diff --git a/arbiter/arbiter-core/pom.xml b/arbiter/arbiter-core/pom.xml
index 5d06744d3..296af48fd 100644
--- a/arbiter/arbiter-core/pom.xml
+++ b/arbiter/arbiter-core/pom.xml
@@ -80,4 +80,13 @@
             <version>${nd4j.version}</version>
         </dependency>
     </dependencies>
+
+    <profiles>
+        <profile>
+            <id>test-nd4j-native</id>
+        </profile>
+        <profile>
+            <id>test-nd4j-cuda-10.1</id>
+        </profile>
+    </profiles>
 </project>
diff --git a/arbiter/arbiter-deeplearning4j/pom.xml b/arbiter/arbiter-deeplearning4j/pom.xml
index 86fe15d18..77f7e34a9 100644
--- a/arbiter/arbiter-deeplearning4j/pom.xml
+++ b/arbiter/arbiter-deeplearning4j/pom.xml
@@ -61,27 +61,10 @@
 
     <profiles>
         <profile>
-            <id>nd4j-tests-cpu</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-native</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-native</id>
         </profile>
-
         <profile>
-            <id>nd4j-tests-cuda</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-cuda-10.1</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-cuda-10.1</id>
         </profile>
     </profiles>
 </project>
diff --git a/arbiter/arbiter-server/pom.xml b/arbiter/arbiter-server/pom.xml
index e3a6738ac..5d14fa6a0 100644
--- a/arbiter/arbiter-server/pom.xml
+++ b/arbiter/arbiter-server/pom.xml
@@ -53,27 +53,10 @@
 
     <profiles>
         <profile>
-            <id>nd4j-tests-cpu</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-native</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-native</id>
         </profile>
-
         <profile>
-            <id>nd4j-tests-cuda</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-cuda-10.1</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-cuda-10.1</id>
         </profile>
     </profiles>
 </project>
diff --git a/arbiter/arbiter-ui/pom.xml b/arbiter/arbiter-ui/pom.xml
index 084ad3151..93e955219 100644
--- a/arbiter/arbiter-ui/pom.xml
+++ b/arbiter/arbiter-ui/pom.xml
@@ -99,27 +99,10 @@
         </profile>
 
         <profile>
-            <id>nd4j-tests-cpu</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-native</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-native</id>
         </profile>
-
         <profile>
-            <id>nd4j-tests-cuda</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-cuda-10.1</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-cuda-10.1</id>
         </profile>
     </profiles>
 
@@ -236,5 +219,4 @@
             </plugins>
         </pluginManagement>
     </build>
-
 </project>
diff --git a/arbiter/pom.xml b/arbiter/pom.xml
index f4380c58c..5f660c646 100644
--- a/arbiter/pom.xml
+++ b/arbiter/pom.xml
@@ -136,6 +136,31 @@
 
         <pluginManagement>
             <plugins>
+                <plugin>
+                    <groupId>org.apache.maven.plugins</groupId>
+                    <artifactId>maven-enforcer-plugin</artifactId>
+                    <version>${maven-enforcer-plugin.version}</version>
+                    <executions>
+                        <execution>
+                            <phase>test</phase>
+                            <id>enforce-test-resources</id>
+                            <goals>
+                                <goal>enforce</goal>
+                            </goals>
+                            <configuration>
+                                <skip>${skipTestResourceEnforcement}</skip>
+                                <rules>
+                                    <requireActiveProfile>
+                                        <profiles>test-nd4j-native,test-nd4j-cuda-10.1</profiles>
+                                        <all>false</all>
+                                    </requireActiveProfile>
+                                </rules>
+                                <fail>true</fail>
+                            </configuration>
+                        </execution>
+                    </executions>
+                </plugin>
+
                 <plugin>
                     <artifactId>maven-javadoc-plugin</artifactId>
                     <version>${maven-javadoc-plugin.version}</version>
@@ -287,4 +312,42 @@
             </plugin>
         </plugins>
     </reporting>
+
+    <profiles>
+        <profile>
+            <id>test-nd4j-native</id>
+            <dependencies>
+                <dependency>
+                    <groupId>org.nd4j</groupId>
+                    <artifactId>nd4j-native</artifactId>
+                    <version>${nd4j.version}</version>
+                    <scope>test</scope>
+                </dependency>
+                <dependency>
+                    <groupId>org.deeplearning4j</groupId>
+                    <artifactId>dl4j-test-resources</artifactId>
+                    <version>${nd4j.version}</version>
+                    <scope>test</scope>
+                </dependency>
+            </dependencies>
+        </profile>
+
+        <profile>
+            <id>test-nd4j-cuda-10.1</id>
+            <dependencies>
+                <dependency>
+                    <groupId>org.nd4j</groupId>
+                    <artifactId>nd4j-cuda-10.1</artifactId>
+                    <version>${nd4j.version}</version>
+                    <scope>test</scope>
+                </dependency>
+                <dependency>
+                    <groupId>org.deeplearning4j</groupId>
+                    <artifactId>dl4j-test-resources</artifactId>
+                    <version>${nd4j.version}</version>
+                    <scope>test</scope>
+                </dependency>
+            </dependencies>
+        </profile>
+    </profiles>
 </project>
diff --git a/datavec/datavec-api/pom.xml b/datavec/datavec-api/pom.xml
index 412be6e81..022f2e38b 100644
--- a/datavec/datavec-api/pom.xml
+++ b/datavec/datavec-api/pom.xml
@@ -119,27 +119,10 @@
 
     <profiles>
         <profile>
-            <id>nd4j-tests-cpu</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-native</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-native</id>
         </profile>
-
         <profile>
-            <id>nd4j-tests-cuda</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-cuda-10.1</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-cuda-10.1</id>
         </profile>
     </profiles>
 </project>
diff --git a/datavec/datavec-arrow/pom.xml b/datavec/datavec-arrow/pom.xml
index f86e7f3f2..4d4381790 100644
--- a/datavec/datavec-arrow/pom.xml
+++ b/datavec/datavec-arrow/pom.xml
@@ -98,27 +98,10 @@
 
     <profiles>
         <profile>
-            <id>nd4j-tests-cpu</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-native</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-native</id>
         </profile>
-
         <profile>
-            <id>nd4j-tests-cuda</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-cuda-10.1</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-cuda-10.1</id>
         </profile>
     </profiles>
 </project>
diff --git a/datavec/datavec-data/datavec-data-codec/pom.xml b/datavec/datavec-data/datavec-data-codec/pom.xml
index e94887b40..2a65cb41a 100644
--- a/datavec/datavec-data/datavec-data-codec/pom.xml
+++ b/datavec/datavec-data/datavec-data-codec/pom.xml
@@ -56,27 +56,10 @@
 
     <profiles>
         <profile>
-            <id>nd4j-tests-cpu</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-native</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-native</id>
         </profile>
-
         <profile>
-            <id>nd4j-tests-cuda</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-cuda-10.1</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-cuda-10.1</id>
         </profile>
     </profiles>
 </project>
diff --git a/datavec/datavec-data/datavec-data-image/pom.xml b/datavec/datavec-data/datavec-data-image/pom.xml
index 326102ed1..b97c9d5c6 100644
--- a/datavec/datavec-data/datavec-data-image/pom.xml
+++ b/datavec/datavec-data/datavec-data-image/pom.xml
@@ -123,27 +123,10 @@
 
     <profiles>
         <profile>
-            <id>nd4j-tests-cpu</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-native</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-native</id>
         </profile>
-
         <profile>
-            <id>nd4j-tests-cuda</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-cuda-10.1</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-cuda-10.1</id>
         </profile>
     </profiles>
 </project>
diff --git a/datavec/datavec-data/datavec-data-nlp/pom.xml b/datavec/datavec-data/datavec-data-nlp/pom.xml
index b76660975..17ad11211 100644
--- a/datavec/datavec-data/datavec-data-nlp/pom.xml
+++ b/datavec/datavec-data/datavec-data-nlp/pom.xml
@@ -84,27 +84,10 @@
 
     <profiles>
         <profile>
-            <id>nd4j-tests-cpu</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-native</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-native</id>
         </profile>
-
         <profile>
-            <id>nd4j-tests-cuda</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-cuda-10.1</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-cuda-10.1</id>
         </profile>
     </profiles>
 </project>
diff --git a/datavec/datavec-hadoop/pom.xml b/datavec/datavec-hadoop/pom.xml
index cf79113a5..38889228c 100644
--- a/datavec/datavec-hadoop/pom.xml
+++ b/datavec/datavec-hadoop/pom.xml
@@ -99,27 +99,10 @@
 
     <profiles>
         <profile>
-            <id>nd4j-tests-cpu</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-native</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-native</id>
         </profile>
-
         <profile>
-            <id>nd4j-tests-cuda</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-cuda-10.1</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-cuda-10.1</id>
         </profile>
     </profiles>
 </project>
diff --git a/datavec/datavec-local/pom.xml b/datavec/datavec-local/pom.xml
index 840e9bd9c..f286eeb95 100644
--- a/datavec/datavec-local/pom.xml
+++ b/datavec/datavec-local/pom.xml
@@ -120,27 +120,10 @@
 
     <profiles>
         <profile>
-            <id>nd4j-tests-cpu</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-native</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-native</id>
         </profile>
-
         <profile>
-            <id>nd4j-tests-cuda</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-cuda-10.1</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-cuda-10.1</id>
         </profile>
     </profiles>
 </project>
diff --git a/datavec/datavec-perf/pom.xml b/datavec/datavec-perf/pom.xml
index 703386f9e..fb4eaaa89 100644
--- a/datavec/datavec-perf/pom.xml
+++ b/datavec/datavec-perf/pom.xml
@@ -61,27 +61,10 @@
 
     <profiles>
         <profile>
-            <id>nd4j-tests-cpu</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-native</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-native</id>
         </profile>
-
         <profile>
-            <id>nd4j-tests-cuda</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-cuda-10.1</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-cuda-10.1</id>
         </profile>
     </profiles>
 </project>
diff --git a/datavec/datavec-python/pom.xml b/datavec/datavec-python/pom.xml
index ed8af9e85..e60bc9219 100644
--- a/datavec/datavec-python/pom.xml
+++ b/datavec/datavec-python/pom.xml
@@ -62,27 +62,10 @@
 
     <profiles>
         <profile>
-            <id>nd4j-tests-cpu</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-native</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-native</id>
         </profile>
-
         <profile>
-            <id>nd4j-tests-cuda</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-cuda-10.1</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-cuda-10.1</id>
         </profile>
     </profiles>
 </project>
diff --git a/datavec/datavec-spark-inference-parent/datavec-spark-inference-client/pom.xml b/datavec/datavec-spark-inference-parent/datavec-spark-inference-client/pom.xml
index 83fc78c6f..db110703b 100644
--- a/datavec/datavec-spark-inference-parent/datavec-spark-inference-client/pom.xml
+++ b/datavec/datavec-spark-inference-parent/datavec-spark-inference-client/pom.xml
@@ -75,27 +75,10 @@
 
     <profiles>
         <profile>
-            <id>nd4j-tests-cpu</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-native</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-native</id>
         </profile>
-
         <profile>
-            <id>nd4j-tests-cuda</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-cuda-10.1</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-cuda-10.1</id>
         </profile>
     </profiles>
 </project>
diff --git a/datavec/datavec-spark-inference-parent/datavec-spark-inference-model/pom.xml b/datavec/datavec-spark-inference-parent/datavec-spark-inference-model/pom.xml
index aed3601b0..ade8acd14 100644
--- a/datavec/datavec-spark-inference-parent/datavec-spark-inference-model/pom.xml
+++ b/datavec/datavec-spark-inference-parent/datavec-spark-inference-model/pom.xml
@@ -49,27 +49,10 @@
 
     <profiles>
         <profile>
-            <id>nd4j-tests-cpu</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-native</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-native</id>
         </profile>
-
         <profile>
-            <id>nd4j-tests-cuda</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-cuda-10.1</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-cuda-10.1</id>
         </profile>
     </profiles>
 </project>
diff --git a/datavec/datavec-spark-inference-parent/datavec-spark-inference-server/pom.xml b/datavec/datavec-spark-inference-parent/datavec-spark-inference-server/pom.xml
index d6993afdf..940ad01cc 100644
--- a/datavec/datavec-spark-inference-parent/datavec-spark-inference-server/pom.xml
+++ b/datavec/datavec-spark-inference-parent/datavec-spark-inference-server/pom.xml
@@ -198,27 +198,10 @@
 
     <profiles>
         <profile>
-            <id>nd4j-tests-cpu</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-native</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-native</id>
         </profile>
-
         <profile>
-            <id>nd4j-tests-cuda</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-cuda-10.1</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-cuda-10.1</id>
         </profile>
     </profiles>
 </project>
diff --git a/datavec/datavec-spark/pom.xml b/datavec/datavec-spark/pom.xml
index 36c782bea..d98730407 100644
--- a/datavec/datavec-spark/pom.xml
+++ b/datavec/datavec-spark/pom.xml
@@ -307,27 +307,10 @@
 
     <profiles>
         <profile>
-            <id>nd4j-tests-cpu</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-native</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-native</id>
         </profile>
-
         <profile>
-            <id>nd4j-tests-cuda</id>
-            <dependencies>
-                <dependency>
-                    <groupId>org.nd4j</groupId>
-                    <artifactId>nd4j-cuda-10.1</artifactId>
-                    <version>${project.version}</version>
-                    <scope>test</scope>
-                </dependency>
-            </dependencies>
+            <id>test-nd4j-cuda-10.1</id>
         </profile>
     </profiles>
 </project>
diff --git a/datavec/pom.xml b/datavec/pom.xml
index 62c722ace..a8d141516 100644
--- a/datavec/pom.xml
+++ b/datavec/pom.xml
@@ -330,50 +330,56 @@
         </plugins>
     </build>
 
+    <reporting>
+        <plugins>
+            <plugin>
+                <artifactId>maven-surefire-report-plugin</artifactId>
+                <version>${maven-surefire-plugin.version}</version>
+            </plugin>
+            <!-- Test coverage -->
+            <plugin>
+                <groupId>org.codehaus.mojo</groupId>
+                <artifactId>cobertura-maven-plugin</artifactId>
+                <version>2.7</version>
+            </plugin>
+        </plugins>
+    </reporting>
+
     <profiles>
-        <!-- For running unit tests with nd4j-native: "mvn clean test -P test-nd4j-native"
-             Note that this excludes DL4J-cuda -->
         <profile>
             <id>test-nd4j-native</id>
-            <activation>
-                <activeByDefault>false</activeByDefault>
-            </activation>
             <dependencies>
-                <dependency>
-                    <groupId>org.deeplearning4j</groupId>
-                    <artifactId>dl4j-test-resources</artifactId>
-                    <version>${dl4j-test-resources.version}</version>
-                    <scope>test</scope>
-                </dependency>
                 <dependency>
                     <groupId>org.nd4j</groupId>
                     <artifactId>nd4j-native</artifactId>
                     <version>${nd4j.version}</version>
                     <scope>test</scope>
                 </dependency>
-            </dependencies>
-        </profile>
-        <!-- For running unit tests with nd4j-cuda-8.0: "mvn clean test -P test-nd4j-cuda-8.0" -->
-        <profile>
-            <id>test-nd4j-cuda-10.1</id>
-            <activation>
-                <activeByDefault>false</activeByDefault>
-            </activation>
-            <dependencies>
                 <dependency>
                     <groupId>org.deeplearning4j</groupId>
                     <artifactId>dl4j-test-resources</artifactId>
-                    <version>${dl4j-test-resources.version}</version>
+                    <version>${nd4j.version}</version>
                     <scope>test</scope>
                 </dependency>
+            </dependencies>
+        </profile>
+
+        <profile>
+            <id>test-nd4j-cuda-10.1</id>
+            <dependencies>
                 <dependency>
                     <groupId>org.nd4j</groupId>
                     <artifactId>nd4j-cuda-10.1</artifactId>
                     <version>${nd4j.version}</version>
                     <scope>test</scope>
                 </dependency>
+                <dependency>
+                    <groupId>org.deeplearning4j</groupId>
+                    <artifactId>dl4j-test-resources</artifactId>
+                    <version>${nd4j.version}</version>
+                    <scope>test</scope>
+                </dependency>
             </dependencies>
-            <!-- Default to ALL modules here, unlike nd4j-native -->
         </profile>
     </profiles>