ import org.datavec.api.transform.schema.Schema;
 import org.datavec.api.util.ndarray.RecordConverter;
 import org.datavec.api.writable.Writable;
 import org.datavec.local.transforms.AnalyzeLocal;
-import org.junit.Rule;
+
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
-import org.junit.rules.TemporaryFolder;
+
 import org.nd4j.linalg.api.buffer.DataType;
 import org.nd4j.linalg.api.ndarray.INDArray;
 import org.nd4j.common.io.ClassPathResource;
@@ -39,12 +39,11 @@ import org.nd4j.common.io.ClassPathResource;
 import java.util.ArrayList;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestAnalyzeLocal {
 
-    @Rule
+
-    public TemporaryFolder testDir = new TemporaryFolder();
 
     @Test
     public void testAnalysisBasic() throws Exception {
@@ -72,7 +71,7 @@ public class TestAnalyzeLocal {
         INDArray mean = arr.mean(0);
         INDArray std = arr.std(0);
 
-        for( int i=0; i<5; i++ ){
+        for( int i = 0; i < 5; i++) {
             double m = ((NumericalColumnAnalysis)da.getColumnAnalysis().get(i)).getMean();
             double stddev = ((NumericalColumnAnalysis)da.getColumnAnalysis().get(i)).getSampleStdev();
             assertEquals(mean.getDouble(i), m, 1e-3);

datavec/datavec-local/src/test/java/org/datavec/local/transforms/functions/TestLineRecordReaderFunction.java

@@ -27,7 +27,7 @@ import org.datavec.api.records.reader.impl.csv.CSVRecordReader;
 import org.datavec.api.split.FileSplit;
 import org.datavec.api.writable.Writable;
 
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.io.ClassPathResource;
 
 import java.io.File;
@@ -36,8 +36,8 @@ import java.util.List;
 import java.util.Set;
 import java.util.stream.Collectors;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.Assert.assertTrue;
+import static org.junit.jupiter.api.Assertions.assertTrue;
 
 public class TestLineRecordReaderFunction  {
 

datavec/datavec-local/src/test/java/org/datavec/local/transforms/functions/TestNDArrayToWritablesFunction.java

@@ -25,7 +25,7 @@ import org.datavec.api.writable.NDArrayWritable;
 import org.datavec.api.writable.Writable;
 
 import org.datavec.local.transforms.misc.NDArrayToWritablesFunction;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.linalg.api.ndarray.INDArray;
 import org.nd4j.linalg.factory.Nd4j;
 
@@ -33,7 +33,7 @@ import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestNDArrayToWritablesFunction {
 

datavec/datavec-local/src/test/java/org/datavec/local/transforms/functions/TestWritablesToNDArrayFunction.java

@@ -25,7 +25,7 @@ import org.datavec.api.writable.NDArrayWritable;
 import org.datavec.api.writable.Writable;
 
 import org.datavec.local.transforms.misc.WritablesToNDArrayFunction;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.linalg.api.buffer.DataType;
 import org.nd4j.linalg.api.ndarray.INDArray;
 import org.nd4j.linalg.factory.Nd4j;
@@ -33,7 +33,7 @@ import org.nd4j.linalg.factory.Nd4j;
 import java.util.ArrayList;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestWritablesToNDArrayFunction {
 

datavec/datavec-local/src/test/java/org/datavec/local/transforms/functions/TestWritablesToStringFunctions.java

@@ -30,12 +30,12 @@ import org.datavec.api.writable.Writable;
 
 import org.datavec.local.transforms.misc.SequenceWritablesToStringFunction;
 import org.datavec.local.transforms.misc.WritablesToStringFunction;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 
 import java.util.Arrays;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestWritablesToStringFunctions  {
 

datavec/datavec-local/src/test/java/org/datavec/local/transforms/transform/TestGeoTransforms.java

@@ -32,7 +32,8 @@ import org.datavec.api.writable.Text;
 import org.datavec.api.writable.Writable;
 import org.junit.AfterClass;
 import org.junit.BeforeClass;
-import org.junit.Test;
+import org.junit.jupiter.api.BeforeAll;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.io.ClassPathResource;
 
 import java.io.*;
@@ -40,14 +41,14 @@ import java.util.Arrays;
 import java.util.Collections;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 /**
  * @author saudet
  */
 public class TestGeoTransforms {
 
-    @BeforeClass
+    @BeforeAll
     public static void beforeClass() throws Exception {
         //Use test resources version to avoid tests suddenly failing due to IP/Location DB content changing
         File f = new ClassPathResource("datavec-geo/GeoIP2-City-Test.mmdb").getFile();

datavec/datavec-local/src/test/java/org/datavec/local/transforms/transform/TestPythonTransformProcess.java

@@ -30,7 +30,8 @@ import org.datavec.local.transforms.LocalTransformExecutor;
 import org.datavec.api.writable.*;
 import org.datavec.python.PythonCondition;
 import org.datavec.python.PythonTransform;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.Timeout;
 import org.nd4j.linalg.api.buffer.DataType;
 import org.nd4j.linalg.api.ndarray.INDArray;
 import org.nd4j.linalg.factory.Nd4j;
@@ -43,7 +44,7 @@ import java.util.List;
 
 import static junit.framework.TestCase.assertTrue;
 import static org.datavec.api.transform.schema.Schema.Builder;
-import static org.junit.Assert.*;
+import static org.junit.jupiter.api.Assertions.*;
 
 @NotThreadSafe
 public class TestPythonTransformProcess {
@@ -77,8 +78,9 @@ public class TestPythonTransformProcess {
 
     }
 
-    @Test(timeout = 60000L)
+    @Test()
-    public void testMixedTypes() throws Exception{
+    @Timeout(60000L)
+    public void testMixedTypes() throws Exception {
         Builder schemaBuilder = new Builder();
         schemaBuilder
                 .addColumnInteger("col1")
@@ -99,7 +101,7 @@ public class TestPythonTransformProcess {
                         .inputSchema(initialSchema)
                         .build()        ).build();
 
-        List<Writable> inputs = Arrays.asList((Writable)new IntWritable(10),
+        List<Writable> inputs = Arrays.asList(new IntWritable(10),
                 new FloatWritable(3.5f),
                 new Text("5"),
                 new DoubleWritable(2.0)
@@ -109,8 +111,9 @@ public class TestPythonTransformProcess {
         assertEquals(((LongWritable)outputs.get(4)).get(), 36);
     }
 
-    @Test(timeout = 60000L)
+    @Test()
-    public void testNDArray() throws Exception{
+    @Timeout(60000L)
+    public void testNDArray() throws Exception {
         long[] shape = new long[]{3, 2};
         INDArray arr1 = Nd4j.rand(shape);
         INDArray arr2 = Nd4j.rand(shape);
@@ -145,8 +148,9 @@ public class TestPythonTransformProcess {
 
     }
 
-    @Test(timeout = 60000L)
+    @Test()
-    public void testNDArray2() throws Exception{
+    @Timeout(60000L)
+    public void testNDArray2() throws Exception {
         long[] shape = new long[]{3, 2};
         INDArray arr1 = Nd4j.rand(shape);
         INDArray arr2 = Nd4j.rand(shape);
@@ -181,7 +185,8 @@ public class TestPythonTransformProcess {
 
     }
 
-    @Test(timeout = 60000L)
+    @Test()
+    @Timeout(60000L)
     public void testNDArrayMixed() throws Exception{
         long[] shape = new long[]{3, 2};
         INDArray arr1 = Nd4j.rand(DataType.DOUBLE, shape);
@@ -217,7 +222,8 @@ public class TestPythonTransformProcess {
 
     }
 
-    @Test(timeout = 60000L)
+    @Test()
+    @Timeout(60000L)
     public void testPythonFilter() {
         Schema schema = new Builder().addColumnInteger("column").build();
 
@@ -237,8 +243,9 @@ public class TestPythonTransformProcess {
 
     }
 
-    @Test(timeout = 60000L)
+    @Test()
-    public void testPythonFilterAndTransform() throws Exception{
+    @Timeout(60000L)
+    public void testPythonFilterAndTransform() throws Exception {
         Builder schemaBuilder = new Builder();
         schemaBuilder
                 .addColumnInteger("col1")

datavec/datavec-local/src/test/java/org/datavec/local/transforms/transform/join/TestJoin.java

@@ -28,11 +28,11 @@ import org.datavec.api.writable.*;
 
 
 import org.datavec.local.transforms.LocalTransformExecutor;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 
 import java.util.*;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestJoin  {
 

datavec/datavec-local/src/test/java/org/datavec/local/transforms/transform/rank/TestCalculateSortedRank.java

@@ -31,13 +31,13 @@ import org.datavec.api.writable.comparator.DoubleWritableComparator;
 
 
 import org.datavec.local.transforms.LocalTransformExecutor;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 
 import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestCalculateSortedRank  {
 

datavec/datavec-local/src/test/java/org/datavec/local/transforms/transform/sequence/TestConvertToSequence.java

@@ -31,14 +31,14 @@ import org.datavec.api.writable.Writable;
 
 import org.datavec.arrow.recordreader.ArrowWritableRecordTimeSeriesBatch;
 import org.datavec.local.transforms.LocalTransformExecutor;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 
 import java.util.Arrays;
 import java.util.Collections;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.Assert.assertTrue;
+import static org.junit.jupiter.api.Assertions.assertTrue;
 
 public class TestConvertToSequence  {
 

datavec/datavec-spark/pom.xml

@@ -41,6 +41,12 @@
     </properties>
 
     <dependencies>
+        <dependency>
+            <groupId>com.tdunning</groupId>
+            <artifactId>t-digest</artifactId>
+            <version>3.2</version>
+            <scope>test</scope>
+        </dependency>
         <dependency>
             <groupId>org.scala-lang</groupId>
             <artifactId>scala-library</artifactId>

datavec/datavec-spark/src/test/java/org/datavec/spark/TestKryoSerialization.java

@@ -25,15 +25,15 @@ import org.apache.spark.serializer.SerializerInstance;
 import org.datavec.api.records.reader.RecordReader;
 import org.datavec.api.records.reader.impl.csv.CSVRecordReader;
 import org.datavec.api.split.FileSplit;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.io.ClassPathResource;
 
 import java.io.File;
 import java.nio.ByteBuffer;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.Assert.assertFalse;
+import static org.junit.jupiter.api.Assertions.assertFalse;
-import static org.junit.Assert.assertTrue;
+import static org.junit.jupiter.api.Assertions.assertTrue;
 
 public class TestKryoSerialization extends BaseSparkTest {
 

datavec/datavec-spark/src/test/java/org/datavec/spark/functions/TestLineRecordReaderFunction.java

@@ -27,7 +27,7 @@ import org.datavec.api.records.reader.impl.csv.CSVRecordReader;
 import org.datavec.api.split.FileSplit;
 import org.datavec.api.writable.Writable;
 import org.datavec.spark.BaseSparkTest;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.io.ClassPathResource;
 
 import java.io.File;
@@ -35,8 +35,8 @@ import java.util.HashSet;
 import java.util.List;
 import java.util.Set;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.Assert.assertTrue;
+import static org.junit.jupiter.api.Assertions.assertTrue;
 
 public class TestLineRecordReaderFunction extends BaseSparkTest {
 

datavec/datavec-spark/src/test/java/org/datavec/spark/functions/TestNDArrayToWritablesFunction.java

@@ -24,7 +24,7 @@ import org.datavec.api.writable.DoubleWritable;
 import org.datavec.api.writable.NDArrayWritable;
 import org.datavec.api.writable.Writable;
 import org.datavec.spark.transform.misc.NDArrayToWritablesFunction;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.linalg.api.ndarray.INDArray;
 import org.nd4j.linalg.factory.Nd4j;
 
@@ -32,7 +32,7 @@ import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestNDArrayToWritablesFunction {
 

datavec/datavec-spark/src/test/java/org/datavec/spark/functions/TestPairSequenceRecordReaderBytesFunction.java

@@ -38,9 +38,10 @@ import org.datavec.spark.functions.pairdata.PairSequenceRecordReaderBytesFunctio
 import org.datavec.spark.functions.pairdata.PathToKeyConverter;
 import org.datavec.spark.functions.pairdata.PathToKeyConverterFilename;
 import org.datavec.spark.util.DataVecSparkUtil;
-import org.junit.Rule;
+
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
-import org.junit.rules.TemporaryFolder;
+
+import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.io.ClassPathResource;
 import scala.Tuple2;
 
@@ -50,16 +51,13 @@ import java.nio.file.Path;
 import java.util.ArrayList;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.Assert.fail;
+import static org.junit.jupiter.api.Assertions.fail;
 
 public class TestPairSequenceRecordReaderBytesFunction extends BaseSparkTest {
 
-    @Rule
-    public TemporaryFolder testDir = new TemporaryFolder();
-
     @Test
-    public void test() throws Exception {
+    public void test(@TempDir Path testDir) throws Exception {
         //Goal: combine separate files together into a hadoop sequence file, for later parsing by a SequenceRecordReader
         //For example: use to combine input and labels data from separate files for training a RNN
         if(Platform.isWindows()) {
@@ -67,7 +65,7 @@ public class TestPairSequenceRecordReaderBytesFunction extends BaseSparkTest {
         }
         JavaSparkContext sc = getContext();
 
-        File f = testDir.newFolder();
+        File f = testDir.toFile();
         new ClassPathResource("datavec-spark/video/").copyDirectory(f);
         String path = f.getAbsolutePath() + "/*";
 

datavec/datavec-spark/src/test/java/org/datavec/spark/functions/TestRecordReaderBytesFunction.java

@@ -36,9 +36,10 @@ import org.datavec.image.recordreader.ImageRecordReader;
 import org.datavec.spark.BaseSparkTest;
 import org.datavec.spark.functions.data.FilesAsBytesFunction;
 import org.datavec.spark.functions.data.RecordReaderBytesFunction;
-import org.junit.Rule;
+
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
-import org.junit.rules.TemporaryFolder;
+
+import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.io.ClassPathResource;
 
 import java.io.File;
@@ -48,23 +49,22 @@ import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.Assert.fail;
+import static org.junit.jupiter.api.Assertions.fail;
 
 public class TestRecordReaderBytesFunction extends BaseSparkTest {
 
-    @Rule
+
-    public TemporaryFolder testDir = new TemporaryFolder();
 
     @Test
-    public void testRecordReaderBytesFunction() throws Exception {
+    public void testRecordReaderBytesFunction(@TempDir Path testDir) throws Exception {
         if(Platform.isWindows()) {
             return;
         }
         JavaSparkContext sc = getContext();
 
         //Local file path
-        File f = testDir.newFolder();
+        File f = testDir.toFile();
         new ClassPathResource("datavec-spark/imagetest/").copyDirectory(f);
         List<String> labelsList = Arrays.asList("0", "1"); //Need this for Spark: can't infer without init call
         String path = f.getAbsolutePath() + "/*";

datavec/datavec-spark/src/test/java/org/datavec/spark/functions/TestRecordReaderFunction.java

@@ -31,30 +31,29 @@ import org.datavec.api.writable.ArrayWritable;
 import org.datavec.api.writable.Writable;
 import org.datavec.image.recordreader.ImageRecordReader;
 import org.datavec.spark.BaseSparkTest;
-import org.junit.Rule;
+
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
-import org.junit.rules.TemporaryFolder;
+
+import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.io.ClassPathResource;
 
 import java.io.File;
+import java.nio.file.Path;
 import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.Assert.fail;
+import static org.junit.jupiter.api.Assertions.fail;
 
 public class TestRecordReaderFunction extends BaseSparkTest {
 
-    @Rule
-    public TemporaryFolder testDir = new TemporaryFolder();
-
     @Test
-    public void testRecordReaderFunction() throws Exception {
+    public void testRecordReaderFunction(@TempDir Path testDir) throws Exception {
         if(Platform.isWindows()) {
             return;
         }
-        File f = testDir.newFolder();
+        File f = testDir.toFile();
         new ClassPathResource("datavec-spark/imagetest/").copyDirectory(f);
         List<String> labelsList = Arrays.asList("0", "1"); //Need this for Spark: can't infer without init call
 

datavec/datavec-spark/src/test/java/org/datavec/spark/functions/TestSequenceRecordReaderBytesFunction.java

@@ -36,9 +36,10 @@ import org.datavec.codec.reader.CodecRecordReader;
 import org.datavec.spark.BaseSparkTest;
 import org.datavec.spark.functions.data.FilesAsBytesFunction;
 import org.datavec.spark.functions.data.SequenceRecordReaderBytesFunction;
-import org.junit.Rule;
+
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
-import org.junit.rules.TemporaryFolder;
+
+import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.io.ClassPathResource;
 
 import java.io.File;
@@ -47,21 +48,20 @@ import java.nio.file.Path;
 import java.util.ArrayList;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.Assert.fail;
+import static org.junit.jupiter.api.Assertions.fail;
 
 public class TestSequenceRecordReaderBytesFunction extends BaseSparkTest {
 
-    @Rule
+
-    public TemporaryFolder testDir = new TemporaryFolder();
 
     @Test
-    public void testRecordReaderBytesFunction() throws Exception {
+    public void testRecordReaderBytesFunction(@TempDir Path testDir) throws Exception {
         if(Platform.isWindows()) {
             return;
         }
         //Local file path
-        File f = testDir.newFolder();
+        File f = testDir.toFile();
         new ClassPathResource("datavec-spark/video/").copyDirectory(f);
         String path = f.getAbsolutePath() + "/*";
 

datavec/datavec-spark/src/test/java/org/datavec/spark/functions/TestSequenceRecordReaderFunction.java

@@ -33,28 +33,29 @@ import org.datavec.api.writable.ArrayWritable;
 import org.datavec.api.writable.Writable;
 import org.datavec.codec.reader.CodecRecordReader;
 import org.datavec.spark.BaseSparkTest;
-import org.junit.Rule;
+
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
-import org.junit.rules.TemporaryFolder;
+
+import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.common.io.ClassPathResource;
 
 import java.io.File;
+import java.nio.file.Path;
 import java.util.ArrayList;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.Assert.fail;
+import static org.junit.jupiter.api.Assertions.fail;
 
 public class TestSequenceRecordReaderFunction extends BaseSparkTest {
 
-    @Rule
+
-    public TemporaryFolder testDir = new TemporaryFolder();
 
     @Test
-    public void testSequenceRecordReaderFunctionCSV() throws Exception {
+    public void testSequenceRecordReaderFunctionCSV(@TempDir Path testDir) throws Exception {
         JavaSparkContext sc = getContext();
 
-        File f = testDir.newFolder();
+        File f = testDir.toFile();
         new ClassPathResource("datavec-spark/csvsequence/").copyDirectory(f);
 
         String path = f.getAbsolutePath() + "/*";
@@ -120,10 +121,10 @@ public class TestSequenceRecordReaderFunction extends BaseSparkTest {
 
 
     @Test
-    public void testSequenceRecordReaderFunctionVideo() throws Exception {
+    public void testSequenceRecordReaderFunctionVideo(@TempDir Path testDir) throws Exception {
         JavaSparkContext sc = getContext();
 
-        File f = testDir.newFolder();
+        File f = testDir.toFile();
         new ClassPathResource("datavec-spark/video/").copyDirectory(f);
 
         String path = f.getAbsolutePath() + "/*";

datavec/datavec-spark/src/test/java/org/datavec/spark/functions/TestWritablesToNDArrayFunction.java

@@ -22,7 +22,7 @@ package org.datavec.spark.functions;
 
 import org.datavec.api.writable.*;
 import org.datavec.spark.transform.misc.WritablesToNDArrayFunction;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.linalg.api.buffer.DataType;
 import org.nd4j.linalg.api.ndarray.INDArray;
 import org.nd4j.linalg.factory.Nd4j;
@@ -30,7 +30,7 @@ import org.nd4j.linalg.factory.Nd4j;
 import java.util.ArrayList;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestWritablesToNDArrayFunction {
 

datavec/datavec-spark/src/test/java/org/datavec/spark/functions/TestWritablesToStringFunctions.java

@@ -29,14 +29,14 @@ import org.datavec.api.writable.Writable;
 import org.datavec.spark.BaseSparkTest;
 import org.datavec.spark.transform.misc.SequenceWritablesToStringFunction;
 import org.datavec.spark.transform.misc.WritablesToStringFunction;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import scala.Tuple2;
 
 import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestWritablesToStringFunctions extends BaseSparkTest {
 

datavec/datavec-spark/src/test/java/org/datavec/spark/storage/TestSparkStorageUtils.java

@@ -26,7 +26,7 @@ import org.apache.spark.api.java.JavaPairRDD;
 import org.apache.spark.api.java.JavaRDD;
 import org.datavec.api.writable.*;
 import org.datavec.spark.BaseSparkTest;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.linalg.factory.Nd4j;
 
 import java.io.File;
@@ -35,8 +35,8 @@ import java.util.Arrays;
 import java.util.List;
 import java.util.Map;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.Assert.assertTrue;
+import static org.junit.jupiter.api.Assertions.assertTrue;
 
 public class TestSparkStorageUtils extends BaseSparkTest {
 

datavec/datavec-spark/src/test/java/org/datavec/spark/transform/DataFramesTests.java

@@ -30,13 +30,13 @@ import org.datavec.api.util.ndarray.RecordConverter;
 import org.datavec.api.writable.DoubleWritable;
 import org.datavec.api.writable.Writable;
 import org.datavec.spark.BaseSparkTest;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.linalg.api.ndarray.INDArray;
 import org.nd4j.linalg.factory.Nd4j;
 
 import java.util.*;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class DataFramesTests extends BaseSparkTest {
 

datavec/datavec-spark/src/test/java/org/datavec/spark/transform/NormalizationTests.java

@@ -28,7 +28,7 @@ import org.datavec.api.util.ndarray.RecordConverter;
 import org.datavec.api.writable.DoubleWritable;
 import org.datavec.api.writable.Writable;
 import org.datavec.spark.BaseSparkTest;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.linalg.api.buffer.DataType;
 import org.nd4j.linalg.api.ndarray.INDArray;
 import org.nd4j.linalg.dataset.DataSet;
@@ -41,7 +41,7 @@ import java.util.ArrayList;
 import java.util.List;
 
 import static junit.framework.TestCase.assertTrue;
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class NormalizationTests extends BaseSparkTest {
 

datavec/datavec-spark/src/test/java/org/datavec/spark/transform/analysis/TestAnalysis.java

@@ -38,7 +38,7 @@ import org.datavec.local.transforms.AnalyzeLocal;
 import org.datavec.spark.BaseSparkTest;
 import org.datavec.spark.transform.AnalyzeSpark;
 import org.joda.time.DateTimeZone;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.linalg.api.buffer.DataType;
 import org.nd4j.linalg.factory.Nd4j;
 import org.nd4j.common.io.ClassPathResource;
@@ -47,7 +47,7 @@ import java.io.File;
 import java.nio.file.Files;
 import java.util.*;
 
-import static org.junit.Assert.*;
+import static org.junit.jupiter.api.Assertions.*;
 
 public class TestAnalysis extends BaseSparkTest {
 

datavec/datavec-spark/src/test/java/org/datavec/spark/transform/join/TestJoin.java

@@ -27,11 +27,11 @@ import org.datavec.api.transform.schema.Schema;
 import org.datavec.api.writable.*;
 import org.datavec.spark.BaseSparkTest;
 import org.datavec.spark.transform.SparkTransformExecutor;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 
 import java.util.*;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestJoin extends BaseSparkTest {
 

datavec/datavec-spark/src/test/java/org/datavec/spark/transform/rank/TestCalculateSortedRank.java

@@ -30,13 +30,13 @@ import org.datavec.api.writable.Writable;
 import org.datavec.api.writable.comparator.DoubleWritableComparator;
 import org.datavec.spark.BaseSparkTest;
 import org.datavec.spark.transform.SparkTransformExecutor;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 
 import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestCalculateSortedRank extends BaseSparkTest {
 

datavec/datavec-spark/src/test/java/org/datavec/spark/transform/sequence/TestConvertToSequence.java

@@ -29,14 +29,14 @@ import org.datavec.api.writable.Text;
 import org.datavec.api.writable.Writable;
 import org.datavec.spark.BaseSparkTest;
 import org.datavec.spark.transform.SparkTransformExecutor;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 
 import java.util.Arrays;
 import java.util.Collections;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.Assert.assertTrue;
+import static org.junit.jupiter.api.Assertions.assertTrue;
 
 public class TestConvertToSequence extends BaseSparkTest {
 

datavec/datavec-spark/src/test/java/org/datavec/spark/util/TestSparkUtil.java

@@ -28,7 +28,7 @@ import org.datavec.api.writable.Text;
 import org.datavec.api.writable.Writable;
 import org.datavec.spark.BaseSparkTest;
 import org.datavec.spark.transform.utils.SparkUtils;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 
 import java.io.File;
 import java.io.FileInputStream;
@@ -36,7 +36,7 @@ import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.List;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class TestSparkUtil extends BaseSparkTest {
 

deeplearning4j/deeplearning4j-common-tests/src/main/java/org/deeplearning4j/BaseDL4JTest.java

@@ -20,7 +20,6 @@
 package org.deeplearning4j;
 
 import ch.qos.logback.classic.LoggerContext;
-import lombok.extern.slf4j.Slf4j;
 import org.bytedeco.javacpp.Pointer;
 import org.junit.jupiter.api.*;
 
@@ -32,6 +31,7 @@ import org.nd4j.linalg.api.ops.executioner.OpExecutioner;
 import org.nd4j.linalg.factory.Nd4j;
 import org.nd4j.linalg.profiler.ProfilerConfig;
 import org.slf4j.ILoggerFactory;
+import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 import java.lang.management.ManagementFactory;
 import java.util.List;
@@ -39,13 +39,11 @@ import java.util.Map;
 import java.util.Properties;
 import static org.junit.jupiter.api.Assumptions.assumeTrue;
 
-import org.junit.jupiter.api.extension.ExtendWith;
 
-@Slf4j
 @DisplayName("Base DL 4 J Test")
 public abstract class BaseDL4JTest {
 
-
+   private static Logger log = LoggerFactory.getLogger(BaseDL4JTest.class.getName());
 
     protected long startTime;
 

deeplearning4j/deeplearning4j-core/src/test/java/org/deeplearning4j/LayerHelperValidationUtil.java

@@ -43,7 +43,7 @@ import java.lang.reflect.Field;
 import java.lang.reflect.Method;
 import java.util.*;
 
-import static org.junit.Assert.*;
+import static org.junit.jupiter.api.Assertions.*;
 
 @Slf4j
 public class LayerHelperValidationUtil {
@@ -145,7 +145,7 @@ public class LayerHelperValidationUtil {
                         System.out.println(p1);
                         System.out.println(p2);
                     }
-                    assertTrue(s + " - param changed during forward pass: " + p, maxRE < t.getMaxRelError());
+                    assertTrue(maxRE < t.getMaxRelError(),s + " - param changed during forward pass: " + p);
                 }
 
                 for( int i=0; i<ff1.size(); i++ ){
@@ -163,7 +163,7 @@ public class LayerHelperValidationUtil {
                         double d2 = arr2.dup('c').getDouble(idx);
                         System.out.println("Different values at index " + idx + ": " + d1 + ", " + d2 + " - RE = " + maxRE);
                     }
-                    assertTrue(s + layerName + " activations - max RE: " + maxRE, maxRE < t.getMaxRelError());
+                    assertTrue(maxRE < t.getMaxRelError(), s + layerName + " activations - max RE: " + maxRE);
                     log.info("Forward pass, max relative error: " + layerName + " - " + maxRE);
                 }
 
@@ -180,7 +180,7 @@ public class LayerHelperValidationUtil {
                 log.info(s + "Output, max relative error: " + maxRE);
 
                 assertEquals(net1NoHelper.params(), net2With.params());  //Check that forward pass does not modify params
-                assertTrue(s + "Max RE: " + maxRE, maxRE < t.getMaxRelError());
+                assertTrue(maxRE < t.getMaxRelError(), s + "Max RE: " + maxRE);
             }
         }
 
@@ -201,7 +201,7 @@ public class LayerHelperValidationUtil {
 
             double re = relError(s1, s2);
             String s = "Relative error: " + re;
-            assertTrue(s, re < t.getMaxRelError());
+            assertTrue(re < t.getMaxRelError(), s);
         }
 
         if(t.isTestBackward()) {
@@ -243,8 +243,8 @@ public class LayerHelperValidationUtil {
                 } else {
                     System.out.println("OK: " + p);
                 }
-                assertTrue(t.getTestName() + " - Gradients are not equal: " + p + " - highest relative error = " + maxRE + " > max relative error = " + t.getMaxRelError(),
+                assertTrue(maxRE < t.getMaxRelError(),
-                        maxRE < t.getMaxRelError());
+                        t.getTestName() + " - Gradients are not equal: " + p + " - highest relative error = " + maxRE + " > max relative error = " + t.getMaxRelError());
             }
         }
 
@@ -283,7 +283,7 @@ public class LayerHelperValidationUtil {
                     double d2 = listNew.get(j);
                     double re = relError(d1, d2);
                     String msg = "Scores at iteration " + j + " - relError = " + re + ", score1 = " + d1 + ", score2 = " + d2;
-                    assertTrue(msg, re < t.getMaxRelError());
+                    assertTrue(re < t.getMaxRelError(), msg);
                     System.out.println("j=" + j + ", d1 = " + d1 + ", d2 = " + d2);
                 }
             }
@@ -315,7 +315,7 @@ public class LayerHelperValidationUtil {
             try {
                 if (keepAndAssertPresent) {
                     Object o = f.get(l);
-                    assertNotNull("Expect helper to be present for layer: " + l.getClass(), o);
+                    assertNotNull(o,"Expect helper to be present for layer: " + l.getClass());
                 } else {
                     f.set(l, null);
                     Integer i = map.get(l.getClass());

deeplearning4j/deeplearning4j-core/src/test/java/org/deeplearning4j/RandomTests.java

@@ -26,8 +26,8 @@ import org.deeplearning4j.nn.api.OptimizationAlgorithm;
 import org.deeplearning4j.nn.conf.MultiLayerConfiguration;
 import org.deeplearning4j.nn.conf.NeuralNetConfiguration;
 import org.deeplearning4j.nn.multilayer.MultiLayerNetwork;
-import org.junit.Ignore;
+import org.junit.jupiter.api.Disabled;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.resources.Resources;
 import org.nd4j.linalg.activations.Activation;
 import org.nd4j.linalg.dataset.api.iterator.DataSetIterator;
@@ -38,7 +38,7 @@ import org.nd4j.linalg.lossfunctions.LossFunctions;
 import java.nio.file.Files;
 import java.util.concurrent.CountDownLatch;
 
-@Ignore
+@Disabled
 public class RandomTests extends BaseDL4JTest {
 
     @Test

deeplearning4j/deeplearning4j-core/src/test/java/org/deeplearning4j/TestUtils.java

@@ -50,8 +50,8 @@ import java.lang.reflect.Field;
 import java.util.List;
 import java.util.Random;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.Assert.assertNotNull;
+import static org.junit.jupiter.api.Assertions.assertNotNull;
 
 public class TestUtils {
 

deeplearning4j/deeplearning4j-core/src/test/java/org/deeplearning4j/datasets/MnistFetcherTest.java

@@ -27,7 +27,7 @@ import org.junit.jupiter.api.AfterAll;
 import org.junit.jupiter.api.BeforeAll;
 import org.junit.jupiter.api.Test;
 import org.junit.jupiter.api.io.TempDir;
-import org.junit.rules.Timeout;
+
 import org.nd4j.linalg.api.ndarray.INDArray;
 import org.nd4j.linalg.api.ops.impl.reduce.longer.MatchCondition;
 import org.nd4j.linalg.dataset.DataSet;

deeplearning4j/deeplearning4j-core/src/test/java/org/deeplearning4j/datasets/TestDataSets.java

@@ -23,7 +23,7 @@ package org.deeplearning4j.datasets;
 import org.deeplearning4j.BaseDL4JTest;
 import org.deeplearning4j.datasets.fetchers.Cifar10Fetcher;
 import org.deeplearning4j.datasets.fetchers.TinyImageNetFetcher;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 
 public class TestDataSets extends BaseDL4JTest {
 

deeplearning4j/deeplearning4j-core/src/test/java/org/deeplearning4j/datasets/datavec/RecordReaderDataSetiteratorTest.java

@@ -19,7 +19,7 @@
  */
 package org.deeplearning4j.datasets.datavec;
 
-import org.junit.rules.Timeout;
+
 import org.nd4j.shade.guava.io.Files;
 import lombok.extern.slf4j.Slf4j;
 import org.apache.commons.io.FileUtils;
@@ -47,7 +47,7 @@ import org.deeplearning4j.datasets.datavec.exception.ZeroLengthSequenceException
 import org.deeplearning4j.datasets.datavec.tools.SpecialImageRecordReader;
 import org.nd4j.linalg.dataset.AsyncDataSetIterator;
 import org.junit.jupiter.api.Disabled;
-import org.junit.Rule;
+
 import org.junit.jupiter.api.Test;
 import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.linalg.api.buffer.DataType;
@@ -74,9 +74,6 @@ import static org.junit.jupiter.api.Assertions.assertThrows;
 @DisplayName("Record Reader Data Setiterator Test")
 class RecordReaderDataSetiteratorTest extends BaseDL4JTest {
 
-    @Rule
-    public Timeout timeout = Timeout.seconds(300);
-
     @Override
     public DataType getDataType() {
         return DataType.FLOAT;

deeplearning4j/deeplearning4j-core/src/test/java/org/deeplearning4j/datasets/datavec/RecordReaderMultiDataSetIteratorTest.java

@@ -19,7 +19,7 @@
  */
 package org.deeplearning4j.datasets.datavec;
 
-import org.junit.rules.Timeout;
+
 import org.nd4j.shade.guava.io.Files;
 import org.apache.commons.io.FileUtils;
 import org.apache.commons.io.FilenameUtils;
@@ -44,7 +44,7 @@ import org.datavec.api.writable.Writable;
 import org.datavec.image.recordreader.ImageRecordReader;
 import org.deeplearning4j.BaseDL4JTest;
 import org.deeplearning4j.TestUtils;
-import org.junit.Rule;
+
 import org.junit.jupiter.api.Test;
 import org.junit.jupiter.api.io.TempDir;
 import org.nd4j.linalg.api.ndarray.INDArray;
@@ -73,8 +73,7 @@ class RecordReaderMultiDataSetIteratorTest extends BaseDL4JTest {
     @TempDir
     public Path temporaryFolder;
 
-    @Rule
+
-    public Timeout timeout = Timeout.seconds(300);
 
     @Test
     @DisplayName("Tests Basic")

deeplearning4j/deeplearning4j-core/src/test/java/org/deeplearning4j/datasets/fetchers/SvhnDataFetcherTest.java

@@ -20,9 +20,9 @@
 package org.deeplearning4j.datasets.fetchers;
 
 import org.deeplearning4j.BaseDL4JTest;
-import org.junit.Rule;
+
 import org.junit.jupiter.api.Test;
-import org.junit.rules.Timeout;
+
 import java.io.File;
 import static org.junit.jupiter.api.Assertions.assertTrue;
 import static org.junit.jupiter.api.Assumptions.assumeTrue;

deeplearning4j/deeplearning4j-core/src/test/java/org/deeplearning4j/datasets/iterator/CombinedPreProcessorTests.java

@@ -21,14 +21,14 @@
 package org.deeplearning4j.datasets.iterator;
 
 import org.deeplearning4j.BaseDL4JTest;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.linalg.api.ndarray.INDArray;
 import org.nd4j.linalg.dataset.api.MultiDataSet;
 import org.nd4j.linalg.dataset.api.MultiDataSetPreProcessor;
 import org.nd4j.linalg.dataset.api.preprocessor.MultiNormalizerMinMaxScaler;
 import org.nd4j.linalg.factory.Nd4j;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
 
 public class CombinedPreProcessorTests extends BaseDL4JTest {
 

deeplearning4j/deeplearning4j-core/src/test/java/org/deeplearning4j/datasets/iterator/DataSetSplitterTests.java

@@ -23,7 +23,7 @@ package org.deeplearning4j.datasets.iterator;
 import lombok.val;
 import org.deeplearning4j.BaseDL4JTest;
 import org.deeplearning4j.datasets.iterator.tools.DataSetGenerator;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.linalg.dataset.api.iterator.DataSetIterator;
 import org.nd4j.linalg.exception.ND4JIllegalStateException;
 import org.nd4j.linalg.factory.Nd4j;
@@ -32,7 +32,7 @@ import java.util.Collections;
 import java.util.List;
 import java.util.Random;
 
-import static org.junit.Assert.*;
+import static org.junit.jupiter.api.Assertions.*;
 
 public class DataSetSplitterTests extends BaseDL4JTest {
     @Test
@@ -54,7 +54,7 @@ public class DataSetSplitterTests extends BaseDL4JTest {
             while (train.hasNext()) {
                 val data = train.next().getFeatures();
 
-                assertEquals("Train failed on iteration " + cnt + "; epoch: " + e, (float) cnt++, data.getFloat(0), 1e-5);
+                assertEquals( (float) cnt++, data.getFloat(0), 1e-5,"Train failed on iteration " + cnt + "; epoch: " + e);
                 gcntTrain++;
                 global++;
             }
@@ -64,7 +64,7 @@ public class DataSetSplitterTests extends BaseDL4JTest {
 
             while (test.hasNext()) {
                 val data = test.next().getFeatures();
-                assertEquals("Train failed on iteration " + cnt + "; epoch: " + e, (float) cnt++, data.getFloat(0), 1e-5);
+                assertEquals( (float) cnt++, data.getFloat(0), 1e-5,"Train failed on iteration " + cnt + "; epoch: " + e);
                 gcntTest++;
                 global++;
             }
@@ -94,7 +94,7 @@ public class DataSetSplitterTests extends BaseDL4JTest {
             while (train.hasNext()) {
                 val data = train.next().getFeatures();
 
-                assertEquals("Train failed on iteration " + cnt + "; epoch: " + e, (float) cnt++, data.getFloat(0), 1e-5);
+                assertEquals((float) cnt++, data.getFloat(0), 1e-5,"Train failed on iteration " + cnt + "; epoch: " + e);
                 gcntTrain++;
                 global++;
             }
@@ -104,7 +104,7 @@ public class DataSetSplitterTests extends BaseDL4JTest {
             if (e % 2 == 0)
                 while (test.hasNext()) {
                     val data = test.next().getFeatures();
-                    assertEquals("Train failed on iteration " + cnt + "; epoch: " + e, (float) cnt++, data.getFloat(0), 1e-5);
+                    assertEquals( (float) cnt++, data.getFloat(0), 1e-5,"Train failed on iteration " + cnt + "; epoch: " + e);
                     gcntTest++;
                     global++;
                 }
@@ -113,8 +113,9 @@ public class DataSetSplitterTests extends BaseDL4JTest {
         assertEquals(700 * numEpochs + (300 * numEpochs / 2), global);
     }
 
-    @Test(expected = ND4JIllegalStateException.class)
+    @Test()
     public void testSplitter_3() throws Exception {
+       assertThrows(ND4JIllegalStateException.class, () -> {
            val back = new DataSetGenerator(1000, new int[]{32, 100}, new int[]{32, 5});
 
            val splitter = new DataSetIteratorSplitter(back, 1000, 0.7);
@@ -132,7 +133,7 @@ public class DataSetSplitterTests extends BaseDL4JTest {
                while (train.hasNext()) {
                    val data = train.next().getFeatures();
 
-                assertEquals("Train failed on iteration " + cnt + "; epoch: " + e, (float) cnt++, data.getFloat(0), 1e-5);
+                   assertEquals((float) cnt++, data.getFloat(0), 1e-5,"Train failed on iteration " + cnt + "; epoch: " + e);
                    gcntTrain++;
                    global++;
                }
@@ -142,7 +143,7 @@ public class DataSetSplitterTests extends BaseDL4JTest {
 
                while (test.hasNext()) {
                    val data = test.next().getFeatures();
-                assertEquals("Train failed on iteration " + cnt + "; epoch: " + e, (float) cnt++, data.getFloat(0), 1e-5);
+                   assertEquals((float) cnt++, data.getFloat(0), 1e-5,"Train failed on iteration " + cnt + "; epoch: " + e);
                    gcntTest++;
                    global++;
                }
@@ -153,6 +154,9 @@ public class DataSetSplitterTests extends BaseDL4JTest {
            }
 
            assertEquals(1000 * numEpochs, global);
+       });
+
+
     }
 
     @Test
@@ -172,8 +176,7 @@ public class DataSetSplitterTests extends BaseDL4JTest {
                 partIterator.reset();
                 while (partIterator.hasNext()) {
                     val data = partIterator.next().getFeatures();
-                    assertEquals("Train failed on iteration " + cnt + "; epoch: " + e,
+                    assertEquals((float) perEpoch, data.getFloat(0), 1e-5,"Train failed on iteration " + cnt + "; epoch: " + e);
-                            (float) perEpoch, data.getFloat(0), 1e-5);
                     //gcntTrain++;
                     global++;
                     cnt++;
@@ -206,8 +209,7 @@ public class DataSetSplitterTests extends BaseDL4JTest {
                     int cnt = 0;
                     val data = partIterator.next().getFeatures();
 
-                    assertEquals("Train failed on iteration " + cnt + "; epoch: " + e,
+                    assertEquals((float) perEpoch, data.getFloat(0), 1e-5,"Train failed on iteration " + cnt + "; epoch: " + e);
-                            (float) perEpoch, data.getFloat(0), 1e-5);
                     //gcntTrain++;
                     global++;
                     cnt++;
@@ -247,10 +249,10 @@ public class DataSetSplitterTests extends BaseDL4JTest {
                 val ds = trainIter.next();
                 assertNotNull(ds);
 
-                assertEquals("Failed at iteration [" + globalIter + "]", (double) globalIter, ds.getFeatures().getDouble(0), 1e-5f);
+                assertEquals(globalIter, ds.getFeatures().getDouble(0), 1e-5f,"Failed at iteration [" + globalIter + "]");
                 globalIter++;
             }
-            assertTrue("Failed at epoch [" + e + "]", trained);
+            assertTrue(trained,"Failed at epoch [" + e + "]");
             assertEquals(800, globalIter);
 
 
@@ -262,10 +264,10 @@ public class DataSetSplitterTests extends BaseDL4JTest {
                 val ds = testIter.next();
                 assertNotNull(ds);
 
-                assertEquals("Failed at iteration [" + globalIter + "]", (double) globalIter, ds.getFeatures().getDouble(0), 1e-5f);
+                assertEquals(globalIter, ds.getFeatures().getDouble(0), 1e-5f,"Failed at iteration [" + globalIter + "]");
                 globalIter++;
             }
-            assertTrue("Failed at epoch [" + e + "]", tested);
+            assertTrue(tested,"Failed at epoch [" + e + "]");
             assertEquals(900, globalIter);
 
             // validation set is used every 5 epochs
@@ -277,10 +279,10 @@ public class DataSetSplitterTests extends BaseDL4JTest {
                     val ds = validationIter.next();
                     assertNotNull(ds);
 
-                    assertEquals("Failed at iteration [" + globalIter + "]", (double) globalIter, ds.getFeatures().getDouble(0), 1e-5f);
+                    assertEquals(globalIter, ds.getFeatures().getDouble(0), 1e-5f,"Failed at iteration [" + globalIter + "]");
                     globalIter++;
                 }
-                assertTrue("Failed at epoch [" + e + "]", validated);
+                assertTrue(validated,"Failed at epoch [" + e + "]");
             }
 
             // all 3 iterators have exactly 1000 elements combined
@@ -312,7 +314,7 @@ public class DataSetSplitterTests extends BaseDL4JTest {
                 int farCnt = (1000 / 2) * (partNumber) + cnt;
                 val data = iteratorList.get(partNumber).next().getFeatures();
 
-                assertEquals("Train failed on iteration " + cnt + "; epoch: " + e, (float) farCnt, data.getFloat(0), 1e-5);
+                assertEquals((float) farCnt, data.getFloat(0), 1e-5,"Train failed on iteration " + cnt + "; epoch: " + e);
                 cnt++;
                 global++;
             }
@@ -322,7 +324,7 @@ public class DataSetSplitterTests extends BaseDL4JTest {
             while (iteratorList.get(0).hasNext()) {
                 val data = iteratorList.get(0).next().getFeatures();
 
-                assertEquals("Train failed on iteration " + cnt + "; epoch: " + e, (float) cnt++, data.getFloat(0), 1e-5);
+                assertEquals((float) cnt++, data.getFloat(0), 1e-5,"Train failed on iteration " + cnt + "; epoch: " + e);
                 global++;
             }
         }
@@ -341,7 +343,7 @@ public class DataSetSplitterTests extends BaseDL4JTest {
             while (iteratorList.get(partNumber).hasNext()) {
                 val data = iteratorList.get(partNumber).next().getFeatures();
 
-                assertEquals("Train failed on iteration " + cnt, (float) (500*partNumber + cnt), data.getFloat(0), 1e-5);
+                assertEquals( (float) (500*partNumber + cnt), data.getFloat(0), 1e-5,"Train failed on iteration " + cnt);
                 cnt++;
             }
         }
@@ -365,7 +367,7 @@ public class DataSetSplitterTests extends BaseDL4JTest {
             while (iteratorList.get(partNumber).hasNext()) {
                 val data = iteratorList.get(partNumber).next().getFeatures();
 
-                assertEquals("Train failed on iteration " + cnt, (float) (500*partNumber + cnt), data.getFloat(0), 1e-5);
+                assertEquals( (float) (500*partNumber + cnt), data.getFloat(0), 1e-5,"Train failed on iteration " + cnt);
                 cnt++;
             }
         }
@@ -390,7 +392,7 @@ public class DataSetSplitterTests extends BaseDL4JTest {
             val ds = validationIter.next();
             assertNotNull(ds);
 
-            assertEquals("Validation failed on iteration " + valCnt, (float) valCnt + 90, ds.getFeatures().getFloat(0), 1e-5);
+            assertEquals((float) valCnt + 90, ds.getFeatures().getFloat(0), 1e-5,"Validation failed on iteration " + valCnt);
             valCnt++;
         }
         assertEquals(5, valCnt);

deeplearning4j/deeplearning4j-core/src/test/java/org/deeplearning4j/datasets/iterator/DummyBlockDataSetIteratorTests.java

@@ -25,15 +25,15 @@ import lombok.val;
 import lombok.var;
 import org.deeplearning4j.BaseDL4JTest;
 import org.deeplearning4j.datasets.iterator.tools.SimpleVariableGenerator;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.linalg.dataset.api.DataSet;
 
 import java.util.ArrayList;
 import java.util.Arrays;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.Assert.assertNotNull;
+import static org.junit.jupiter.api.Assertions.assertNotNull;
-import static org.junit.Assert.assertTrue;
+import static org.junit.jupiter.api.Assertions.assertTrue;
 
 @Slf4j
 public class DummyBlockDataSetIteratorTests extends BaseDL4JTest {

deeplearning4j/deeplearning4j-core/src/test/java/org/deeplearning4j/datasets/iterator/EarlyTerminationDataSetIteratorTest.java

@@ -21,7 +21,7 @@ package org.deeplearning4j.datasets.iterator;
 
 import org.deeplearning4j.BaseDL4JTest;
 import org.deeplearning4j.datasets.iterator.impl.MnistDataSetIterator;
-import org.junit.Rule;
+
 import org.junit.jupiter.api.Test;
 import org.junit.rules.ExpectedException;
 import org.nd4j.linalg.dataset.DataSet;
@@ -43,8 +43,7 @@ class EarlyTerminationDataSetIteratorTest extends BaseDL4JTest {
 
     int numExamples = 105;
 
-    @Rule
+
-    public final ExpectedException exception = ExpectedException.none();
 
     @Test
     @DisplayName("Test Next And Reset")
@@ -86,14 +85,16 @@ class EarlyTerminationDataSetIteratorTest extends BaseDL4JTest {
     }
 
     @Test
-    @DisplayName("Test Callsto Next Not Allowed")
+    @DisplayName("Test calls to Next Not Allowed")
     void testCallstoNextNotAllowed() throws IOException {
+        assertThrows(RuntimeException.class,() -> {
             int terminateAfter = 1;
             DataSetIterator iter = new MnistDataSetIterator(minibatchSize, numExamples);
             EarlyTerminationDataSetIterator earlyEndIter = new EarlyTerminationDataSetIterator(iter, terminateAfter);
             earlyEndIter.next(10);
             iter.reset();
-        exception.expect(RuntimeException.class);
             earlyEndIter.next(10);
+        });
+
     }
 }

deeplearning4j/deeplearning4j-core/src/test/java/org/deeplearning4j/datasets/iterator/EarlyTerminationMultiDataSetIteratorTest.java

@@ -21,7 +21,7 @@ package org.deeplearning4j.datasets.iterator;
 
 import org.deeplearning4j.BaseDL4JTest;
 import org.deeplearning4j.datasets.iterator.impl.MnistDataSetIterator;
-import org.junit.Rule;
+
 import org.junit.jupiter.api.Test;
 import org.junit.rules.ExpectedException;
 import org.nd4j.linalg.dataset.adapter.MultiDataSetIteratorAdapter;
@@ -30,11 +30,12 @@ import org.nd4j.linalg.dataset.api.iterator.MultiDataSetIterator;
 import java.io.IOException;
 import java.util.ArrayList;
 import java.util.List;
-import static org.junit.jupiter.api.Assertions.assertEquals;
+
-import static org.junit.jupiter.api.Assertions.assertTrue;
 import org.junit.jupiter.api.DisplayName;
 import org.junit.jupiter.api.extension.ExtendWith;
 
+import static org.junit.jupiter.api.Assertions.*;
+
 @DisplayName("Early Termination Multi Data Set Iterator Test")
 class EarlyTerminationMultiDataSetIteratorTest extends BaseDL4JTest {
 
@@ -42,8 +43,7 @@ class EarlyTerminationMultiDataSetIteratorTest extends BaseDL4JTest {
 
     int numExamples = 105;
 
-    @Rule
+
-    public final ExpectedException exception = ExpectedException.none();
 
     @Test
     @DisplayName("Test Next And Reset")
@@ -91,14 +91,16 @@ class EarlyTerminationMultiDataSetIteratorTest extends BaseDL4JTest {
     }
 
     @Test
-    @DisplayName("Test Callsto Next Not Allowed")
+    @DisplayName("Test calls to Next Not Allowed")
     void testCallstoNextNotAllowed() throws IOException {
+        assertThrows(RuntimeException.class,() -> {
             int terminateAfter = 1;
             MultiDataSetIterator iter = new MultiDataSetIteratorAdapter(new MnistDataSetIterator(minibatchSize, numExamples));
             EarlyTerminationMultiDataSetIterator earlyEndIter = new EarlyTerminationMultiDataSetIterator(iter, terminateAfter);
             earlyEndIter.next(10);
             iter.reset();
-        exception.expect(RuntimeException.class);
             earlyEndIter.next(10);
+        });
+
     }
 }

deeplearning4j/deeplearning4j-core/src/test/java/org/deeplearning4j/datasets/iterator/JointMultiDataSetIteratorTests.java

@@ -24,14 +24,16 @@ import lombok.extern.slf4j.Slf4j;
 import lombok.val;
 import org.deeplearning4j.BaseDL4JTest;
 import org.deeplearning4j.datasets.iterator.tools.DataSetGenerator;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.Timeout;
 
-import static org.junit.Assert.*;
+import static org.junit.jupiter.api.Assertions.*;
 
 @Slf4j
 public class JointMultiDataSetIteratorTests extends BaseDL4JTest {
 
-    @Test (timeout = 20000L)
+    @Test ()
+    @Timeout(20000L)
     public void testJMDSI_1() {
         val iter0 = new DataSetGenerator(32, new int[]{3, 3}, new int[]{2, 2});
         val iter1 = new DataSetGenerator(32, new int[]{3, 3, 3}, new int[]{2, 2, 2});
@@ -75,7 +77,8 @@ public class JointMultiDataSetIteratorTests extends BaseDL4JTest {
     }
 
 
-    @Test (timeout = 20000L)
+    @Test ()
+    @Timeout(20000L)
     public void testJMDSI_2() {
         val iter0 = new DataSetGenerator(32, new int[]{3, 3}, new int[]{2, 2});
         val iter1 = new DataSetGenerator(32, new int[]{3, 3, 3}, new int[]{2, 2, 2});

deeplearning4j/deeplearning4j-core/src/test/java/org/deeplearning4j/datasets/iterator/LoaderIteratorTests.java

@@ -23,7 +23,7 @@ package org.deeplearning4j.datasets.iterator;
 import org.deeplearning4j.BaseDL4JTest;
 import org.deeplearning4j.datasets.iterator.loader.DataSetLoaderIterator;
 import org.deeplearning4j.datasets.iterator.loader.MultiDataSetLoaderIterator;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.common.loader.Loader;
 import org.nd4j.common.loader.LocalFileSourceFactory;
 import org.nd4j.common.loader.Source;
@@ -39,8 +39,8 @@ import java.util.Arrays;
 import java.util.List;
 import java.util.Random;
 
-import static org.junit.Assert.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.Assert.assertTrue;
+import static org.junit.jupiter.api.Assertions.assertTrue;
 
 public class LoaderIteratorTests extends BaseDL4JTest {
 

deeplearning4j/deeplearning4j-core/src/test/java/org/deeplearning4j/datasets/iterator/MultiDataSetSplitterTests.java

@@ -24,7 +24,7 @@ import lombok.val;
 import org.deeplearning4j.BaseDL4JTest;
 import org.deeplearning4j.datasets.iterator.tools.DataSetGenerator;
 import org.deeplearning4j.datasets.iterator.tools.MultiDataSetGenerator;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.linalg.dataset.api.iterator.DataSetIterator;
 import org.nd4j.linalg.dataset.api.iterator.MultiDataSetIterator;
 import org.nd4j.linalg.exception.ND4JIllegalStateException;
@@ -32,7 +32,7 @@ import org.nd4j.linalg.exception.ND4JIllegalStateException;
 import java.util.List;
 import java.util.Random;
 
-import static org.junit.Assert.*;
+import static org.junit.jupiter.api.Assertions.*;
 
 public class MultiDataSetSplitterTests extends BaseDL4JTest {
 
@@ -55,7 +55,7 @@ public class MultiDataSetSplitterTests extends BaseDL4JTest {
             while (train.hasNext()) {
                 val data = train.next().getFeatures(0);
 
-                assertEquals("Train failed on iteration " + cnt + "; epoch: " + e, (float) cnt++, data.getFloat(0), 1e-5);
+                assertEquals( (float) cnt++, data.getFloat(0), 1e-5,"Train failed on iteration " + cnt + "; epoch: " + e);
                 gcntTrain++;
                 global++;
             }
@@ -65,7 +65,7 @@ public class MultiDataSetSplitterTests extends BaseDL4JTest {
 
             while (test.hasNext()) {
                 val data = test.next().getFeatures(0);
-                assertEquals("Train failed on iteration " + cnt + "; epoch: " + e, (float) cnt++, data.getFloat(0), 1e-5);
+                assertEquals( (float) cnt++, data.getFloat(0), 1e-5,"Train failed on iteration " + cnt + "; epoch: " + e);
                 gcntTest++;
                 global++;
             }
@@ -96,7 +96,7 @@ public class MultiDataSetSplitterTests extends BaseDL4JTest {
             while (train.hasNext()) {
                 val data = train.next().getFeatures(0);
 
-                assertEquals("Train failed on iteration " + cnt + "; epoch: " + e, (float) cnt++, data.getFloat(0), 1e-5);
+                assertEquals( (float) cnt++, data.getFloat(0), 1e-5,"Train failed on iteration " + cnt + "; epoch: " + e);
                 gcntTrain++;
                 global++;
             }
@@ -106,7 +106,7 @@ public class MultiDataSetSplitterTests extends BaseDL4JTest {
             if (e % 2 == 0)
                 while (test.hasNext()) {
                     val data = test.next().getFeatures(0);
-                    assertEquals("Train failed on iteration " + cnt + "; epoch: " + e, (float) cnt++, data.getFloat(0), 1e-5);
+                    assertEquals((float) cnt++, data.getFloat(0), 1e-5,"Train failed on iteration " + cnt + "; epoch: " + e);
                     gcntTest++;
                     global++;
                 }
@@ -115,8 +115,9 @@ public class MultiDataSetSplitterTests extends BaseDL4JTest {
         assertEquals(700 * numEpochs + (300 * numEpochs / 2), global);
     }
 
-    @Test(expected = ND4JIllegalStateException.class)
+    @Test()
     public void testSplitter_3() throws Exception {
+       assertThrows(ND4JIllegalStateException.class,() -> {
            val back = new MultiDataSetGenerator(1000, new int[]{32, 100}, new int[]{32, 5});
 
            val splitter = new MultiDataSetIteratorSplitter(back, 1000, 0.7);
@@ -134,7 +135,7 @@ public class MultiDataSetSplitterTests extends BaseDL4JTest {
                while (train.hasNext()) {
                    val data = train.next().getFeatures(0);
 
-                assertEquals("Train failed on iteration " + cnt + "; epoch: " + e, (float) cnt++, data.getFloat(0), 1e-5);
+                   assertEquals((float) cnt++, data.getFloat(0), 1e-5,"Train failed on iteration " + cnt + "; epoch: " + e);
                    gcntTrain++;
                    global++;
                }
@@ -144,7 +145,7 @@ public class MultiDataSetSplitterTests extends BaseDL4JTest {
 
                while (test.hasNext()) {
                    val data = test.next().getFeatures(0);
-                assertEquals("Train failed on iteration " + cnt + "; epoch: " + e, (float) cnt++, data.getFloat(0), 1e-5);
+                   assertEquals( (float) cnt++, data.getFloat(0), 1e-5,"Train failed on iteration " + cnt + "; epoch: " + e);
                    gcntTest++;
                    global++;
                }
@@ -155,6 +156,8 @@ public class MultiDataSetSplitterTests extends BaseDL4JTest {
            }
 
            assertEquals(1000 * numEpochs, global);
+       });
+
     }
 
     @Test
@@ -185,11 +188,11 @@ public class MultiDataSetSplitterTests extends BaseDL4JTest {
                 assertNotNull(ds);
 
                 for (int i = 0; i < ds.getFeatures().length; ++i) {
-                    assertEquals("Failed at iteration [" + globalIter + "]", (double) globalIter, ds.getFeatures()[i].getDouble(0), 1e-5f);
+                    assertEquals( (double) globalIter, ds.getFeatures()[i].getDouble(0), 1e-5f,"Failed at iteration [" + globalIter + "]");
                 }
                 globalIter++;
             }
-            assertTrue("Failed at epoch [" + e + "]", trained);
+            assertTrue(trained,"Failed at epoch [" + e + "]");
             assertEquals(800, globalIter);
 
 
@@ -202,11 +205,11 @@ public class MultiDataSetSplitterTests extends BaseDL4JTest {
                 assertNotNull(ds);
 
                 for (int i = 0; i < ds.getFeatures().length; ++i) {
-                    assertEquals("Failed at iteration [" + globalIter + "]", (double) globalIter, ds.getFeatures()[i].getDouble(0), 1e-5f);
+                    assertEquals((double) globalIter, ds.getFeatures()[i].getDouble(0), 1e-5f,"Failed at iteration [" + globalIter + "]");
                 }
                 globalIter++;
             }
-            assertTrue("Failed at epoch [" + e + "]", tested);
+            assertTrue(tested,"Failed at epoch [" + e + "]");
             assertEquals(900, globalIter);
 
             // validation set is used every 5 epochs
@@ -219,11 +222,11 @@ public class MultiDataSetSplitterTests extends BaseDL4JTest {
                     assertNotNull(ds);
 
                     for (int i = 0; i < ds.getFeatures().length; ++i) {
-                        assertEquals("Failed at iteration [" + globalIter + "]", (double) globalIter, ds.getFeatures()[i].getDouble(0), 1e-5f);
+                        assertEquals( (double) globalIter, ds.getFeatures()[i].getDouble(0), 1e-5f,"Failed at iteration [" + globalIter + "]");
                     }
                     globalIter++;
                 }
-                assertTrue("Failed at epoch [" + e + "]", validated);
+                assertTrue(validated,"Failed at epoch [" + e + "]");
             }
 
             // all 3 iterators have exactly 1000 elements combined
@@ -256,8 +259,7 @@ public class MultiDataSetSplitterTests extends BaseDL4JTest {
                     val data = partIterator.next().getFeatures();
 
                     for (int i = 0; i < data.length; ++i) {
-                        assertEquals("Train failed on iteration " + cnt + "; epoch: " + e,
+                        assertEquals((float) perEpoch, data[i].getFloat(0), 1e-5,"Train failed on iteration " + cnt + "; epoch: " + e);
-                                (float) perEpoch, data[i].getFloat(0), 1e-5);
                     }
                     //gcntTrain++;
                     global++;
@@ -299,12 +301,12 @@ public class MultiDataSetSplitterTests extends BaseDL4JTest {
                 assertNotNull(ds);
 
                 for (int i = 0; i < ds.getFeatures().length; ++i) {
-                    assertEquals("Failed at iteration [" + globalIter + "]", (double) globalIter,
+                    assertEquals((double) globalIter,
-                            ds.getFeatures()[i].getDouble(0), 1e-5f);
+                            ds.getFeatures()[i].getDouble(0), 1e-5f,"Failed at iteration [" + globalIter + "]");
                 }
                 globalIter++;
             }
-            assertTrue("Failed at epoch [" + e + "]", trained);
+            assertTrue(trained,"Failed at epoch [" + e + "]");
             assertEquals(800, globalIter);
 
 
@@ -316,11 +318,11 @@ public class MultiDataSetSplitterTests extends BaseDL4JTest {
                 val ds = testIter.next();
                 assertNotNull(ds);
                 for (int i = 0; i < ds.getFeatures().length; ++i) {
-                    assertEquals("Failed at iteration [" + globalIter + "]", (double) globalIter, ds.getFeatures()[i].getDouble(0), 1e-5f);
+                    assertEquals((double) globalIter, ds.getFeatures()[i].getDouble(0), 1e-5f,"Failed at iteration [" + globalIter + "]");
                 }
                 globalIter++;
             }
-            assertTrue("Failed at epoch [" + e + "]", tested);
+            assertTrue(tested,"Failed at epoch [" + e + "]");
             assertEquals(900, globalIter);
 
             // validation set is used every 5 epochs
@@ -333,12 +335,12 @@ public class MultiDataSetSplitterTests extends BaseDL4JTest {
                     assertNotNull(ds);
 
                     for (int i = 0; i < ds.getFeatures().length; ++i) {
-                        assertEquals("Failed at iteration [" + globalIter + "]", (double) globalIter,
+                        assertEquals((double) globalIter,
-                                ds.getFeatures()[i].getDouble(0), 1e-5f);
+                                ds.getFeatures()[i].getDouble(0), 1e-5f,"Failed at iteration [" + globalIter + "]");
                     }
                     globalIter++;
                 }
-                assertTrue("Failed at epoch [" + e + "]", validated);
+                assertTrue(validated,"Failed at epoch [" + e + "]");
             }
 
             // all 3 iterators have exactly 1000 elements combined
@@ -370,7 +372,7 @@ public class MultiDataSetSplitterTests extends BaseDL4JTest {
                 int farCnt = (1000 / 2) * (partNumber) + cnt;
                 val data = iteratorList.get(partNumber).next().getFeatures();
                 for (int i = 0; i < data.length; ++i) {
-                    assertEquals("Train failed on iteration " + cnt + "; epoch: " + e, (float) farCnt, data[i].getFloat(0), 1e-5);
+                    assertEquals( (float) farCnt, data[i].getFloat(0), 1e-5,"Train failed on iteration " + cnt + "; epoch: " + e);
                 }
                 cnt++;
                 global++;
@@ -381,8 +383,8 @@ public class MultiDataSetSplitterTests extends BaseDL4JTest {
             while (iteratorList.get(0).hasNext()) {
                 val data = iteratorList.get(0).next().getFeatures();
                 for (int i = 0; i < data.length; ++i) {
-                    assertEquals("Train failed on iteration " + cnt + "; epoch: " + e, (float) cnt++,
+                    assertEquals((float) cnt++,
-                            data[i].getFloat(0), 1e-5);
+                            data[i].getFloat(0), 1e-5,"Train failed on iteration " + cnt + "; epoch: " + e);
                 }
                 global++;
             }
@@ -402,7 +404,7 @@ public class MultiDataSetSplitterTests extends BaseDL4JTest {
             while (iteratorList.get(partNumber).hasNext()) {
                 val data = iteratorList.get(partNumber).next().getFeatures();
                 for (int i = 0; i < data.length; ++i) {
-                    assertEquals("Train failed on iteration " + cnt, (float) (500 * partNumber + cnt), data[i].getFloat(0), 1e-5);
+                    assertEquals( (float) (500 * partNumber + cnt), data[i].getFloat(0), 1e-5,"Train failed on iteration " + cnt);
                 }
                 cnt++;
             }
@@ -427,8 +429,8 @@ public class MultiDataSetSplitterTests extends BaseDL4JTest {
             while (iteratorList.get(partNumber).hasNext()) {
                 val data = iteratorList.get(partNumber).next().getFeatures();
                 for (int i = 0; i < data.length; ++i) {
-                    assertEquals("Train failed on iteration " + cnt, (float) (500 * partNumber + cnt),
+                    assertEquals( (float) (500 * partNumber + cnt),
-                            data[i].getFloat(0), 1e-5);
+                            data[i].getFloat(0), 1e-5,"Train failed on iteration " + cnt);
                 }
                 cnt++;
             }
@@ -454,8 +456,8 @@ public class MultiDataSetSplitterTests extends BaseDL4JTest {
             val ds = validationIter.next();
             assertNotNull(ds);
             for (int i = 0; i < ds.getFeatures().length; ++i) {
-                assertEquals("Validation failed on iteration " + valCnt, (float) valCnt + 90,
+                assertEquals((float) valCnt + 90,
-                        ds.getFeatures()[i].getFloat(0), 1e-5);
+                        ds.getFeatures()[i].getFloat(0), 1e-5,"Validation failed on iteration " + valCnt);
             }
             valCnt++;
         }

deeplearning4j/deeplearning4j-core/src/test/java/org/deeplearning4j/datasets/iterator/MultipleEpochsIteratorTest.java

@@ -25,9 +25,9 @@ import org.datavec.api.split.FileSplit;
 import org.deeplearning4j.BaseDL4JTest;
 import org.deeplearning4j.datasets.datavec.RecordReaderDataSetIterator;
 import org.deeplearning4j.nn.util.TestDataSetConsumer;
-import org.junit.Rule;
+
 import org.junit.jupiter.api.Test;
-import org.junit.rules.Timeout;
+
 import org.nd4j.linalg.dataset.DataSet;
 import org.nd4j.linalg.dataset.api.iterator.DataSetIterator;
 import org.nd4j.linalg.factory.Nd4j;
@@ -42,9 +42,6 @@ import org.junit.jupiter.api.extension.ExtendWith;
 @DisplayName("Multiple Epochs Iterator Test")
 class MultipleEpochsIteratorTest extends BaseDL4JTest {
 
-    @Rule
-    public Timeout timeout = Timeout.seconds(300);
-
     @Test
     @DisplayName("Test Next And Reset")
     void testNextAndReset() throws Exception {

deeplearning4j/deeplearning4j-core/src/test/java/org/deeplearning4j/datasets/iterator/TestAsyncIterator.java

@@ -22,8 +22,8 @@ package org.deeplearning4j.datasets.iterator;
 
 import org.deeplearning4j.BaseDL4JTest;
 import org.deeplearning4j.datasets.iterator.impl.IrisDataSetIterator;
-import org.junit.Ignore;
+import org.junit.jupiter.api.Disabled;
-import org.junit.Test;
+import org.junit.jupiter.api.Test;
 import org.nd4j.linalg.api.ndarray.INDArray;
 import org.nd4j.linalg.dataset.DataSet;
 import org.nd4j.linalg.dataset.api.DataSetPreProcessor;
@@ -33,9 +33,9 @@ import org.nd4j.linalg.factory.Nd4j;
 import java.util.List;
 
 import static junit.framework.TestCase.assertTrue;
-import static org.junit.Assert.*;
+import static org.junit.jupiter.api.Assertions.*;
 
-@Ignore
+@Disabled
 public class TestAsyncIterator extends BaseDL4JTest {
 
     @Test